Best AI Video Models for First & Last Frame Control
First/last-frame control is useful when both ends of a shot matter: product reveals, before/after transitions, camera repositioning and continuity between generated clips.
Requirements checklist for first / last frame
The highest-weight capabilities are treated as production requirements first. A model can still be useful without every item, but missing a high-weight control usually changes the workflow.
Make the shortlist interactive
Add hard requirements such as native audio, references, first/last frame, editing, keyframes or open weights and recalculate the live catalog.
Open Model FinderProduction decision matrix
A quick capability check for the current shortlist. Use the detailed cards below for pricing context and missing controls.
| Model | Workflow fit | First / last frame | Keyframes | Image → video | References | 8 sec × 4 attempts |
|---|---|---|---|---|---|---|
| FLUX 3 Video Black Forest Labs | 86% | Yes | Yes | Yes | — | $5.44 reference retry scenario |
| Kling 3.0 Omni Kuaishou / Kling | 66% | Yes | — | Yes | Yes | $2.18 reference retry scenario |
| Vidu Q3 Turbo Vidu | 62% | Yes | — | Yes | Yes | $1.76 reference retry scenario |
| PixVerse C1 PixVerse | 62% | Yes | — | Yes | Yes | $2.08 reference retry scenario |
| Wan 3.0 Alibaba | 62% | Yes | — | Yes | Yes | $3.20 reference retry scenario |
Current workflow matches
FLUX 3 video generation with synchronized audio, text-to-video, image/keyframe control and video continuation; the related FLUX Video Edit tool handles source-preserving edits.
Kling multimodal model for advanced references, composition and edits.
Fast/current Vidu Q3 route with audio, scene cuts and reference-to-video.
Film-production PixVerse model for action choreography, storyboard/reference consistency and transitions.
Current Wan 3.0 general video API.
Faster Veo 3.1 tier with native audio.
Fair A/B test protocol
Use a controlled start frame plus a clearly defined target end state. Keep duration, aspect ratio and creative intent identical across models, then judge only the constraints that matter for first / last frame.
- Use the same source asset and creative brief for every model.
- Lock duration, aspect ratio and the required endpoint or reference conditions.
- Run the same number of attempts instead of comparing one lucky render with several retries.
- Record failures against the production constraints below, not against a vague overall impression.
- Compare usable-output cost after retries, then decide whether the extra control is worth the spend.
What to inspect in the renders
- The generated motion respects the required start and end states rather than merely resembling them.
- The transition path is plausible and does not jump between incompatible poses or camera positions.
- Motion has enough time to settle before the controlled endpoint is reached.
What this page is meant to answer
Use this page when the production job is known but the model is not. It translates first / last frame into capability requirements, cost context and a shortlist to test.
Scope boundary: This is a decision guide, not a universal quality ranking. A head-to-head page is more useful after you narrow the shortlist to two models.