Comparison
Sub-10 Second Generation: Which Models Are Fastest
Fast tiers vary. Wall-clock speed data from real production batches plus the tradeoffs each fast tier makes.
3 min read
Guides, deep dives, and insights on AI video generation.
Fast tiers vary. Wall-clock speed data from real production batches plus the tradeoffs each fast tier makes.
What makes AI video loops actually land on socials. Structure, caption discipline, and the three-second hook.
Veo 3.1 generates synchronized 48kHz audio in the same pass as video at $0.40/sec. Prompts that ignore the soundtrack waste a third of what you are paying for.
When your prompt asks for both, the model picks one. An ordering rule that makes the right choice predictable.
A schema for fal generation metadata with indexes that stay fast at 100k rows. Ships with SQL.
Prompts drift. A repo-backed approach gives you diff, blame, and rollback for the copy inside your images.