TwelveLabs
Still the most direct way to add real video search and Q&A to a product without training multimodal models yourself. Pricing has moved from per-minute metering to plans that bundle storage with a monthly workload allowance, which makes a prototype's cost predictable, but a large archive outgrows Plus quickly and only Pro can buy overage.
Pros
- Purpose-built video models rather than frame-sampled image models
- A free plan and self-serve $29 and $99 tiers make prototype costs predictable
- Re-indexing for new model releases is included in the monthly fee
- SDKs and a playground support evaluation before committing
- Analyze handles continuous reasoning over long footage
Cons
- Storage and workload allowances are separate, and Free and Plus stop at their caps with no overage
- It is infrastructure, not a turnkey app - integration takes engineering
- Large archives push quickly into Pro overage or an enterprise contract