Head-to-head comparisons of AI video, image, voice and music models — quality, speed, cost and which one to actually use.
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Hailuo 2.3 Fast is 6s or 10s at 28 credits discounted. Hailuo 2.3 Standard is the same durations at 28 credits with audio false. MiniMax H3 is 2K, 5–15s, 26 credits. Draft on Fast; keep on H3 or Veo. The MiniMax app is not the rest of the catalog.
Leonardo Lucid Origin on Versely is a 4K still at 4 credits. Motion is a second job — `/tools/ai-image-to-video` plus a video row. Staying in Leonardo for captions, lipsync and 30-second takes is how a stills app becomes a fake studio.
Ideogram V4 (5 credits) letters the mark. Imagen 4 is retired on Versely. Nano Banana 2 (4 credits) edits an approved still. Overlay keeps type editable.
Flux 3 first-last interpolates two stills you locked, 5–20s at 9 credits with native audio. Pixverse Transition is 5 / 8 / 10s at 1080p, 40 credits, audio unset — a clip-to-clip morph, not two catalog stills. A pack-shot A/B is first-last; a trailer smash is Transition.
Firefly Speech Model is the licensed path. ElevenLabs is offered as an option with different terms. Read which one ran.
Flow is how Gemini users run Veo. It is not captions, not publishing, not 60 other models.
When the still must contain readable words, pick the model that actually renders them. Pretty texture is the wrong test.
Omni storyboards cuts inside one generate. Movie Mode is Versely's chained-scene film from a brief. Different objects.
The consumer app is one model family and one subscription. An aggregator bill lets you fail over when Omni is the wrong job.
I2V and references: Seedance. Always-on dialogue and 4K: Veo. Multi-shot motion value: Kling. Elo is not the router.
Suno has no public music API, only a curated partner form. ElevenLabs Music is the self-serve vocal API. Lyria is about $0.08 per full-length song for beds.
Compare text-to-speech APIs on latency, price per 1,000 characters and languages: Cartesia, ElevenLabs, Deepgram. Hume's API closes 13 November 2026.
Compare AI voice API cost per minute in 2026. Cartesia and ElevenLabs price differently; convert credits into real project spend before you pick.
Forced narrative is on with subtitles off: a foreign line or plot-critical sign. Full subtitles are the dialogue you turn on. Separate files, not a burn-in.
Platform MP4s are not masters. Compare ProRes 422 HQ, DNxHR HQX, and FFV1 for 10-bit 4:2:2, alpha, audio tracks, and a file you can still open in five years.
Live auto-captions and offline QC are different products. When live is acceptable, when a recorded library needs offline, and a spot-check method for each.
ByteDance's OmniHuman 1.5 benchmarked against Kling V2 Pro, HeyGen, Creatify Aurora, and Hedra: the honest verdict on where it wins at current pricing.
SDH includes speakers and non-speech; CC is a delivery method. A matrix for 608/708 broadcast, WebVTT on the web, and why one file cannot serve both.
A tiny interpreter inset is not automatically accessible. Compare overlay versus a signed-led cut, framing, contrast, and when to hire talent.
VEED Fabric, Hedra and sync.so benchmarked head-to-head in 2026: generation time, cost per minute, and the exact failure modes each one ships with.
A weighted five-axis rubric with written 1-5 anchors for every point, so a model bake-off produces a number you can defend a week later.
Three job types where an agent's model choice predictably goes wrong, and how to pin a named model in the brief without giving up routing everywhere else.
A paced slideshow of generated stills beats generated video on revision cost and variants. It loses on anything that must be demonstrated. One rule decides.
Generating picture from an audio track or scoring picture after it exists changes what you can still fix. A rule keyed to whichever element is locked.
