
THE brıef
Open opportunities are the most valuable records in the CRM — and often the least accurate ones. Close dates are placeholder dates that haven't been updated in 6 weeks. The economic buyer field is blank or wrong. Deal stage reflects where the rep put it last month, not where the deal actually is. Key contacts have changed companies. The agent continuously audits every open opportunity, flags data quality problems, verifies contacts, and surfaces actionable next steps — so the pipeline reflects reality instead of wishful thinking.
Today
Pipeline review calls spend the first 20 minutes on data quality — updating close dates, confirming stage, and chasing reps for missing fields.
A champion leaves the company, the deal goes dark, and the rep finds out 3 weeks later when emails start bouncing.
Next steps are generic — 'follow up' tasks with no specific action, no contact named, and no urgency tied to the deal timeline.

With ABM Strategist
Data quality flags are surfaced to reps as CRM tasks — pipeline review focuses on deal strategy, not data hygiene.
Contact departures are detected within days from LinkedIn and enrichment signals — replacement contacts are recommended before the deal goes cold.
Next steps are contextual and specific — tied to the deal stage, the last activity, and the risk signals present in the opportunity.
Data Waterfall
150+ enrichment providers. Sequential routing optimized per segment. The best answer wins. No vendor lock-in.

Agent Engine
Open-source execution engine. Workflows defined in code. Human-in-the-loop checkpoints. Full audit trail on every action.

Revenue Ontology
Every data source normalized into one model. Entity resolution across systems. Relationships stored, not inferred. Schema that evolves with your business.

Which CRM platforms does the agent monitor?
Can we configure which fields are required vs. optional for the data quality audit?
What happens to opportunities that have been open for more than 12 months — are they treated differently?
Can managers review their team's data quality scores without the reps seeing manager-only metrics?






