Video you can actually query

Twelve Labs turns raw video into embeddings you can search with plain English ('find the shot where the chef lifts the pan'). It also generates highlights and clips from prompts — no manual scrubbing.

Who it's for: Developers and media teams building searchable video libraries, highlight reels, or moderation pipelines.

Key features

Marengo Embed video

Index footage into vectors for semantic search.

Search NL queries

Ask in words; get the exact moments back.

Generate Auto clips

Prompt a highlight reel and get a cut video.

Classify Auto tags

Label scenes, actions, and objects at scale.

The honest take

✓ What works

Best-in-class video semantic search
Clean, fast API
Great for UGC and archives
Generates clips from prompts
Strong docs and SDKs

✗ What doesn't

Developer-focused, not a consumer app
Costs scale with minutes
Needs engineering to integrate
Editing UI is minimal

Verdict

If you have a library of video and need to find things in it, Twelve Labs is the most capable API in 2026. Non-technical teams will want a wrapper, but the search quality is unmatched.

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