AI Generate vs Replicate

Replicate runs ML models on demand. AI Generate gives you curated video, image and music models with per-output prices, team billing and spend caps — one Bearer token everywhere.

Feature AI Generate Replicate
Video models Veo 3.1, Seedance 2, Kling 3.0, Wan 2.7, Hailuo, Runway Community-contributed
Image models Flux 2 Pro, Nano Banana Pro, GPT-Image, Ideogram, Recraft Flux, SDXL, many
Music Suno, ElevenLabs voices and more Limited
Pricing structure Pre-paid credits + 5-tier volume discount Per-second usage billing
Dashboard for non-devs Yes — playground works without code CLI / SDK focus
Shared team credits Yes No
When to pick which

Both tools, one honest call.

Pick AI Generate when

  • You need video, image and music from one API key
  • You're running an agency / team and want shared billing
  • You care about spend caps protecting your margin
  • You want auto-volume discounts without negotiating

Pick Replicate when

  • You already have a mature integration and switching costs outweigh savings
  • Your workload is fully within their catalog and you don't need the other modalities
  • You need a specific feature they ship first

Replicate is a model marketplace. AI Generate is a unified API surface.

Replicate exposes thousands of community-contributed models, each with its own input schema. AI Generate curates a smaller catalog (300+ video, 120+ image, 30+ music & voice) but normalises them behind one create-task request shape and a single billing surface — credits, not per-second compute. If you build for end-customers you trade catalog breadth for predictable margins and a clean SDK story.

Pricing predictability

Replicate bills per-second of GPU time. That is great for ML researchers; it is hard for a SaaS that needs to quote a fixed price to its own customers. AI Generate prices each call against a published per-unit table, syncs daily from upstream providers, and applies a volume tier on rolling spend — so the cost of generating a 10s 1080p video clip stays inside ±5% of what you quoted yesterday.

Frequently asked

Why pre-paid credits instead of per-second billing?
Because most of our customers ship the API to their own customers and need a stable cost per output. Per-second billing makes that hard to quote. Each model row in our pricing table is per-unit (per image, per second of video, per song), so the cost of a given output is deterministic.
Do you support custom / fine-tuned models?
Not yet — we route to the canonical hosted version of each model on the upstream provider. If you need a private fine-tune, Replicate is the better fit today.
Can I migrate gradually?
Yes. Both services are independent integrations. Top up $10 (1,430 credits) to test AI Generate and migrate one workload at a time (image first, then video) until the cost ladder pays for itself.

Last updated .

Price guides from our live catalog: cheapest AI video API in 2026 · Flux 2 vs Ideogram V3

One integration, all the providers.

Same Bearer token. Video, image, music, chat. Pay from one credit pool.