ICP Drift Auditor — Closed-Lost Reality Gap

Marketing is driving MQL volume but meeting-to-opportunity conversion is falling. Paste 90 days of unstructured closed-lost notes and the ICP Drift Auditor detects the exact reality gap between your targeted ICP and the deals your reps are actually losing — then hands you a deployable fix in your CRM's dialect.

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What this workflow does

It turns messy closed-lost notes into a defensible ICP refresh — no personas, no vibes.

• Grades Data Quality First: Scores the dataset as High / Medium / Low and applies a sparse-data protocol that caps ICP changes and downgrades confidence when the sample is thin.
• Clusters Root Causes with Revenue Weighting: Weights loss reasons by deal size and strategic account importance, not just frequency — so a single $300k enterprise miss isn't drowned out by ten $15k SMB churns.
• Applies a Strict Priority Framework: Frequency + Revenue Impact + Severity, banded P1 / P2 / P3, so leadership sees what to fix first.
• Enforces Real ICP Filters: Only firmographic, technographic or behavioral criteria are allowed — generic sales advice and pricing complaints are rejected.
• Projects Business Impact: CAC, Conversion and Pipeline impact per recommended ICP change, so the refresh is defensible in a QBR.
• Emits Deployable Rules: Translates the refreshed ICP into HubSpot Workflows, Salesforce Assignment Rules, Marketo Smart Campaigns or generic Boolean logic — with trigger, action, score adjustment and owner.

How to run it

1. Open the workflow console.
2. Paste your current marketing ICP definition and your core product value / main problem solved.
3. Pick your primary CRM / marketing tool so the deployable rules ship in the right dialect.
4. Paste 90 days of raw closed-lost rep notes — CSV, TSV or free text is fine, include deal size where possible.
5. Hit run. You get a data-quality assessment, prioritised root causes, a refreshed ICP with positive and negative signals, an impact projection, and a ready-to-deploy scoring / routing block.

Frequently asked questions

Will it recommend an ICP change from a tiny sample?

No. If the dataset is Low quality (under 30 opportunities or extremely sparse notes), findings are marked directional, ICP changes are capped at two, and every confidence score is downgraded a level.

Are the recommendations just generic sales advice?

No. New ICP criteria must be firmographic, technographic or behavioral. Generic 'sell to bigger deals' advice and one-off pricing complaints are rejected by the ICP filter rules.

Do the CRM rules actually work in my tool?

Yes — the rules are emitted in your chosen dialect: HubSpot Workflows, Salesforce Assignment Rules, Marketo Smart Campaigns, or generic Boolean logic when your CRM isn't one of those three. Each rule includes a trigger condition, action, score adjustment and owner.