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Understand data sources and verification

Review public company and contact information separately from inferred qualification context.

When to use this

Use this when deciding whether a field is suitable for outreach, export, delivery, or correction.

Requirements and availability

  • Public information can be incomplete, changed, or wrong.
  • Company details, contact details, public links, qualification output, and a suggested angle are different evidence types.
  • Human review remains necessary.

How to do it

  1. Review company facts separately from named contact fields.
  2. Visit the company website and available public profiles.
  3. Confirm employment, role, company identity, and contact method.
  4. Treat Why they match and Suggested first angle as generated context.
  5. Stop using wrong information and submit a correction.

Fields and controls

Controls in Leama
ControlWhat it does
Company websitePublic source for current company identity.
Public profile linkSource for reviewing the represented profile.
Qualification score / Why they matchLeama output based on profile and available evidence.
Suggested first angleGenerated context requiring review.

What happens next

A reviewer can explain what was observed, generated, missing, and still needs current verification.

States you may see

Customer-visible states
StateMeaning
PresentA value exists; presence does not guarantee currentness.
MissingNo value exists and none should be inferred.
Correction requestedStop using the disputed value while reviewed.

Credits and usage

Review and correction requests do not use credits.

Common problems

Problems and next steps
ProblemWhat to check
A value cannot be verifiedDo not use it as confirmed until a reliable current source supports it.