Research team reviewing evidence-led company records

Research culture

Make uncertainty visible before it reaches a revenue workflow

Our working culture is built around a simple discipline: label the record, preserve the evidence, and leave the commercial decision with a responsible person. Coverage must be tested against your market, not summarized with a universal number.

Mission

Give every account claim a trail a teammate can inspect

Company discovery is useful only when entity identity, source context, date, exclusions, and unresolved fields can travel with the result. A missing field is not permission to invent one, and a record that looks complete is not proof that it is fit for a campaign.

Working vision

Keep an AI agent close to judgment, not in place of it

Revenue teams should be able to challenge a match, reverse an enrichment, and decide whether any outreach is appropriate. The goal is a more legible research process, not a louder claim about coverage, delivery, or automation.

Four operating values

01

Evidence before confidence

A provider classification and a sourced fact are not silently treated as the same kind of evidence. Dates, provenance, and uncertainty remain visible in the review record.

02

Reversible enrichment

Field changes should retain timestamps, source context, and a route to correct or remove a disputed value. This gives RevOps an audit trail instead of an unexplained overwrite.

03

Human-in-the-loop outreach

Research, drafting, approval, and sending remain separate states so convenience does not become automatic messaging. Reviewers assess relevance, suppression, opt-out, and regional limits.

04

Least-privilege runtime

Review permissions, secret handling, logs, retention, and deletion before connecting an agent to operational systems. A safe test begins with the smallest cohort and the fewest credentials.

Put the method through a known cohort

Choose known positives, exclusions, ambiguous identities, and stale events. Record the source used, observation date, accepted field, rejected alternative, and reviewer decision before expanding the workflow.

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