CEH Company Outreach
B2B research and drafting from verified sources
A public page becomes a set of sourced facts, then a draft for a manager to review.
Work verified against its source.Personalisation fails when based on imaginary products or generic assumptions. Every useful claim needs a source.
The pipeline reads public pages, classifies information against defined criteria and verifies quotations. Drafts use confirmed material.
- Public-source reading
- Evidence-backed classification
- Links and verifiable quotations
- Drafts for human review
Links and quotations
A classification includes its link and quotation. The system checks that the page was read and that the quoted passage exists in its text.
Unverified-information review
Unsupported products and capabilities are excluded. Ambiguous conclusions remain marked for review, and model-like instructions inside source material do not authorise actions.
Draft review and editing
Verified facts fill an editable template. Row and draft state are tracked separately so changed source data cannot silently reuse an earlier approval.
Context and limits +
This is a preparation and checking tool. Successful campaigns, sales, leads and sending volumes are not claimed.