toldmark
ROADMAP

What Toldmark can do today — and what's next.

Toldmark only shows what it can actually deliver right now. Everything below is either live in the product today, or explicitly not built yet — nothing in between.

Available today

  • Search what a creator, host or guest said.
  • Search people, organizations, events and topics.
  • Compare statements across videos.
  • Find earlier and later statements.
  • Trace basic changes over time.
  • Look up video and episode facts.
  • Open exact timestamped evidence.
  • Ask conversational follow-up questions.
  • Refuse unsupported answers.

Planned — not built yet

On the roadmap, not available in the product today.

  • PlannedDedicated contradiction detection
  • PlannedExact count mode
  • PlannedTone and certainty analysis
  • PlannedExhaustive archive review
  • PlannedTimeline reconstruction
  • PlannedClaim verification
  • PlannedCross-archive comparison
  • PlannedRelated-source discovery
  • PlannedHigher-precision result ranking
  • PlannedVerified speaker attribution (who said what)

Speaker attribution

Toldmark can retrieve relevant passages from multi-speaker videos, but for videos without verified speaker labels it may not be able to determine which speaker said a particular statement. In those cases, Toldmark will provide relevant context without presenting the attribution as verified.