Kellith
All modules

Business module

Company Discovery & Qualification

Finds, normalises and qualifies the companies worth talking to, with explainable reasons behind every qualification — one canonical record per company.

Prospect lists rot: the same company arrives from three sources under three names, scores appear with no explanation, and re-running the tool doubles the mess. This module was built to make discovery repeatable instead.

The rules it enforces

Not aspirations — guarantees. Each of these is a documented behaviour of the module, covered by a test.

Re-running discovery creates nothing new — it merges.
Discovery is idempotent. The same sources produce the same records, with new signals folded into existing ones.
One canonical record per company.
Keyed on normalised domain (falling back to normalised name); signals and sources are unioned instead of duplicated.
Every score ships with human-readable reasons.
A score without reasons is treated as a bug, not a feature. Ranking is explainable to the person acting on it.
Every completed run is recorded.
On the activity trail, naming who ran it and what changed — scanned, created, merged. Reads stay scoped to your organisation.

What it lets people do

  • See discovered companies and how they were qualified.
  • Start a discovery run.

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