From raw footage to searchable archive in five steps.
No manual tagging. No spreadsheets. Connect your storage, and Meshora indexes every spoken word, on-screen text, visual scene, and entity connection automatically.
Start in 5 minutesConnect your storage. Point and index.
Meshora connects to your existing file store in minutes. There's no proprietary format, no re-encoding step, and no file size limit. We handle the queue management and retry logic for large archives.
Supported formats: MP4, MOV, MKV, AVI, MTS, MPEG-2, ProRes. Maximum file size: 50GB per file.
Four signal streams running in parallel.
Meshora processes every file through four analysis pipelines simultaneously. By the time one stage completes, the next is already warm. A one-hour video takes roughly 18 minutes end-to-end.
Speech transcription
94% word accuracy across 13 languages, with speaker diarization. Every word timestamped to the nearest 100ms.
Scene detection
14 visual signals per key frame: motion level, speaker presence, emotional tone, object classes, scene type.
OCR extraction
All text that appears on screen — chyrons, ticker, slides, signage — extracted and timestamped for search.
Sentiment + emotion
Tone classification per speech segment: neutral, positive, tense, formal. Useful for compliance and editorial review. (Pro and Archive tiers.)
Entities linked across your entire archive.
After analysis, Meshora runs entity extraction and cross-clip linking. Named people, places, organizations, and products become nodes in a graph. The same expert who appears in 400 training clips gets recognized as the same entity — not 400 separate mentions.
- Person recognition across clips — no account required, no face matching stored
- Organization + product name entity linking from speech and OCR combined
- Query entity connections — "show all clips where this product name appears"
- Graph exported via API — use it in your own applications
Natural language. Sub-50ms results.
Once indexed, your archive is queryable via the Meshora dashboard or REST API. Type a question in plain English. The system returns timestamped clips ranked by relevance, with a short transcript excerpt and the specific signals that matched.
Take the data where you need it.
Meshora is not a walled garden. Every index, transcript, and result is available via API. Export full transcripts as JSON or SRT. Download clip segments as MP4. Pull the knowledge graph as a node-edge manifest.
Start indexing in under 5 minutes.
Connect your S3, GCS, or Azure Blob — or upload directly. Drop in your first batch. A one-hour video is searchable in about 18 minutes. 10 free hours, no credit card.