timbre

Sources

Public information, validated.

Timbre draws on what a person has said in public: talks, podcast appearances, interviews and Q&A. The AI keeps what it can validate, sets aside what it cannot, and every answer points back to its source.

Talks

transcript

Keynotes, lectures and presentations given in public

How they lay out an argument when they have the floor

Podcasts

transcript

Long-form conversations they took part in

Longer answers, with the context around them

Interviews

transcript

Interviews and conference conversations on the public record

How a position holds up under questioning

Public Q&A

transcript

Audience questions and open discussions

How they respond to objections in the moment

Coverage limits

Know what is in the record.

Public information only

Timbre draws only on what the person has said publicly. Nothing private, paywalled or off the record goes into a profile.

Coverage varies

A profile is only as deep as the public record. Someone who rarely speaks in public will have a thinner index than someone who speaks often.

Validated, not assumed

Material is checked for whether the person is actually the one speaking, and patterns are kept only when several separate sources support them. Use the cited source to check who said what.

A snapshot in time

A profile reflects its last compile. It does not continuously monitor new uploads or automatically remove material deleted at the source.

Every answer is checkable.

A useful answer starts with relevant passages. Check the source, the timestamp and the surrounding conversation before relying on it.