Citation-Verified Insights

Product preview

Extract campaign insights your team can actually verify

Leadbuild turns customer conversations, documents, interviews, and website data into source-backed insights with citations, confidence signals, and review-ready context.

Source connectedHuman approvedTenant isolated
Accepted

Signup friction blocks otherwise interested members.

“the signup took forever”
Rejected

Members mainly want discounted pricing.

No supporting source passage found.

Why this layer exists

Keep the evidence connected as the work moves.

Plausible language is not proof. Leadbuild separates extraction from verification and makes the source passage visible beside every accepted or rejected claim.

Built around the decision, not the generation.

Capability detail

Control at every handoff.

Each layer leaves an inspectable artifact, so the next decision starts with evidence instead of reconstructed context.

01

Two-pass verification

Pass one extracts candidate insights. Pass two checks every citation: does the quote appear in the source, and does it actually support the claim? That two-pass flow is what keeps the system citation-verified instead of merely summarized.

02

Fabrications are caught, not shipped

Invented quotes become Hallucinated Citation Incidents. Real quotes with unsupported claims become Unsupported Inference Flags. Both are logged for audit, review, and ongoing model tuning.

03

Confidence and entailment, visible

Each insight shows its confidence score and entailment status. Re-extraction supersedes older insights with a visible diff.

04

Evidence is always one click away

Open the source passage beside the insight so buyers can see exactly what Leadbuild used, not just the summary it produced, which makes stakeholder approval faster and less political.

Detail when you need it

Questions, answered

What happens to a fabricated quote?

It never enters a brand brief. It is recorded as a Hallucinated Citation Incident and surfaced in your Trust & Audit view.

Can I trace an insight back to its source?

Yes — provenance is always one click away. Every insight links to the exact span of source text it came from.

What does a superseded insight mean?

A newer verified pass replaced the earlier version, and the older claim stays available in the history.

Put citation-verified insights inside a traceable campaign workflow.

Follow one source from raw conversation to a campaign claim your team can defend.