Ask your whole focus group archive.
Every answer cites the exact minute.
Built for research agencies and for brand insights teams. Finding the moment and quoting it is mechanical work; what it means for the brand is still yours to decide.
Years of studies on video, and nobody goes back to them.
A study ends, the recordings go into a folder, and they are rarely consulted again. When somebody needs what a group said two years ago, there are three ways to find out, and every one of them costs you something.
Watch it all again
The only way to be certain, and the reason nobody goes back to a study that is already closed.
Pay for a transcript
You get the words. You lose the voice, the face, and whatever was on the screen.
Reach for a product research tool
It does not know that a session has a moderator, that a commercial was played, or that the answer was printed on a pack.
One archive, every study you have run.
Every study your organization uploads lands in the same library, and everyone in the organization sees all of it.
Ask all of it at once
One question runs across every session in the library. The sessions that did not discuss the topic are declared as such, because that is a finding too.
Narrow it down
Filter by study, brand, country or date, so a question about last year's groups in one country is not answered from somewhere else.
Built for a team
The administration invites and removes people and sees the usage. Members create studies, upload videos and ask.
From a folder of recordings to an answer with its citation.
Five steps, from the file to an answer with its citation.
- 1
Drag your files in
The upload resumes if your connection drops, and you watch the speed and the time left while it runs.
- 2
Transcription with the voices kept apart
Every word carries its own timestamp, and each speaker is separated from the others.
- 3
Roles, not just speakers
The moderator is told apart from the participants. A commercial played inside the session is marked as a played stimulus instead of being credited to a person.
- 4
What was on the screen
Frames are read every fifteen seconds: the scene, the people, the brands, and the on-screen text word for word.
- 5
Ask
Ask your whole library or a single study. The answer arrives with numbered citations. Click one and the video jumps to that second.
99.3% of the citations are verbatim.
On 25 September 2026 the system answered 37 questions across 11 videos. All 275 citations it produced were checked against a second, independent transcription made by a different engine. 273 matched word for word.
The automatic comparison cleared 94.9%. The 14 cases it flagged were read by hand, and 12 of them turned out to be differences between the two transcriptions rather than invented quotes. The other 2 are the 0.7%.
Coverage is a different question from accuracy. On the twelve questions put to a four-interview collection, the system drew on all four relevant sessions every time.
The same test found three things it does not do well.
In a video that mixed Spanish and Portuguese, the transcription turned a Portuguese passage into Spanish. A citation taken from there is faithful in meaning and not literal in wording.
On heavily edited video, and on questions whose answer exists only in the image, it performs worse than on a plainly recorded session. The visual collection was the weakest part of the test.
The image analysis can fail on some stretches. The dialogue stays available, and half the time for those stretches is returned to you.
An annual license per organization.
Video Library is contracted as an annual license per organization, from USD 2,500 a year, with up to 10 users. Access is by invitation: we create each client's account ourselves, so the way in is a conversation. Ask for a demo and tell us about your team.
Your data is hosted in US East by default. If your organization needs another region, tell us when you ask for the demo.
What fits.
Up to 5 GB per file and 8 hours per video.
Up to 20 files in a single batch.
mp4, mov, mkv, webm and m4v.
From video to a citation you can check yourself.
Retrieval over video, built for market research rather than for meetings. This page is the pipeline stage by stage, with what it gets right and where it fails.
Access is by invitation.
We set up each account ourselves. Tell us about your team and we will arrange a demo.
Request a demo