Sales / Pipeline Management Live

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.

  • Run on demand
  • ~6 credits per run
  • v1.0.0

What does Opportunity Data Harmonisation do?

Opportunity Data Harmonisation is a production AI agent in the sales section of the Leverge agent store, built for the pipeline management process. 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. It runs on demand, works through 3 steps and returns 4 outputs, including is the set comparable?.

What it needs

  • Opportunity records

    File upload

    Records from one or more systems, inconsistencies included.

    csv txt md

  • Target model

    Form

What it does

  1. Reading the records
  2. Harmonising the records
  3. Writing the harmonisation note

What you get back

  • Is the set comparable? Validation result
  • Harmonisation note Written summary
  • As found → harmonised Mapping table
  • Could not be mapped Flagged exceptions

After each run it asks: “Are these mappings right?” Answers feed the evaluation set, so the agent is measured against your own judgement rather than ours.

When it runs

Run on demand

Oversight

Runs under scoped, least-privilege credentials with every action written to an audit log. Anything that moves money, alters a contract or reaches a customer requires human approval before it executes.

Pipeline Management

Other agents in pipeline management

Pipeline, proposals, renewals and the CRM hygiene underneath them

  • Pipeline Management Live

    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.

  • Pipeline Management Live

    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.

  • Pipeline Management Live

    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.

  • Pipeline Management Live

    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.

  • Pipeline Management Live

    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.

  • Pipeline Management Live

    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.

Next Step

Deploy Opportunity Data Harmonisation, or adapt it

It runs as-is against the inputs above. Most deployments diverge — a different source system, a different tolerance, a different approval path. A 30-minute technical call establishes which.

Book a Technical Call
  • No sales script
  • NDA on request
  • Scoping notes sent within 48 hours
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