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- 451 pages
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Services
Services
- AI Agent Development Services
AI agent development is the engineering work of turning a language model into a system that completes a business process on its own — reading from your systems, deciding what to do, taking action through tools, and escalating to a human when it is not confident. The hard part is not the model. It is the retrieval, the tool contracts, the guardrails, the evaluation suite and the observability that keep the agent correct once it is handling thousands of real cases a day rather than five in a demo.
- RAG Development Services
RAG development is the work of building a system that retrieves the right passages from your own documents and gives them to a language model, so answers are grounded in your data rather than in the model's training. Done properly it produces answers with citations a user can open and verify. Almost all RAG failures are retrieval failures, not generation failures — the model was simply handed the wrong context, so the fix is in chunking, hybrid search, reranking and evaluation rather than in prompting.
- AI Consulting Services
AI consulting, done usefully, answers three questions: which of your candidate use cases will actually work, what each one costs to build and run, and which one to do first. Our engagements are run by the engineers who would build the system, take two to four weeks, and end with an architecture and a build estimate rather than a maturity model. A material share of them conclude that some proposed use cases should be dropped, which is usually the most valuable finding in the report.
- LLM Application Development Services
LLM application development is the work of embedding language-model features into a product that already exists and already has users, which makes it a software engineering problem more than a model problem. What decides success is streaming that feels fast, structured output validated against a schema before it touches your data, a provider abstraction so models can be swapped without a rewrite, and per-tenant cost controls.
- LLM Evaluation and Observability Services
LLM evaluation is the practice of scoring an AI system against a fixed set of cases with known correct outcomes, so that every prompt, model or retrieval change can be measured rather than guessed at. Paired with production observability — traces, quality sampling and cost attribution — it is what stops slow, invisible quality decay. It is also the single practice most often skipped, and the reason teams cannot say how accurate their own system is.
- AI Integration Services
AI integration is the work of connecting a model-driven system to the software a business already runs — CRM, ERP, ticketing, data warehouse, internal APIs — so it can read real state and take real action. It is where most of the engineering time in an AI project goes, because every system has undocumented behaviour, and because giving an autonomous system write access safely requires scoped credentials, validated inputs and an audit trail rather than a shared admin key.
AI agents
AI agents
- AI Agent for Customer Support
An AI support agent reads an incoming ticket, retrieves the relevant policy and the customer's live account and order state, then either resolves the issue by acting in your systems or escalates it with a written summary. The metric that matters is containment measured alongside satisfaction and reopen rate, never alone. On well-scoped queues 50-70% full resolution is realistic; agents built without an evaluation set drawn from real transcripts routinely fall short.
- AI Agent for Finance Operations
A finance operations agent extracts structured data from invoices and remittances, matches them against purchase orders and goods receipts, posts what falls inside tolerance, and routes exceptions to a named approver with the discrepancy already explained. In finance the binding constraint is not accuracy in the abstract — it is auditability. Every posting must be reconstructable, every tolerance must be a configured rule rather than a model judgement, and segregation of duties has to survive automation.
- AI Agent for Sales
A sales agent handles the research and administrative layer of selling: it enriches and qualifies inbound leads against your written criteria, assembles account research from public sources and your own CRM history, drafts contextual follow-ups for a rep to review, and keeps CRM records current. Outbound sending stays behind human approval by default, because an autonomous agent emailing prospects is a brand risk that no efficiency gain justifies.
- AI Agent for Human Resources
An HR agent covers three distinct jobs: answering employee policy questions from your own handbook with citations, screening applications against documented job-specific criteria, and driving onboarding checklists to completion across systems. Screening is the sensitive one — it is regulated in several jurisdictions, so the agent scores against written criteria only, records its reasoning, never makes a rejection decision autonomously, and is monitored for disparate impact rather than assumed to be neutral.
Agent store
Agent store
- Sales AI agents
Sales agents automate the research and administrative layer of selling — qualifying and routing inbound leads, assembling account research, drafting proposals and quotes, keeping CRM records current, and flagging renewal and churn risk before a human sees it. Every agent that touches an external message drafts for approval rather than sending on its own, because the reputational downside of an autonomous mistake to a named prospect is not worth the minutes it saves.
- Finance AI agents
Finance agents handle the document and matching work around a human decision — extracting invoice data, running three-way matches, reconciling accounts, tracking cash position and preparing variance commentary. The binding constraint in finance is auditability rather than accuracy, so tolerances are configured rules enforced outside the model, posting authority stays with a named approver, and every action is reconstructable back to its source document.
- Procurement AI agents
Procurement agents cover the chain from a purchase request to a validated invoice — building and screening RFQs against criteria fixed before the quotes arrive, qualifying and onboarding suppliers, reading contracts for what they expose you to and for the value they promised, checking purchase orders against policy and tax treatment before issue, and watching delivery, quality and spend once a supplier is live. The rule across the category is that nothing leaves the building or enters a system of record unapproved: supplier messages are drafted and held, master-data corrections are proposed rather than applied, and a catalogue load payload is produced rather than loaded.
- Customer Service AI agents
Customer service agents read an incoming ticket, retrieve the governing policy and the customer’s actual account state, then either draft a resolution or escalate with the context already assembled. The metric that matters is containment measured alongside satisfaction and reopen rate, never alone — an agent that closes tickets badly looks excellent on containment and costs you customers.
- Marketing AI agents
Marketing agents cover the research and production work around a campaign — competitor and market monitoring, content briefs and drafts, SEO analysis, launch checklists and campaign inquiry handling. Everything that would be published externally is produced for human review, because generated copy that goes out unchecked is a brand risk rather than a productivity gain.
- Human Resources AI agents
HR agents answer employee policy questions with citations into your own handbook, prepare and evidence candidate screening for a recruiter decision, and drive onboarding checklists to completion across IT, payroll and training systems. No agent in this category makes a rejection decision autonomously — screening is regulated in several jurisdictions, so the agent ranks and evidences while a named human decides.
- Billing AI agents
Billing agents prepare invoices, chase collections, characterise disputes and assemble refund and credit cases for approval. Anything that moves money or alters a customer’s balance stops at a human checkpoint with the discrepancy already explained, so the agent’s contribution is making the decision fast rather than making it unsupervised.
- Operations AI agents
Operations agents handle the cross-functional coordination work that falls between departments — meeting preparation and follow-up, data quality monitoring, and renewal tracking. These are typically the highest-leverage first deployments in a company, because the work is well-defined, high-volume and owned by nobody in particular.
- Documents AI agents
Document agents extract structured data from the formats businesses actually receive — scanned PDFs, tables, multi-column layouts, images. Per-field confidence scores route uncertain values to review rather than passing a guess downstream, which is the design decision that separates usable extraction from a data-quality incident three weeks later.
- Legal AI agents
Legal agents review contracts against your own playbook, extract and categorise clauses, and flag deviations for counsel. They prepare and evidence rather than advise — the agent surfaces what differs from your standard position and cites where, and a qualified human decides what to do about it.
- Information Technology AI agents
IT agents triage service desk requests against your knowledge base, draft resolutions for common issues, and summarise incidents with the timeline and affected systems already assembled. Anything that changes access or infrastructure state requires explicit human approval, scoped per action.
- Healthcare AI agents
Healthcare agents draft clinical documentation, prepare referral packages and produce patient communications for staff review. Every asserted fact links to the source record it came from, and a licensed professional signs anything clinical — the citation is what gets these tools approved by a clinical review board, not the accuracy figure.
- Real Estate AI agents
Real estate agents extract and track lease terms, surface critical dates and obligations, and triage tenant service requests against the governing lease. The value is in making a document set that nobody reads end to end actually queryable.
Agent store — Billing — processes
Agent store — Billing — processes
- Accounts Receivable AI agents (Billing)
3 live agents automating accounts receivable within billing: Overdue Invoice Alerts, Payment Status Update, Surcharge Management.
- Collections AI agents (Billing)
2 live agents automating collections within billing: Dunning Management, Overdue Invoice Chasers.
- Compliance Management AI agents (Billing)
1 live agent automating compliance management within billing: Data Privacy Compliance.
- Credit Management AI agents (Billing)
2 live agents automating credit management within billing: Credit Memo Application, Customer Credit Monitoring.
- Dispute Management AI agents (Billing)
1 live agent automating dispute management within billing: Chargeback Handling.
- Invoice Management AI agents (Billing)
4 live agents automating invoice management within billing: Debit Memo Verification, Discount Verification, Invoice Adjustment Request, Invoice Generation.
- Refund Processing AI agents (Billing)
1 live agent automating refund processing within billing: Refund Validation.
Agent store — Customer Service — processes
Agent store — Customer Service — processes
- Account Management AI agents (Customer Service)
3 live agents automating account management within customer service: Account Inactivity Outreach, Password Expiry Notice, Profile Update Request.
- Case Management AI agents (Customer Service)
1 live agent automating case management within customer service: Case Resolution Guidance.
- Communication AI agents (Customer Service)
1 live agent automating communication within customer service: Service Instruction Delivery.
- Customer Management AI agents (Customer Service)
1 live agent automating customer management within customer service: Service Appointment Scheduling.
- Customer Service Strategy and Planning AI agents (Customer Service)
1 live agent automating customer service strategy and planning within customer service: Service Policy Review.
- Customer Success AI agents (Customer Service)
1 live agent automating customer success within customer service: Customer Success Account Review.
- Customer Support AI agents (Customer Service)
12 live agents automating customer support within customer service: Account Change Request, Chat Transcript Summary, Complaint Tracking, FAQ Gap Monitor, Inquiry Self-Service Deflection, Knowledge Article Drafting, Order Status Response, Post-Service Survey Dispatch, Query Resolution, Recurring Issue Root Cause, Service Inquiry Follow-Up, Technical Issue Diagnosis.
- Feedback Management AI agents (Customer Service)
6 live agents automating feedback management within customer service: Customer Feedback Analysis, Customer Testimonial Request, Feedback Intake Routing, NPS Detractor Follow-Up, Product Review Request Check, Service Survey Designer.
- Strategy To Satisfaction AI agents (Customer Service)
4 live agents automating strategy to satisfaction within customer service: Goodwill Decision Support, Order Exception Handling, Service Execution Check, Service Order Validation.
- Support Operations AI agents (Customer Service)
2 live agents automating support operations within customer service: Campaign Inquiry Readiness, Support Interaction Analysis.
- Ticket Management AI agents (Customer Service)
6 live agents automating ticket management within customer service: Response Time Monitor, Ticket Assignment, Ticket Closure Notification, Ticket Escalation, Ticket Reopening Monitor, Ticket Resolution.
- Ticket QA AI agents (Customer Service)
1 live agent automating ticket qa within customer service: Resolution Quality Review.
Agent store — Documents — processes
Agent store — Documents — processes
- Data Extraction AI agents (Documents)
1 live agent automating data extraction within documents: OCR Data Extractor.
- Document Intelligence AI agents (Documents)
3 live agents automating document intelligence within documents: Document Comparison, Document Summarization, Document Translation.
Agent store — Finance — processes
Agent store — Finance — processes
- Account to Report AI agents (Finance)
6 live agents automating account to report within finance: Account Risk Classification, Chart of Accounts Mapping, Exchange Rate Validation, Journal Entry Validation, Revenue Recognition Review, Trial Balance Reconciliation.
- Accounts Receivable AI agents (Finance)
2 live agents automating accounts receivable within finance: Cash Application, Customer Invoice Dispute Resolution.
- Billing and Insurance AI agents (Finance)
1 live agent automating billing and insurance within finance: Insurance Claim Validation.
- Budgeting AI agents (Finance)
1 live agent automating budgeting within finance: Budget Variance Analysis.
- Compliance AI agents (Finance)
7 live agents automating compliance within finance: Audit Preparation, Contract Financial Compliance, Financial Control Risk Assessment, Regulatory Obligations Tracker, Regulatory Report Assembly, Spend Policy Compliance, Tax Position Review.
- Customer to Cash AI agents (Finance)
1 live agent automating customer to cash within finance: Credit Worthiness Assessment.
- Employee Reimbursements AI agents (Finance)
1 live agent automating employee reimbursements within finance: Employee Reimbursement Processing.
- Expense Management AI agents (Finance)
1 live agent automating expense management within finance: Expense Report Audit.
- Financial Performance Monitoring AI agents (Finance)
2 live agents automating financial performance monitoring within finance: Management Reporting Review, Revenue Analysis.
- Payment Management AI agents (Finance)
3 live agents automating payment management within finance: Payment Exception Notification, Payment Run Approval, Remittance Advice Matching.
- Payroll Management AI agents (Finance)
3 live agents automating payroll management within finance: Employee Benefits Compliance, Payroll Processing Check, Payroll Run Audit.
- Plan to results AI agents (Finance)
2 live agents automating plan to results within finance: Annual Plan Review, Competitor Financial Analysis.
- Purchase To Pay AI agents (Finance)
5 live agents automating purchase to pay within finance: Duplicate Invoice Detection, Invoice Matching, Supplier Bank Detail Verification, Supplier Invoice Dispute Resolution, Supplier Invoice Processing.
- Reconciliation AI agents (Finance)
2 live agents automating reconciliation within finance: Bank Transaction Matching, Transaction Classification.
- Record to Report AI agents (Finance)
1 live agent automating record to report within finance: Financial Statement Review.
- Treasury Management AI agents (Finance)
5 live agents automating treasury management within finance: Capital Expenditure Monitoring, Cash Position Tracking, Liquidity Planning, Loan Covenant Monitoring, Treasury Controls Check.
Agent store — Healthcare — processes
Agent store — Healthcare — processes
- Clinical Documentation AI agents (Healthcare)
1 live agent automating clinical documentation within healthcare: Clinical Document Summary.
- Patient Communications AI agents (Healthcare)
1 live agent automating patient communications within healthcare: Patient Message Triage.
- Referral Management AI agents (Healthcare)
1 live agent automating referral management within healthcare: Referral Intake Review.
Agent store — Human Resources — processes
Agent store — Human Resources — processes
- Compliance AI agents (Human Resources)
1 live agent automating compliance within human resources: HR Compliance Documentation Check.
- Employee Communication AI agents (Human Resources)
2 live agents automating employee communication within human resources: Employee Request Acknowledgment, HR Policy Assistant.
- Employee Experience AI agents (Human Resources)
1 live agent automating employee experience within human resources: Employee Feedback Analysis.
- Employee Lifecycle AI agents (Human Resources)
3 live agents automating employee lifecycle within human resources: Employee Offboarding, Employee Relations Case Review, Staffing Plan Review.
- Employee Onboarding AI agents (Human Resources)
2 live agents automating employee onboarding within human resources: Onboarding Handbook Generation, Training Documentation.
- Learning and Development AI agents (Human Resources)
2 live agents automating learning and development within human resources: Training Enrollment and Scheduling, Training Needs Analysis.
- Performance Management AI agents (Human Resources)
1 live agent automating performance management within human resources: Performance Documentation Review.
- Recruitment and Staffing AI agents (Human Resources)
3 live agents automating recruitment and staffing within human resources: Candidate Acknowledgment, Interview Guide Builder, Resume Screening.
- Salary Administration AI agents (Human Resources)
2 live agents automating salary administration within human resources: Payroll Input Validation, Salary Data Validation.
- Talent Acquisition AI agents (Human Resources)
3 live agents automating talent acquisition within human resources: Job Posting Builder, Offer Management, Resume Parsing.
Agent store — Information Technology — processes
Agent store — Information Technology — processes
- Incident Management AI agents (Information Technology)
1 live agent automating incident management within information technology: Incident Postmortem.
- Service Desk AI agents (Information Technology)
1 live agent automating service desk within information technology: IT Help Desk Triage.
Agent store — Legal — processes
Agent store — Legal — processes
- Contract Lifecycle AI agents (Legal)
1 live agent automating contract lifecycle within legal: Contract Drafting.
- Contract Review AI agents (Legal)
1 live agent automating contract review within legal: NDA Analyzer.
Agent store — Marketing — processes
Agent store — Marketing — processes
- Campaign Launch AI agents (Marketing)
2 live agents automating campaign launch within marketing: Ad Campaign Launch, Email Campaign Personalization.
- Competitive Analysis AI agents (Marketing)
3 live agents automating competitive analysis within marketing: Competitor News Aggregation, GTM Strategy Analysis, Social Media Sentiment Analysis.
- Consumer Insights AI agents (Marketing)
1 live agent automating consumer insights within marketing: Social Media Trend Monitoring.
- Content Creation AI agents (Marketing)
2 live agents automating content creation within marketing: Blog Topic Generation, Content Development.
- Content Operations AI agents (Marketing)
2 live agents automating content operations within marketing: Content Research, Social Media Post Generator.
- Customer Marketing AI agents (Marketing)
1 live agent automating customer marketing within marketing: Case Study Creation.
- Digital Marketing AI agents (Marketing)
2 live agents automating digital marketing within marketing: Campaign Planning, Website Optimization.
- Media Relations AI agents (Marketing)
2 live agents automating media relations within marketing: Brand Visibility Tracking, Press Release Drafting.
- Product Launch Planning AI agents (Marketing)
1 live agent automating product launch planning within marketing: Market Research Summarization.
- Product Marketing AI agents (Marketing)
1 live agent automating product marketing within marketing: Customer Experience Management.
- SEO Optimization AI agents (Marketing)
3 live agents automating seo optimization within marketing: Off-Page SEO, On-Page SEO, URL Metadata Audit.
Agent store — Operations — processes
Agent store — Operations — processes
- Contract Renewals AI agents (Operations)
1 live agent automating contract renewals within operations: Renewal Notification.
- Data Governance AI agents (Operations)
1 live agent automating data governance within operations: PII Redaction.
- Meeting Operations AI agents (Operations)
2 live agents automating meeting operations within operations: Calendar Invite Generator, Meeting Notes to Actions.
Agent store — Procurement — processes
Agent store — Procurement — processes
- Accounts Payable AI agents (Procurement)
1 live agent automating accounts payable within procurement: Invoice Validation.
- Contract Management AI agents (Procurement)
6 live agents automating contract management within procurement: Contract Amendment Monitoring, Contract Clause Summarization, Contract Renewal Notification, Contract Template Suggestion, Penalty Clause Identification, Procurement Contract Compliance.
- Expense Management AI agents (Procurement)
2 live agents automating expense management within procurement: Procurement Budget Allocation, Procurement Spend Analysis.
- Procure to Pay AI agents (Procurement)
4 live agents automating procure to pay within procurement: Catalog Compliance, Catalog Content Generation, Master Catalog Integration, Requisition Validation and PO Generation.
- Purchase Order Management AI agents (Procurement)
4 live agents automating purchase order management within procurement: PO-Invoice Exception Triage, Purchase Order Prioritization, Purchase Order Validation, Tax Compliance Validation.
- Sourcing Management AI agents (Procurement)
8 live agents automating sourcing management within procurement: Procurement Policy Advisor, RFQ Broadcast, RFQ Creation, RFQ Response Evaluation, RFQ Response Intake, RFQ Response Screening, RFQ Screening Compiler, RFQ Screening Rules.
- Supplier Management AI agents (Procurement)
10 live agents automating supplier management within procurement: Product Quality Monitoring, Supplier Communication, Supplier Consolidation, Supplier Contact Update, Supplier Contract Risk Assessment, Supplier Documentation Verification, Supplier Feedback Collection, Supplier On-Time Delivery Monitoring, Supplier Performance Monitoring, Supplier Risk Assessment.
- Vendor Management AI agents (Procurement)
5 live agents automating vendor management within procurement: Vendor Compliance Verification, Vendor Data Validation, Vendor Onboarding, Vendor Performance Improvement, Vendor Qualification Assessment.
Agent store — Real Estate — processes
Agent store — Real Estate — processes
- Lease Administration AI agents (Real Estate)
1 live agent automating lease administration within real estate: Lease Abstraction.
- Tenant Services AI agents (Real Estate)
1 live agent automating tenant services within real estate: Tenant Request Triage.
Agent store — Sales — processes
Agent store — Sales — processes
- Account Growth AI agents (Sales)
12 live agents automating account growth within sales: Churn Signal Detection, Customer Segmentation, Inquiry Triage, Missing Data Collection, Objection Early Warning, Offer Personalization, Post-Proposal Engagement Read, Product Fit Signals, Profile Completeness Monitor, Upsell Interaction Audit, Upsell Prioritization, Upsell Proposal Routing.
- Contract Negotiation AI agents (Sales)
9 live agents automating contract negotiation within sales: Agreement Archive Check, Audit Readiness Retrieval, Contract Generation, Contract Risk Data Check, Deal Desk Approval Routing, Legal Gap Analysis, Terms Exception Summary, Terms Review Tracker, Terms Risk Review.
- CRM Data Management AI agents (Sales)
9 live agents automating crm data management within sales: Complex Lead Escalation, Contact Verification, CRM Duplicate Resolution, CRM Insight, Customer Profile Unification, Enrichment Rule Feedback, Lead Meeting Scheduler, Lead Pre-Call Brief, Lead Reactivation.
- Lead Generation and Outreach AI agents (Sales)
5 live agents automating lead generation and outreach within sales: Cold Outreach Personalizer, Outreach Send Scheduler, Outreach Sequence Builder, Prospect Consent Audit, Prospect Scoring and Segmentation.
- Lead Management AI agents (Sales)
8 live agents automating lead management within sales: Lead Allocation, Lead Assignment, Lead Data Integrity, Lead Drop-Off Risk, Lead Exception Triage, Lead Qualification, Lead Reconciliation, Lead Scoring Calibration.
- Pipeline Management AI agents (Sales)
11 live agents automating pipeline management within sales: Deal Health Monitor, Deal Loss Insights, Deal Readiness Review, Deal Rep Assignment, Next Best Engagement, Opportunity Audit Review, Opportunity Data Harmonisation, Opportunity Profile Consolidation, Opportunity Summary, Opportunity Win Scoring, Pipeline Health Monitor.
- Pricing and Quotes AI agents (Sales)
8 live agents automating pricing and quotes within sales: Pricing Exception Remediation, Pricing Policy Compliance, Pricing Scenario Planner, Quote Builder, Quote Discrepancy Resolution, Quote Intake Completeness, Quote Request Qualification, Quote Status Sync.
- Proposal Management AI agents (Sales)
12 live agents automating proposal management within sales: Compliant Revision Generator, Post-Proposal Feedback Analysis, Proposal Approval Routing, Proposal Drafting, Proposal Exception Closure, Proposal Feedback Consolidation, Proposal Finalization, Proposal Submission Check, Proposal Version Assurance, Requirement Change Monitor, Requirements Validation, RFP Response Drafting.
- Renewals AI agents (Sales)
10 live agents automating renewals within sales: Customer Record Anomalies, Licence Reconciliation, Renewal Escalation Routing, Renewal Feedback Insights, Renewal Proposal Builder, Renewal Risk Prioritization, Retention Case Coordination, Retention Case Prioritization, Subscription Compliance Check, Subscription Data Integrity.
- Sales Enablement AI agents (Sales)
2 live agents automating sales enablement within sales: Regulatory Claim Check, Sales Collateral Recommender.
- Sales Engineering AI agents (Sales)
5 live agents automating sales engineering within sales: Acceptance Test Generation, Requirements Clarity Check, Solution Blueprint, Solution Recommendation, User Story Generation.
- Sales Execution AI agents (Sales)
10 live agents automating sales execution within sales: Activity Quality Guardrail, Deal Closure Compliance, Deal Documentation Generator, Deal Milestone Detection, Exception Context Brief, Follow-Up Intelligence, Post-Approval Sync Check, Sales Activity Compliance Audit, Sales Activity Recorder, Sales Order Validation.
- Sales Performance Management AI agents (Sales)
2 live agents automating sales performance management within sales: Close Rate Insight, Sales Performance Analyzer.
- Sales Strategy AI agents (Sales)
5 live agents automating sales strategy within sales: ICP Recognizer, Market Research Synthesis, Micro-Market Prioritization, Opportunity Viability Assessment, Qualification Criteria Tuning.
- Territory and Account Planning AI agents (Sales)
5 live agents automating territory and account planning within sales: Account Plan Review, Account Risk Monitor, Plan Task Orchestration, Territory Plan Builder, Territory Risk Monitor.
Agent store — Sales — Sales Engineering
Agent store — Sales — Sales Engineering
- Acceptance Test Generation
Turn agreed requirements into acceptance tests the customer would sign off — each traceable to a requirement, prioritised, with the untestable ones named.
- Requirements Clarity Check
Take rough requirements from a discovery call and turn them into ones an engineer could build against — with everything still ambiguous written as a question rather than resolved by guessing.
- Solution Blueprint
Describe what the customer needs and get a solution architecture written against your own standards, with every component justified and every deviation from standard called out.
- Solution Recommendation
Score which solution components actually fit a customer's requirements, by feasibility rather than by what would be nice to sell.
- User Story Generation
Paste discovery notes and get them turned into user stories with acceptance criteria — and an explicit list of what the notes do not say clearly enough to write.
Agent store — Customer Service — Customer Support
Agent store — Customer Service — Customer Support
- Account Change Request
Check whether the person asking for an account change is entitled to make it, then draft either the confirmation or the verification request. Nothing is changed and nothing is sent.
- Chat Transcript Summary
Turn a live-chat log into the two things needed afterwards: a ticket record the next agent can act on, and a clean transcript the customer can be sent.
- Complaint Tracking
Track every open complaint against the commitments made to that customer — which are past the promised date, which have gone quiet, and which were closed without the customer ever agreeing they were.
- FAQ Gap Monitor
Check the published FAQ against what agents are actually replying, and find the entries that have quietly gone out of date as well as the questions that were never added.
- Inquiry Self-Service Deflection
Work out how much of last month's inbound could already have been answered by the help centre, which articles were missing, and which questions should never be deflected at all.
- Knowledge Article Drafting
Draft a publishable article from a resolved case, checked against the existing knowledge base first so it extends what is there instead of quietly contradicting it.
- Order Status Response
Match a customer asking where their order is to the right line in the order book, and draft a reply that states only what the record actually confirms.
- Post-Service Survey Dispatch
Decide which closed tickets should be surveyed and which would make things worse, then draft the invite for each one. Every draft is approved individually — nothing is sent.
- Query Resolution
Classify an inbound customer message, look up the account, and draft a reply for your approval. Nothing is sent.
- Recurring Issue Root Cause
Cluster a month of tickets into the underlying faults behind them, and rank the fixes by how many tickets each one would actually stop arriving.
- Service Inquiry Follow-Up
Find the open inquiries that have gone quiet on our side, and draft the chase for each one from what the thread actually last said. Every draft is approved individually — nothing is sent.
- Technical Issue Diagnosis
Read the diagnostic export a customer sent in alongside what they reported, and work out what the evidence actually shows — separating what the logs prove from what the symptom merely suggests.
Agent store — Customer Service — Account Management
Agent store — Customer Service — Account Management
- Account Inactivity Outreach
Separate accounts that have genuinely gone quiet from ones that only look quiet, then draft a useful reason to make contact rather than a nudge. Every draft is approved individually — nothing is sent.
- Password Expiry Notice
Draft credential-expiry notices that a security-aware customer can safely trust — no links, no urgency, nothing a phishing email could imitate — and check each draft against that bar before approval.
- Profile Update Request
Find the accounts where a service notice would reach nobody today — a bounced address, a contact who has left, one person carrying everything — and draft the request that fixes each one. Nothing is sent.
Agent store — Sales — Territory and Account Planning
Agent store — Sales — Territory and Account Planning
- Account Plan Review
Check an account plan against what a plan is supposed to contain — whether its actions have owners, whether its targets are grounded, and whether it says anything the data does not support.
- Account Risk Monitor
Name an account and get external signals searched for anything that changes your plan — funding, restructures, leadership moves, regulatory news — with what is corroborated separated from what is rumour.
- Plan Task Orchestration
Turn an approved territory or account plan into assigned tasks — each with an owner, a date, and what it depends on — and hold the assignment messages for approval.
- Territory Plan Builder
Upload your account list and get territories balanced by potential rather than headcount, with each account assigned, the workload compared, and a plan document to circulate.
- Territory Risk Monitor
Scan territories for the problems that only show at territory level — coverage that has thinned, value concentrated in one account, a rep carrying more than the numbers suggest.
Agent store — Finance — Account to Report
Agent store — Finance — Account to Report
- Account Risk Classification
Rank balance sheet accounts by how much could be wrong and nobody would notice — driven by reconciliation quality and manual-entry exposure, not by size alone.
- Chart of Accounts Mapping
Map a source system's accounts onto the group chart of accounts, and refuse to guess the ones that have no clean home rather than parking them in a suspense code.
- Exchange Rate Validation
Check the exchange rates loaded for the period against the source and the policy — the right rate type, the right date, and no gaps quietly filled with yesterday's number.
- Journal Entry Validation
Check journal entries before they post — that they balance, that they carry a reason someone can audit, and that none of them is the kind of entry that only appears at period end.
- Revenue Recognition Review
Check what was recognised this period against what the contracts actually entitle us to recognise — and name the revenue that has been taken before the obligation was met.
- Trial Balance Reconciliation
Reconcile the trial balance against the prior period and the supporting schedules — separating movements that are explained from ones nobody has accounted for yet.
Agent store — Sales — Sales Execution
Agent store — Sales — Sales Execution
- Activity Quality Guardrail
Check a CRM activity note before it saves — whether it records what actually happened, whether the next step is real, and whether anything in it should not be written down.
- Deal Closure Compliance
Check a closed deal's paperwork before it hands over — which documents exist, which are missing, and what fulfilment cannot start without.
- Deal Documentation Generator
Fill a deal document from the account record, leaving a visible blank wherever the record has nothing rather than a plausible-looking guess.
- Deal Milestone Detection
Read a customer message for anything that actually moves the deal, and get the CRM update it implies drafted — with what is a milestone kept separate from what only sounds like one.
- Exception Context Brief
When a control flags a deal, assemble what a reviewer needs to judge it — what the rule caught, what the record explains, and what still needs asking.
- Follow-Up Intelligence
Paste meeting notes and get every commitment pulled out with its owner and due date — separating what you promised the customer from what they promised you.
- Post-Approval Sync Check
After an offer is approved, check that every system now says what was approved — and produce the audit record showing what was changed, by whom, and when.
- Sales Activity Compliance Audit
Audit a batch of closed deals against your sales policy — approvals that were never recorded, discounts above authority, activity logged after the fact — with an audit note for the record.
- Sales Activity Recorder
Paste a call note or customer email and get a clean CRM activity record, the commitments made on both sides, and the follow-ups — ready for approval before anything is logged.
- Sales Order Validation
Turn a closed deal into a validated order payload — every field checked against the signed terms, with anything that would bounce in fulfilment caught before it is submitted.
Agent store — Marketing — Campaign Launch
Agent store — Marketing — Campaign Launch
- Ad Campaign Launch
Turn a campaign brief into a channel plan with the budget split, ad copy per channel, and a claims check before anything is booked.
- Email Campaign Personalization
Write a campaign email tailored to each audience segment from one core message, then hold every version for approval. Nothing is sent.
Agent store — Sales — Contract Negotiation
Agent store — Sales — Contract Negotiation
- Agreement Archive Check
Check that every executed agreement is archived, that the archived copy is the executed one, and that nothing is superseded without its replacement on file.
- Audit Readiness Retrieval
Answer an auditor's question from your contract archive, with every statement traced to the clause it came from — and an explicit list of what the archive does not answer.
- Contract Generation
Generate a contract from your own approved clause library and the agreed deal terms, then check the result for anything missing or non-standard before it leaves your hands.
- Contract Risk Data Check
Before a contract risk assessment starts, check whether the data it needs is actually there — which fields are complete, which are stale, and what cannot be assessed yet.
- Deal Desk Approval Routing
Upload a non-standard deal and get it checked against your approval matrix — which exceptions it contains, who has to sign off, and a routing message drafted for that approver.
- Legal Gap Analysis
Upload an agreement and get it checked against your own contracting standards — which required protections are missing, which are weaker than standard, and what to ask for.
- Terms Exception Summary
Summarise the non-standard terms a reviewer is being asked to accept, what each one exposes, and which have precedent — so a review takes minutes rather than an afternoon.
- Terms Review Tracker
Track a contract through negotiation rounds — what each side has moved on, what is still open, and which points have been reopened after being agreed.
- Terms Risk Review
Upload a customer's proposed contract terms and get every clause assessed against your negotiation position, with the risky ones quoted and a counter-ask list to take into the call.
Agent store — Finance — Plan to results
Agent store — Finance — Plan to results
- Annual Plan Review
Review a draft annual plan before it is signed off — whether the growth is built on named actions or on a percentage, and which assumptions the whole plan depends on.
- Competitor Financial Analysis
Read a competitor's published results and work out what they actually say — the trend under the headline, what the disclosures imply, and which of our own plan assumptions the comparison challenges.
Agent store — Finance — Compliance
Agent store — Finance — Compliance
- Audit Preparation
Work through the auditor's request list before they arrive — what exists, what does not, and which items will turn into a finding rather than a question.
- Contract Financial Compliance
Check what we are actually being charged and paid against what the contract says — the uplifts nobody authorised, the discounts never applied, and the obligations quietly missed.
- Financial Control Risk Assessment
Rank financial control risks by what could go wrong undetected — driven by whether the control actually operates, not by how the risk register scores it.
- Regulatory Obligations Tracker
Track every filing and regulatory obligation against its deadline — what is late, what is at risk, and which ones have no owner at all.
- Regulatory Report Assembly
Assemble a regulatory return from the ledger and check every figure ties back — because a return that does not reconcile to the accounts is the one the regulator asks about.
- Spend Policy Compliance
Check transactions against the spend policy — the breaches, the approvals that were split to stay under a threshold, and the patterns a single-transaction check would never see.
- Tax Position Review
Check the tax positions taken in a period against the policy — which are settled, which rest on a judgement nobody has written down, and which would not survive an enquiry.
Agent store — Finance — Reconciliation
Agent store — Finance — Reconciliation
- Bank Transaction Matching
Match bank transactions to ledger entries and leave the genuinely unmatched genuinely unmatched — no forcing, no plugging the difference to make the reconciliation close.
- Transaction Classification
Classify bank transactions to the right account and cash flow category from what the narrative actually supports — and route the ambiguous ones to a person instead of defaulting them to sundry.
Agent store — Marketing — Content Creation
Agent store — Marketing — Content Creation
- Blog Topic Generation
Generate a ranked slate of blog topics for a theme, grounded in what is actually being written and searched right now, with the angle and keyword for each.
- Content Development
Turn an approved brief into a finished piece — outlined, drafted to your brand voice, and checked against the structure and tone rules before anyone reviews it.
Agent store — Marketing — Media Relations
Agent store — Marketing — Media Relations
- Brand Visibility Tracking
Track where the brand is being mentioned publicly, separate earned coverage from our own output, and say whether our messages are actually being picked up.
- Press Release Drafting
Draft a press release to house standards from an announcement brief — structure, dateline, boilerplate and a proposed quote — then check it before it reaches the press office.
Agent store — Finance — Budgeting
Agent store — Finance — Budgeting
- Budget Variance Analysis
Explain variance against budget by cause rather than by size — separating timing from overspend, and price from volume, so the explanations mean something.
Agent store — Operations — Meeting Operations
Agent store — Operations — Meeting Operations
- Calendar Invite Generator
Turn a plain-language request into a calendar invite with an agenda, ready for your approval. Nothing is sent.
- Meeting Notes to Actions
Turn rough meeting notes into decisions, owned action items, and a follow-up invite — separating what was agreed from what was only discussed.
Agent store — Customer Service — Support Operations
Agent store — Customer Service — Support Operations
- Campaign Inquiry Readiness
Before a campaign goes live, work out what support will be asked, whether the answers exist yet, and which claims in the campaign will generate questions nobody can answer.
- Support Interaction Analysis
Read what customers actually wrote across a period of tickets and chats — the tone, the effort it cost them, and the moments a conversation turned — rather than what a survey afterwards remembers.
Agent store — Marketing — Digital Marketing
Agent store — Marketing — Digital Marketing
- Campaign Planning
Turn a campaign objective into a phased plan — activities, owners, dependencies and dates — checked against the team's actual capacity before anyone commits to it.
- Website Optimization
Review a set of pages against the conversion they are meant to drive, rank what to change by effort against impact, and say what needs testing rather than guessing.
Agent store — Human Resources — Recruitment and Staffing
Agent store — Human Resources — Recruitment and Staffing
- Candidate Acknowledgment
Reply to every applicant honestly — where they are, when they will hear, and a real reason where the answer is no. Every draft is approved individually.
- Interview Guide Builder
Turn a job description into a structured interview — competencies drawn from the role, questions that produce evidence, and an explicit list of what must not be asked.
- Resume Screening
Score a candidate against a job description using weighted criteria you set, with a breakdown showing where the score came from.
Agent store — Finance — Treasury Management
Agent store — Finance — Treasury Management
- Capital Expenditure Monitoring
Track capital projects against their approved case — spend, stage and the benefit that justified them, including the projects quietly costing more than the approval allowed.
- Cash Position Tracking
Establish today's real cash position across every account and currency — what is actually available, what is committed, and what the balance figure is hiding.
- Liquidity Planning
Test a cash forecast against what actually happens — whether the receipts assumed are supported by payment history, and where the first shortfall lands if they are not.
- Loan Covenant Monitoring
Test every covenant against the actual numbers and the headroom left — because a covenant is breached on the test date whether or not anyone noticed.
- Treasury Controls Check
Check the controls around who can move money — mandates, dual authorisation, and the signatories who should have been removed when they left.
Agent store — Customer Service — Case Management
Agent store — Customer Service — Case Management
- Case Resolution Guidance
Describe a stuck case and get the resolution paths your own playbooks support, ranked, with what the case has not yet established named rather than assumed.
Agent store — Marketing — Customer Marketing
Agent store — Marketing — Customer Marketing
- Case Study Creation
Turn a customer interview into a case study — challenge, approach, results and verbatim quotes — with every figure traced back to the transcript and nothing published without approval.
Agent store — Finance — Accounts Receivable
Agent store — Finance — Accounts Receivable
- Cash Application
Apply incoming receipts to the right invoices, and leave on account what cannot be identified rather than allocating it to the oldest debt to clear the ledger.
- Customer Invoice Dispute Resolution
Work out whether a customer's invoice dispute is right, what it is holding up, and whether the amount is worth the relationship. Nothing is sent.
Agent store — Procurement — Procure to Pay
Agent store — Procurement — Procure to Pay
- Catalog Compliance
Check a supplier's proposed catalog against your procurement policy before it goes live — prices against the contract, items that need approval, and anything nobody should be able to buy from a click.
- Catalog Content Generation
Rewrite thin supplier item descriptions into consistent catalog copy a requester can choose from — using only the attributes the source data actually contains, and naming the ones it does not.
- Master Catalog Integration
Map a supplier's item list onto your master catalog schema and produce the load payload — with every field that could not be mapped flagged for a person rather than filled with a guess.
- Requisition Validation and PO Generation
Take a requisition through validation, budget check and approval routing, and produce the purchase order payload ready for the ERP — with the non-standard ones routed to a person and told why.
Agent store — Billing — Dispute Management
Agent store — Billing — Dispute Management
- Chargeback Handling
Read the chargeback, weigh the evidence against the reason code, and draft the representment for the acquirer — or say plainly that the loss should be accepted.
Agent store — Sales — Account Growth
Agent store — Sales — Account Growth
- Churn Signal Detection
Upload account health data and get the accounts showing churn signals, what each signal actually is, and which ones are an expansion opening in disguise.
- Customer Segmentation
Upload your customer base and get it divided into segments that emerge from the data, each with what defines it, what it is worth, and the one motion that fits it.
- Inquiry Triage
Answer the routine questions that reach a sales inbox from your own approved material, and route everything else to a person rather than guessing.
- Missing Data Collection
Work out which missing customer fields are actually worth chasing, who would know each one, and draft the request — instead of sending a blanket form.
- Objection Early Warning
Read a customer message for the objection underneath it — what is actually being raised, how serious it is, and the response your own material supports.
- Offer Personalization
Describe the customer and get two or three bundles built for them specifically, each with what is in it, what it costs, and who inside the account it is aimed at.
- Post-Proposal Engagement Read
Upload what happened after the proposal went out and get an honest read on intent — which signals mean something, which mean nothing, and what the silence actually tells you.
- Product Fit Signals
Read what a customer's behaviour says they need next, and separate a real signal from a coincidence before anyone acts on it.
- Profile Completeness Monitor
Score how trustworthy each customer profile is — not just whether fields are filled, but whether what is in them is recent enough to act on.
- Upsell Interaction Audit
Check that every upsell conversation left a record — what was offered, what was agreed, and who approved it — so nothing sold sits outside the audit trail.
- Upsell Prioritization
Upload a customer usage export and get accounts ranked by expansion potential, the segments behind them, and a playbook for the top opportunities.
- Upsell Proposal Routing
Route an upsell proposal to the right approver with the account's risk in view — so nobody approves an expansion into an account that is quietly in trouble.
Agent store — Healthcare — Clinical Documentation
Agent store — Healthcare — Clinical Documentation
- Clinical Document Summary
Summarise a discharge summary, consultation note, or referral letter, and emit the problems, medications, and follow-up actions as a structured FHIR bundle alongside the readable version.
Agent store — Sales — Sales Performance Management
Agent store — Sales — Sales Performance Management
- Close Rate Insight
Upload won and lost deals and get close rates cut by segment, source, and stage — with the patterns that actually explain the differences rather than restating them.
- Sales Performance Analyzer
Upload a sales performance export and get quota attainment, rep and territory breakdowns, risk flags, and coaching recommendations for anyone falling behind target.
Agent store — Sales — Lead Generation and Outreach
Agent store — Sales — Lead Generation and Outreach
- Cold Outreach Personalizer
Pick a lead, say what you are offering, and get an outreach email written from what the record actually says — with every assumption it had to make listed. Nothing is sent.
- Outreach Send Scheduler
Queue a batch of outreach at send times that respect each recipient's time zone and working hours — with the pacing rules that stop a batch reading as a blast.
- Outreach Sequence Builder
Pick a lead and get a multi-touch sequence planned across channels — each touch with its timing, its angle, and the exit condition that stops it.
- Prospect Consent Audit
Check a prospecting list for records you are not entitled to contact — no lawful basis recorded, an opt-out ignored, or a source that cannot be evidenced.
- Prospect Scoring and Segmentation
Score a raw prospect list against your ICP, group it into workable segments, and mark clearly which scores rest on evidence and which on inference.
Agent store — Marketing — Competitive Analysis
Agent store — Marketing — Competitive Analysis
- Competitor News Aggregation
Sweep recent public news for each competitor you watch, reduce it to what actually changed, and say what it means for us.
- GTM Strategy Analysis
Compare a competitor's public go-to-market — how they position, who they target, what they lead with — against ours, and name the openings worth taking.
- Social Media Sentiment Analysis
Read what is being said publicly about a competitor, score the sentiment, and name the themes driving it. Reads public web and news results — not a social platform API.
Agent store — Sales — CRM Data Management
Agent store — Sales — CRM Data Management
- Complex Lead Escalation
When a lead's reply is too ambiguous to route automatically, get it summarised for a human — what they seem to want, what is unclear, and who should pick it up.
- Contact Verification
Check a lead's contact details against what can be found publicly — whether the person is still in that role, whether the details are structurally sound, and what could not be confirmed either way.
- CRM Duplicate Resolution
Upload a contact export and get duplicate records clustered, a merged golden record for each cluster, and an audit note explaining every merge decision.
- CRM Insight
Ask a question about the lead records in your CRM and get an answer computed from the selected rows, with the records it used shown alongside.
- Customer Profile Unification
Upload the same customer's records from several systems and get one reconciled profile, with every conflict between sources shown rather than silently resolved.
- Enrichment Rule Feedback
Look at where enrichment keeps getting records wrong and propose rule changes — with what each change would have done to the records you already have.
- Lead Meeting Scheduler
Turn a lead's stated availability into a meeting proposal that works in both time zones, with the arithmetic shown and the invite held for approval. Nothing is sent.
- Lead Pre-Call Brief
Pick a lead and get a one-page brief for the call: what the record says, what to open with, what to ask, and what you still do not know.
- Lead Reactivation
Pick dormant leads worth another try and get a re-engagement email drafted for each one from what its record actually says. Every draft is approved individually — nothing is sent.
Agent store — Sales — Proposal Management
Agent store — Sales — Proposal Management
- Compliant Revision Generator
Upload customer-facing text and get every claim that breaks your messaging policy rewritten — with the original and the replacement side by side so a reviewer can check each change.
- Post-Proposal Feedback Analysis
Read what customers said after seeing a proposal — won, lost, and still open — and find what the proposal itself is getting right and wrong.
- Proposal Approval Routing
Work out which reviewers a proposal actually needs, in what order, and by when — instead of sending it to everyone and waiting.
- Proposal Drafting
Draft a proposal from your approved boilerplate and the deal's own facts — with a visible marker anywhere the library has nothing to say.
- Proposal Exception Closure
Track the open exceptions on a bid — the non-compliant answers, the unanswered clarifications — and establish which are genuinely closed before submission.
- Proposal Feedback Consolidation
Upload a proposal draft and every reviewer's comments, and get one consolidated redline list with conflicts between reviewers surfaced rather than silently resolved.
- Proposal Finalization
Turn a signed-off proposal into the records the rest of the business needs — the CRM update, the finance handover, the delivery brief — each with only what the proposal actually establishes.
- Proposal Submission Check
Check a proposal package before it is submitted — every required document present, every figure consistent across them, and every submission rule met.
- Proposal Version Assurance
Establish which proposal version the customer actually holds, what changed between versions, and whether the record can prove it.
- Requirement Change Monitor
Paste a customer message and get it checked against the requirements you are already working to — what changed, what is new, and what it does to scope you have already priced.
- Requirements Validation
Upload an RFP or requirements document and get every requirement extracted, classified by whether you can actually answer it, with the ambiguous ones written as clarification questions.
- RFP Response Drafting
Turn an RFP into a drafted response built from your approved answer library, with every unanswered requirement listed rather than quietly filled in.
Agent store — Marketing — Content Operations
Agent store — Marketing — Content Operations
- Content Research
Research a topic from a brief, grounded in live web results and your own reference library, and get a cited draft.
- Social Media Post Generator
Turn one piece of source material into posts written for each channel you pick, with the character limits respected.
Agent store — Procurement — Contract Management
Agent store — Procurement — Contract Management
- Contract Amendment Monitoring
Work out what a contract actually says today after all its amendments — which clauses were replaced, which amendments contradict each other, and which terms people are still operating on that no longer apply.
- Contract Clause Summarization
Turn a supplier contract into the summary a non-lawyer actually needs — what we are obliged to do, what they are, what triggers a payment or a penalty, and which clauses a lawyer still has to look at.
- Contract Renewal Notification
Catch supplier contracts while the notice window is still open — not when they expire — and draft the notice for each, so renewals are decided rather than defaulted into.
- Contract Template Suggestion
Pick the right approved template to start a procurement contract from, based on what is actually being bought — and say which of your standard schedules this deal will need.
- Penalty Clause Identification
Find the clauses in a procurement contract that can cost you money — penalties, liquidated damages, minimum commitments, termination charges, indemnities — and quote each one so a reviewer can go straight to it.
- Procurement Contract Compliance
Check what is actually happening under a contract against what was agreed — the rebate nobody claimed, the certificate that was never supplied, the price that drifted past the review clause.
Agent store — Legal — Contract Lifecycle
Agent store — Legal — Contract Lifecycle
- Contract Drafting
Draft an agreement from your own clause library, then check it against a completeness checklist and repair anything missing.
Agent store — Billing — Credit Management
Agent store — Billing — Credit Management
- Credit Memo Application
Decide which open credit memo settles which invoice, respecting age and reason codes, and lay out the application plan with the residual balances.
- Customer Credit Monitoring
Review every credit account against its limit and payment behaviour, rank the ones drifting toward trouble, and prepare the credit watch list.
Agent store — Finance — Customer to Cash
Agent store — Finance — Customer to Cash
- Credit Worthiness Assessment
Assess a prospective customer's credit before terms are offered — what the accounts show, what their payment behaviour shows, and what the limit should be if the two disagree.
Agent store — Marketing — Product Marketing
Agent store — Marketing — Product Marketing
- Customer Experience Management
Read customer feedback across touchpoints, find the themes that actually recur, and say which experience problems are worth fixing first.
Agent store — Customer Service — Feedback Management
Agent store — Customer Service — Feedback Management
- Customer Feedback Analysis
Read a batch of survey responses and surface the themes, the drivers of low scores, and what is worth acting on.
- Customer Testimonial Request
Find the customers whose own words are worth asking to quote publicly, and draft each ask so it names what you want to quote and how consent works. Every draft is approved individually — nothing is sent.
- Feedback Intake Routing
Take feedback arriving from every channel and route each item to the team that can actually act on it, separating a product request from a support failure from something that needs answering today.
- NPS Detractor Follow-Up
Work out which detractors are worth a personal reply and which are better left alone, then draft each one from what they actually wrote. Every draft is approved individually — nothing is sent.
- Product Review Request Check
Check a planned review-request campaign before it goes out: whether the list was filtered by expected sentiment, whether anything is being offered in exchange, and whether the wording steers the score.
- Service Survey Designer
Build a survey that will actually tell you something — questions derived from what you need to decide, with the leading ones, the double-barrelled ones and the unanswerable ones stripped out.
Agent store — Sales — Renewals
Agent store — Sales — Renewals
- Customer Record Anomalies
Find the records that do not make sense together — a plan that does not match its price, seats above what was sold, a renewal date that has already passed.
- Licence Reconciliation
Reconcile what was sold, what is provisioned, and what is invoiced — and find the accounts where those three do not agree.
- Renewal Escalation Routing
Check a renewal against what renews on standard terms, and route anything non-standard to the level that can actually approve it.
- Renewal Feedback Insights
Read what customers said at renewal — those who stayed and those who left — and find what actually drove each decision rather than what was easiest to record.
- Renewal Proposal Builder
Pick an account renewing soon and get a renewal proposal drafted with the uplift maths shown, the likely pushback anticipated, and your negotiation room stated plainly.
- Renewal Risk Prioritization
Rank the accounts renewing soon by how likely the renewal is to slip, with the evidence behind each ranking and where the owner should start.
- Retention Case Coordination
Open a retention case for an at-risk account and get each team briefed on their part — the same facts, different asks, all held for approval before anything goes out.
- Retention Case Prioritization
Rank open retention cases by what is genuinely saveable rather than by what is largest — with the intervention each one needs and the ones honestly worth letting go.
- Subscription Compliance Check
Compare what a customer is actually using against what their contract entitles them to, and get every overage, shortfall, and unbilled entitlement listed before the renewal conversation.
- Subscription Data Integrity
Standardise messy subscription records into a consistent shape — and separate what can be normalised safely from what needs a person to decide.
Agent store — Customer Service — Customer Success
Agent store — Customer Service — Customer Success
- Customer Success Account Review
Build the review pack for an account from its support history and usage — what the relationship actually looks like from the customer's side, and which of it is evidence rather than impression.
Agent store — Billing — Compliance Management
Agent store — Billing — Compliance Management
- Data Privacy Compliance
Classify the personal data in a billing extract, apply the retention rules to each class, and recommend what to keep, archive or destroy — with the reason on record. Recommendations only; nothing is deleted.
Agent store — Sales — Pipeline Management
Agent store — Sales — Pipeline Management
- Deal Health Monitor
Upload a pipeline export and get a portfolio health score, at-risk deals with root causes, stage-by-stage breakdown, and a rescue plan for everything that is slipping.
- Deal Loss Insights
Upload closed-lost deals with their loss notes and get every loss classified by reason, the patterns across them, and what to change first.
- Deal Readiness Review
Describe a deal heading into negotiation and get an honest readiness check — what is actually established, what is assumed, and the negotiation position the evidence supports.
- Deal Rep Assignment
Assign open deals to the rep best placed to win each one — by sector experience, prior wins, and actual capacity, with the reasoning shown so a manager can override it.
- Next Best Engagement
Tell a rep the single most useful thing to do next on each open deal, from what the record shows — and say plainly where the answer is to wait.
- Opportunity Audit Review
Review a set of opportunities the way an auditor would — whether each stage and forecast figure is supported by what is recorded, not by what the owner believes.
- Opportunity Data Harmonisation
Take opportunity records that use different stage names, currencies and date formats, and harmonise them into one comparable set — without hiding what could not be mapped.
- Opportunity Profile Consolidation
Build one audit-ready profile of an opportunity from the records scattered across systems, with every fact traced to where it came from.
- Opportunity Summary
Turn a messy opportunity record into a summary a stakeholder can read in a minute — the position, the numbers, and what is asked of them.
- Opportunity Win Scoring
Upload open opportunities and get a win probability for each one, the drivers behind every score, and an honest list of what the data cannot tell you.
- Pipeline Health Monitor
Check whether a pipeline can actually make its number — coverage, stage mix, and how much of it rests on deals that have not moved.
Agent store — Billing — Invoice Management
Agent store — Billing — Invoice Management
- Debit Memo Verification
Check a debit memo against the invoice it references — totals, lines and reason — and list every mismatch before it reaches the ledger.
- Discount Verification
Pull every discount off an invoice or quote and test each one against the discount policy and the customer's entitlement, before unapproved pricing reaches the customer.
- Invoice Adjustment Request
Read a customer's request to change an invoice, test it against billing policy, and prepare the reply the decision implies. Nothing is sent.
- Invoice Generation
Turn billable lines into a draft invoice with terms, tax treatment and totals applied, then check it before Billing issues it.
Agent store — Documents — Document Intelligence
Agent store — Documents — Document Intelligence
- Document Comparison
Compare two versions of a document side by side and list every substantive change, separating what alters meaning from what only alters wording.
- Document Summarization
Upload a document and get a structured summary with key metadata and topics. Long documents are summarized section by section with rolling context.
- Document Translation
Translate a document section by section, carrying terminology forward so the whole reads as one piece rather than a set of fragments.
Agent store — Billing — Collections
Agent store — Billing — Collections
- Dunning Management
Place every overdue account at the right stage of the dunning sequence, set the next action and date, and hand the escalations to a person. No customer contact is drafted here.
- Overdue Invoice Chasers
Draft a collection note for each overdue invoice, pitched to how late it is. Every draft is approved individually — nothing is sent.
Agent store — Finance — Purchase To Pay
Agent store — Finance — Purchase To Pay
- Duplicate Invoice Detection
Find the invoices in a payment run that have already been paid — including the ones that arrived with a different number, a different date, or from a renamed supplier.
- Invoice Matching
Three-way match an invoice against its purchase order and receipt. Every discrepancy is quantified, so an AP clerk can act without reopening the documents.
- Supplier Bank Detail Verification
Check a supplier's bank change request against the record and against how invoice redirection fraud actually presents — before anyone updates a payment destination.
- Supplier Invoice Dispute Resolution
Work out who is actually right in a supplier billing dispute — what each side's evidence supports, what neither side has established, and what to settle at. Nothing is sent.
- Supplier Invoice Processing
Read a supplier invoice, pull out the fields AP actually posts on, and say which of them the document genuinely supports rather than which ones a parser guessed.
Agent store — Finance — Payroll Management
Agent store — Finance — Payroll Management
- Employee Benefits Compliance
Check benefits administration against the rules — auto-enrolment duties, eligibility applied consistently, and the deductions that stopped without anyone noticing.
- Payroll Processing Check
Reconcile the payroll run to the ledger and the tax filing — that the three agree, and that what left the bank matches what the payslips said.
- Payroll Run Audit
Audit a payroll run before it is approved for payment — the movements nobody explained, the duplicates, and the people being paid who should not be.
Agent store — Human Resources — Employee Experience
Agent store — Human Resources — Employee Experience
- Employee Feedback Analysis
Read an engagement survey for what it actually says, and suppress every cut where the group is small enough that a colleague could work out who said it.
Agent store — Human Resources — Employee Lifecycle
Agent store — Human Resources — Employee Lifecycle
- Employee Offboarding
Work an exit through to the end — what access must be gone by the last day, what the person is still owed, and what leaves the business with them if nobody asks. Nothing is sent.
- Employee Relations Case Review
Review an ER case before a decision is taken — whether the process has been followed, what the evidence actually establishes, and which allegations rest on nothing.
- Staffing Plan Review
Test a staffing plan against the demand it claims to meet — whether the headcount adds up, whether the timing works given how long hiring actually takes, and what happens if it does not.
Agent store — Finance — Employee Reimbursements
Agent store — Finance — Employee Reimbursements
- Employee Reimbursement Processing
Process expense claims for payment — what is ready, what is missing a receipt, and which claims have been waiting long enough that someone is out of pocket.
Agent store — Human Resources — Employee Communication
Agent store — Human Resources — Employee Communication
- Employee Request Acknowledgment
Acknowledge an employee's HR request, route it to whoever can actually action it, and say when they will hear — without answering something that needs a person. Nothing is sent.
- HR Policy Assistant
Answer an employee's policy question from the handbook, with the clause quoted — and escalate anything that needs a person.
Agent store — Finance — Expense Management
Agent store — Finance — Expense Management
- Expense Report Audit
Check an expense report against your travel and expense policy, flagging what breaches it and what merely needs a receipt.
Agent store — Finance — Record to Report
Agent store — Finance — Record to Report
- Financial Statement Review
Review draft statements before they go out — that the primary statements tie to each other, the notes agree with the face, and the disclosures the numbers require are actually there.
Agent store — Customer Service — Strategy To Satisfaction
Agent store — Customer Service — Strategy To Satisfaction
- Goodwill Decision Support
Prepare a goodwill or credit request for the person who has to authorise it — what went wrong, what precedent exists, what the policy allows, and what the decision would set as a precedent.
- Order Exception Handling
Work out which delayed or blocked orders the customer needs telling about today, what to actually offer them, and which ones will resolve themselves before anyone notices.
- Service Execution Check
After a service action is completed, check the systems agree it happened — that the record, the entitlement and the customer's own view tell the same story before anyone calls it done.
- Service Order Validation
Check a service order against the contract it is drawn from before work starts — whether what is being ordered is covered, priced as agreed, and inside the entitlement the customer actually holds.
Agent store — Human Resources — Compliance
Agent store — Human Resources — Compliance
- HR Compliance Documentation Check
Check the employment records that have to exist — right to work, written particulars, mandatory training, retention — and separate what is missing from what has simply expired.
Agent store — Sales — Sales Strategy
Agent store — Sales — Sales Strategy
- ICP Recognizer
Upload your won and lost deals and get an ideal customer profile derived from what actually closed — with the qualifying signals, the anti-patterns, and how much the data can really support.
- Market Research Synthesis
Ask a market question and get a synthesis grounded in live search results and your own research library, with every claim traceable to a source and the gaps named.
- Micro-Market Prioritization
Name a broad market and get it cut into workable segments, ranked by what your own won deals suggest and what public sources support — with the sizing arithmetic shown.
- Opportunity Viability Assessment
Check whether you can actually deliver an opportunity before you chase it — against your own capacity, skills, and current commitments, not against how attractive it looks.
- Qualification Criteria Tuning
Upload leads with what became of them and get your qualification criteria tested against outcomes — which ones predict conversion, which ones cost you good leads, and what to change.
Agent store — Information Technology — Incident Management
Agent store — Information Technology — Incident Management
- Incident Postmortem
Turn rough incident notes into a blameless postmortem with a timeline, contributing factors, and action items someone actually owns.
Agent store — Finance — Billing and Insurance
Agent store — Finance — Billing and Insurance
- Insurance Claim Validation
Validate an insurance claim before it is submitted or paid — whether the cover applies, whether the documentation supports the amount, and what would cause the insurer to reject it.
Agent store — Procurement — Accounts Payable
Agent store — Procurement — Accounts Payable
- Invoice Validation
Validate a supplier invoice against its purchase order and delivery record before it enters the payment run — what it bills for, what was actually received, and whether anything about it should stop a payment.
Agent store — Information Technology — Service Desk
Agent store — Information Technology — Service Desk
- IT Help Desk Triage
Classify an IT ticket, set its priority against your SLA, and draft either a fix or a routing note for approval. Nothing is sent.
Agent store — Human Resources — Talent Acquisition
Agent store — Human Resources — Talent Acquisition
- Job Posting Builder
Turn a role brief into a posting that describes the actual job, states the salary, and drops the wording that quietly narrows who applies.
- Offer Management
Check an offer before it goes out — against the band, against what colleagues in the same role are paid, and against what was actually agreed at interview. Nothing is sent.
- Resume Parsing
Pull structured fields out of a CV without inferring the ones that are not there — and strip the details that should never reach a screening decision.
Agent store — Sales — Lead Management
Agent store — Sales — Lead Management
- Lead Allocation
Upload new leads and your rep roster, and get each lead assigned to a rep by fit and current workload — with the reasoning shown so a manager can override it.
- Lead Assignment
Route a single inbound lead to the right rep immediately, with the rule that decided it and a handover note the rep can act on.
- Lead Data Integrity
Check lead records for the errors that make outreach fail — malformed contacts, impossible values, fields that contradict each other within the same record.
- Lead Drop-Off Risk
Upload leads with their engagement history and get the ones going cold ranked by what they are worth, with the specific decay signal behind each and who to escalate.
- Lead Exception Triage
Sort the leads that broke a rule into the ones worth a person's time and the ones that are simply noise — and escalate only the first.
- Lead Qualification
Score inbound leads against your ideal customer profile and route each one, with the reasoning shown so a rep can disagree.
- Lead Reconciliation
Consolidate the same lead arriving from several sources into one record with a traceable history — which source said what, and which claim survived.
- Lead Scoring Calibration
Compare what your lead scores predicted against what actually converted, and propose changes only where the outcomes support them.
Agent store — Real Estate — Lease Administration
Agent store — Real Estate — Lease Administration
- Lease Abstraction
Pull the commercial terms, critical dates, and recurring obligations out of a lease, quote the clause each came from, and flag what a lease of this type should contain but does not.
Agent store — Finance — Financial Performance Monitoring
Agent store — Finance — Financial Performance Monitoring
- Management Reporting Review
Read a management pack the way its audience will — whether the numbers support the story told about them, and which decision the pack is meant to inform but does not.
- Revenue Analysis
Break revenue movement into its real drivers — price, volume, mix, new business and churn — so growth that is actually one customer or one price rise is visible as that.
Agent store — Marketing — Product Launch Planning
Agent store — Marketing — Product Launch Planning
- Market Research Summarization
Read a stack of research reports, pull each one's findings and method, and reconcile them — including where they contradict each other — into one brief for launch planning.
Agent store — Legal — Contract Review
Agent store — Legal — Contract Review
- NDA Analyzer
Review one or more NDAs against a standard clause checklist, with risk levels and the quoted text behind each rating.
Agent store — Documents — Data Extraction
Agent store — Documents — Data Extraction
- OCR Data Extractor
Read a scanned invoice or receipt and pull out the header fields and line items as structured data.
Agent store — Marketing — SEO Optimization
Agent store — Marketing — SEO Optimization
- Off-Page SEO
Find and rank realistic link-earning opportunities for a topic — publications, roundups and resource pages already covering it — with the angle to approach each. Discovery from public search, not a backlink-index audit.
- On-Page SEO
Audit a page's copy against its target keyword and intent — title, headings, structure, internal linking, readability — and say exactly what to change.
- URL Metadata Audit
Audit titles, meta descriptions and H1s across a set of pages — missing, duplicated, truncated, or contradicting the page — and propose replacements.
Agent store — Human Resources — Employee Onboarding
Agent store — Human Resources — Employee Onboarding
- Onboarding Handbook Generation
Build a new starter's handbook from your actual policies — role-specific, with every statement traced to a source and the gaps marked rather than filled in.
- Training Documentation
Turn how a task is actually done into a document a new starter can follow — with the steps that only exist in someone's head written down and the ones nobody could verify marked.
Agent store — Billing — Accounts Receivable
Agent store — Billing — Accounts Receivable
- Overdue Invoice Alerts
Bucket the receivables ledger by age, rank what needs attention this week, and prepare the internal alert for the AR owner. Nothing goes to customers.
- Payment Status Update
Match incoming payments to open invoices, work out the resulting status for each one, and produce the ledger updates for review.
- Surcharge Management
Work out the card surcharge due on each payment under your published rate, exclude what is not eligible, and show the recovery before anything is billed.
Agent store — Healthcare — Patient Communications
Agent store — Healthcare — Patient Communications
- Patient Message Triage
Triage an inbound patient message against the practice's own policy, look up the record, and draft either an administrative reply or a clinical escalation. Every reply waits for a human.
Agent store — Finance — Payment Management
Agent store — Finance — Payment Management
- Payment Exception Notification
Tell the suppliers whose payments were held why, and what happens next — without disclosing an internal control or promising a date nobody has agreed. Every draft is approved individually.
- Payment Run Approval
Check a payment run before it is released — which payments break policy, which lack the approval they need, and which should not leave the building today. Nothing is released.
- Remittance Advice Matching
Match a customer's remittance advice to the open invoices it is paying, and say plainly which lines it does not account for rather than forcing the total to balance.
Agent store — Human Resources — Salary Administration
Agent store — Human Resources — Salary Administration
- Payroll Input Validation
Check what HR is sending to payroll before the cut-off — starters, leavers and changes — because an error caught here is a correction and an error caught after is somebody's rent.
- Salary Data Validation
Check salary records before a pay review lands — that every rate sits in its band, that changes carry authorisation, and that the gaps between comparable people can be explained by something other than who they are.
Agent store — Human Resources — Performance Management
Agent store — Human Resources — Performance Management
- Performance Documentation Review
Check a performance record before it is used in a decision — whether each judgement rests on evidence, whether the person was ever told, and where the language describes them rather than their work.
Agent store — Operations — Data Governance
Agent store — Operations — Data Governance
- PII Redaction
Find personal data in a document and produce a redacted version, with a mapping table showing every replacement so the result can be checked.
Agent store — Procurement — Purchase Order Management
Agent store — Procurement — Purchase Order Management
- PO-Invoice Exception Triage
For mismatches a three-way match has already found: whose error it is, whether it blocks payment, and who has to fix it — the buyer-side call that Finance cannot make from the documents alone.
- Purchase Order Prioritization
Order the purchase order queue by what the business actually needs rather than by when it arrived — with the reason for every position stated, so a jumped queue is a decision and not a favour.
- Purchase Order Validation
Check a purchase order against policy and budget before it is issued — required fields, approval authority, threshold splitting, and the terms that have to be on it — so the correction happens here rather than at the invoice.
- Tax Compliance Validation
Check the tax treatment on a purchase order holds up — registrations present and the right shape, the treatment consistent with where the supplier and the goods actually are, and the place-of-supply question asked before the invoice arrives.
Agent store — Sales — Pricing and Quotes
Agent store — Sales — Pricing and Quotes
- Pricing Exception Remediation
Upload quotes flagged as pricing exceptions and get each one explained, classified, and routed — separating genuine one-offs from a pattern nobody has fixed.
- Pricing Policy Compliance
Check a proposed price against your pricing policy — margin floors, discount authority, and the rules that apply to this customer's sector — before it is quoted.
- Pricing Scenario Planner
Describe a deal and get three defensible pricing scenarios compared side by side, with the margin maths, the risks in each, and a recommendation.
- Quote Builder
Describe what the customer wants and get a priced quote built from your own price book and discount policy, validated against that policy before it leaves your hands.
- Quote Discrepancy Resolution
Compare what was signed against what was approved and get every difference found — line by line, with the ones that change the money separated from the ones that do not.
- Quote Intake Completeness
Check a quote request for everything needed to price it, and get the questions that close the gaps drafted for the requester.
- Quote Request Qualification
Paste an inbound quote request and get a go/no-go decision against your qualification rules, with what is missing listed and a reply drafted either way.
- Quote Status Sync
Find quotes whose status disagrees across CRM, e-signature, and finance — the signed-but-unbilled, the expired-but-open, the billed-but-unsigned.
Agent store — Procurement — Expense Management
Agent store — Procurement — Expense Management
- Procurement Budget Allocation
Allocate a procurement budget across competing requests with the constraint enforced up front — what fits, what does not, and what the organisation is actually choosing not to do.
- Procurement Spend Analysis
Read a spend extract for the patterns worth acting on — where spend is going off-contract, where a category is fragmented, and which savings opportunities the data actually supports rather than merely suggests.
Agent store — Procurement — Sourcing Management
Agent store — Procurement — Sourcing Management
- Procurement Policy Advisor
Answer a buyer's policy question from your own procurement policy, with every statement traced to the clause it came from — and hand over to a person when the policy does not actually settle it.
- RFQ Broadcast
Work out which of your suppliers should receive this RFQ and draft the covering email for each — with every draft held for approval and the excluded suppliers listed with a reason.
- RFQ Creation
Turn an informal purchase request into a publishable RFQ — requirements structured, missing detail named before it reaches suppliers, and the document built from your own approved format.
- RFQ Response Evaluation
Score supplier quotes against weighted criteria you set, with a comparison table showing where each one won or lost.
- RFQ Response Intake
Turn the responses that have arrived into an organised bid packet — which supplier sent what, which documents the RFQ asked for and never came, and which files cannot be read at all.
- RFQ Response Screening
Put every supplier response through the RFQ's own mandatory requirements before anyone scores it — so a non-compliant bid is stopped at the gate rather than argued about in committee.
- RFQ Screening Compiler
Score every compliant response against the same weighted criteria and compile the result into one comparison sheet — with the export payload an evaluation record can be built from.
- RFQ Screening Rules
Turn a finalised RFQ into the rules responses will actually be judged by — pass/fail gates, weighted criteria and the evidence each one needs — written down before the first response arrives.
Agent store — Procurement — Supplier Management
Agent store — Procurement — Supplier Management
- Product Quality Monitoring
Read inspection reports and defect logs as one picture — the defect types that keep coming back, the supplier whose quality is sliding, and the standard the evidence cannot actually confirm.
- Supplier Communication
Handle the routine supplier contact that has to happen and never gets prioritised — renewal reminders, document chasers, status requests — drafted per supplier and held for approval.
- Supplier Consolidation
Find where you are buying the same thing from several suppliers, what consolidating would actually be worth, and which of those suppliers you cannot afford to lose.
- Supplier Contact Update
Spot a supplier contact change in an ordinary message, compare it against the record, and prepare the correction for approval — nothing is written to the supplier master by this agent.
- Supplier Contract Risk Assessment
Read a supplier contract for what it actually exposes you to — the liability that is uncapped, the indemnity that runs one way, the termination right only they hold — clause by clause, with the wording quoted.
- Supplier Documentation Verification
Check a supplier's onboarding pack for what is actually there, in date and in the right name — and send back one specific list of what to fix instead of three rounds of email.
- Supplier Feedback Collection
Read what your own stakeholders and your suppliers say about working together, and turn it into a relationship-health read — the recurring friction, the theme behind the complaints, and where the two sides disagree.
- Supplier On-Time Delivery Monitoring
Watch open purchase orders for the delivery that is going to be late before it is late — the confirmed date that has already slipped, the supplier whose pattern says it will, and the line nobody has cover for.
- Supplier Performance Monitoring
Read your delivery, quality and compliance records together and score each supplier against its SLA — so a supplier drifting downwards is found while it is still drift.
- Supplier Risk Assessment
Assess a supplier's financial standing, compliance position and concentration risk before they are onboarded — and route the ones that need a human decision to a human.
Agent store — Healthcare — Referral Management
Agent store — Healthcare — Referral Management
- Referral Intake Review
Check an incoming referral letter against the receiving service's acceptance criteria, extract the clinical detail, and say plainly whether it can be booked or what is missing before it can.
Agent store — Billing — Refund Processing
Agent store — Billing — Refund Processing
- Refund Validation
Test a refund request against the original transaction and the refund policy, then prepare the reply the decision implies. Nothing is refunded and nothing is sent.
Agent store — Sales — Sales Enablement
Agent store — Sales — Sales Enablement
- Regulatory Claim Check
Check customer-facing material against what you are actually permitted to say in a regulated sector — certifications, regulatory language, and claims that need a caveat.
- Sales Collateral Recommender
Describe the prospect and the conversation ahead, and get the right assets from your own collateral library — plus an honest list of what you do not have.
Agent store — Operations — Contract Renewals
Agent store — Operations — Contract Renewals
- Renewal Notification
Draft a renewal notice for each selected account. Every draft is reviewed and approved individually — nothing is sent.
Agent store — Customer Service — Ticket QA
Agent store — Customer Service — Ticket QA
- Resolution Quality Review
Review a closed ticket against a quality rubric — whether it was actually resolved, how it read to the customer, and what the record will not support if anyone asks later.
Agent store — Customer Service — Ticket Management
Agent store — Customer Service — Ticket Management
- Response Time Monitor
Measure where response time actually goes across the queue — first reply, the gaps in the middle, and which hours of the week the team is quietly missing.
- Ticket Assignment
Assign a queue of unassigned tickets across the team by skill, shift and current load — with the reasoning shown, so a shift lead can override any of it.
- Ticket Closure Notification
Draft the closure note for each resolved ticket from what was actually done, and refuse to close the ones the customer has never confirmed. Every draft is approved individually — nothing is sent.
- Ticket Escalation
Sweep the open queue for tickets that have breached or are about to breach, and brief the shift lead on the ones that need a person now. Nothing is sent.
- Ticket Reopening Monitor
Find why tickets are coming back — which closures did not hold, what they have in common, and which customers have now been through the same loop more than once.
- Ticket Resolution
Take an open ticket thread and drive it to a close — what is actually being asked, what has already been tried, and either the fix or an honest handover. Nothing is sent.
Agent store — Customer Service — Customer Management
Agent store — Customer Service — Customer Management
- Service Appointment Scheduling
Turn a customer's stated availability into a service appointment that works in both time zones, with the arithmetic shown and the invite held for approval. Nothing is booked and nothing is sent.
Agent store — Customer Service — Communication
Agent store — Customer Service — Communication
- Service Instruction Delivery
Turn a service record into the instructions the customer actually needs afterwards, checked line by line against your own documentation before anyone approves it. Nothing is sent.
Agent store — Customer Service — Customer Service Strategy and Planning
Agent store — Customer Service — Customer Service Strategy and Planning
- Service Policy Review
Check a draft service policy against what the team actually does — the commitments nobody can meet, the gaps that leave agents guessing, and the rules already being broken every day.
Agent store — Marketing — Consumer Insights
Agent store — Marketing — Consumer Insights
- Social Media Trend Monitoring
Watch a category for genuinely emerging themes, separate real momentum from one loud article, and say which are worth building content around.
Agent store — Real Estate — Tenant Services
Agent store — Real Estate — Tenant Services
- Tenant Request Triage
Sort an inbound tenant or resident request against the management agreement, set the response target, draft the reply, and produce the work order a facilities system would take.
Agent store — Human Resources — Learning and Development
Agent store — Human Resources — Learning and Development
- Training Enrollment and Scheduling
Schedule people onto training without breaking the rota — respecting deadlines, cover requirements and who genuinely cannot be away on the same day. Nothing is booked.
- Training Needs Analysis
Work out which gaps training would actually close — and which are a process, staffing or tooling problem that no course will fix.
Agent store — Procurement — Vendor Management
Agent store — Procurement — Vendor Management
- Vendor Compliance Verification
Check a vendor meets your compliance standards before they are selected, not after — certifications in date and in the right name, declarations made, and the requirements this category adds.
- Vendor Data Validation
Validate a vendor master record before it goes in — entity name, registration, tax and remittance details checked for internal consistency and against what is already on file, with every correction proposed rather than applied.
- Vendor Onboarding
Run a vendor through onboarding as a gated pipeline — what has arrived, what is still outstanding, and one specific request back to the vendor instead of a fortnight of email.
- Vendor Performance Improvement
Turn a vendor's performance data into an improvement plan someone can actually run — root cause per failure mode, specific actions with owners and dates, and the checkpoints that prove it worked.
- Vendor Qualification Assessment
Score candidate vendors against the same qualification matrix — capability, financial standing, compliance, resilience — so a selection can be explained by more than who was cheapest.
Industries
Industries
- AI Development for Healthcare
Healthcare AI succeeds or fails on evidence and oversight rather than on model quality. The systems that get approved cite the source document behind every claim, keep a clinician as the decision-maker on anything clinical, log every access to protected health information, and are built inside infrastructure the provider controls. The use cases that work today are documentation, retrieval over clinical and policy content, prior authorisation preparation and coding support — not autonomous diagnosis.
- AI Development for Financial Services
In financial services the constraint on AI is explainability. A system whose decisions cannot be reconstructed and justified will not pass examination, regardless of accuracy. The pattern that works is to keep the language model in the evidence-gathering and drafting role — extracting from documents, summarising case files, preparing recommendations — while the decision itself is made by a documented rule or a named human, with full lineage recorded either way.
- AI Development for Manufacturing
The AI use cases that pay off soonest in manufacturing are document and knowledge problems rather than sensor problems. Decades of maintenance manuals, work instructions, quality records, deviation reports and supplier specifications sit in formats nobody can search, while the people who know how the plant actually behaves are retiring. Retrieval over that material, and extraction from supplier and quality documents, return value in weeks — well before a sensor-based programme reaches production.
- AI Development for Retail and E-commerce
Retail AI has two clear winners. The first is support automation connected to live order and shipment state, because most retail tickets are about a specific order and a system that can read it resolves rather than deflects. The second is catalogue work — normalising attributes, filling gaps and generating descriptions across tens of thousands of SKUs — where the volume makes manual effort impossible and the quality gate can be sampling rather than per-item review.
- AI Development for Logistics and Supply Chain
Logistics runs on documents and exceptions, and both are unusually good fits for AI. Bills of lading, packing lists, commercial invoices and customs paperwork arrive as PDFs, scans and emails in endless format variation, and extracting them reliably removes a large manual cost. Exception triage is the second win: operators drown in alerts of equal apparent priority, and a system that assembles context and ranks by actual consequence changes how the day is spent.
Locations
Locations
- AI Development Company in India
Leverge is an AI development company headquartered in Bengaluru, building production AI agents, RAG systems and LLM applications for clients in India, the United States and Europe. Delivery is led from India with a US entity for contracting, and engagements are structured around a four-hour daily overlap with US Eastern hours. Architecture decisions account for the Digital Personal Data Protection Act 2023 alongside GDPR and sector rules, because most clients operate across more than one regime.
- AI Development Company for US Businesses
US companies work with Leverge through a US contracting entity, with delivery led by the senior engineering team in Bengaluru and a fixed daily overlap with US business hours. Architecture is designed for US compliance review from the start — SOC 2 controls, HIPAA business associate arrangements where protected health information is involved, state privacy law obligations, and processing kept inside your own cloud region and account wherever the use case allows.
- AI Development Company in Bengaluru
Leverge's delivery headquarters is in Bengaluru, and it is where our engineering team sits rather than a sales presence. Local clients get on-site scoping workshops, architecture sessions and security reviews in person, with the same fixed-price scoping and milestone-based build structure we use internationally. We work with Bengaluru product companies and global capability centres as well as with clients in the US and Europe.
Technologies
Technologies
- Building with Claude
Claude is the model we most often reach for on the reasoning-heavy steps of an agent workflow — multi-step tool use, long-context document work and tasks where instruction adherence matters more than raw speed. It is not the right choice for every step, and routing high-volume classification or extraction through it is one of the most common causes of indefensible inference bills. We benchmark step by step and use it where it measurably wins.
- Building with LangGraph
LangGraph models an agent as an explicit state graph — nodes that do work, edges that decide what happens next, and durable state between them. That structure pays off when a workflow has real branching, needs to pause for human approval and resume later, or has to be inspected step by step when something goes wrong. For a single-step tool-calling loop it is overhead, and we say so rather than adopting it by default.
Comparisons
Comparisons
- RAG vs Fine-Tuning
RAG and fine-tuning are not competing approaches to the same problem. RAG supplies knowledge the model does not have — facts, documents, records that change. Fine-tuning shapes behaviour — tone, output format, adherence to a domain convention. If the model does not know your data, fine-tuning will produce a system that invents plausible details with more confidence. If the model knows the answer but formats it wrong, RAG will not help. Many production systems use both, for those two separate reasons.
- Build vs Buy for AI Agents
Buy a platform when the process is standard, the integrations are supported out of the box, and the agent is not part of what makes your company different. Build when the process is genuinely yours, when required integrations are unsupported, when data cannot leave your infrastructure, or when a vendor's roadmap would become your constraint. We recommend buying more often than an agency is expected to, because a build a platform would have covered is the most expensive kind of mistake.
Case studies
Case studies
- Rebuilding a Support Agent That Failed at Scale
A US lending platform had built an AI support agent internally that resolved tickets correctly in every demo and failed on roughly half of real ones. The cause was not the model — it was that the agent had never been tested against the client's actual ticket distribution, and it had no access to live loan and payment state. We rebuilt it around an evaluation set drawn from 1,400 historical transcripts, added live account retrieval, and reached containment that held as volume scaled.
- Getting a Clinical RAG System Approved Internally
A healthcare client had a retrieval system that scored well on internal accuracy tests and that clinicians would not use. The blocker was not accuracy — it was that answers arrived as unsourced prose, and a clinician carrying liability for acting on an answer will not accept one they cannot verify. We rebuilt the retrieval layer for passage-level citation and added calibrated refusal, and the tool went from stalled to approved by the clinical review board in six weeks.
Insights
Insights
- How to Build an LLM Evaluation Set That Is Worth Trusting
A useful evaluation set comes from your own history, not from synthetic examples. The method is: sample real cases to match your actual distribution, adjudicate correct outcomes with someone who knows the domain, break scores out by category rather than reporting one average, pick a scoring method per case type, and validate any model-as-judge against human labels before trusting it. Two to three hundred cases is usually enough to start, and the whole exercise takes about a week.
- Why AI Agents Fail in Production
Agent projects rarely fail for exotic reasons. Six failure modes account for almost every rescue engagement we take: no evaluation set, retrieval that was never measured separately, unbounded permissions, unhandled partial failure, unit economics that only worked at pilot volume, and escalation designed for the metric rather than for the human receiving it. Each has a specific, unglamorous preventive practice, and none of them is about prompt quality.