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No. 63 Compute

Replicate

API to run hosted image, video and audio models, billed per second of GPU time or per output

Replicate is a hosted API for running AI models: open-weights image, video and audio models plus hosted models from Google, OpenAI, ByteDance, Alibaba and others. Billing is per second of GPU time, or per output for some models, with no subscription tier on the pricing page. Cloudflare agreed to acquire it in November 2025; it still runs under its own brand and existing APIs.

  • 3 creators using
  • 5 news items tracked
  • 2021 first launched
  • Paid pricing
  • Moderate learning curve
At a glance

What Replicate can do

  • Infinite canvas No
  • AI agent No
  • Node / flow builder Not confirmed
  • Public API Yes
  • MCP server Yes

12 of 26 capabilities confirmed

Replicate: Generation & editing
CapabilitySupportedDetails
Text to image Yes Hosted image models, e.g. google/nano-banana-2, openai/gpt-image-2, black-forest-labs/flux-2-pro
Image editing Not confirmed
Text to video Yes alibaba/wan-3, bytedance/seedance-2.5, xai/grok-imagine-video, prunaai/p-video-2-pro
Image to video Yes Wan 2.1 image-to-video models listed with per-second prices
Video to video Not confirmed
Native audio in video Yes bytedance/seedance-2.5 generates audio and video together (can be turned off)
Lip-sync Not confirmed
Voice / TTS Yes Speech models such as inworld/realtime-tts-2; voice cloning not verified
Music & SFX Yes minimax/music-2.6
Upscaling Not confirmed
Character consistency Not confirmed
Camera control Not confirmed
Custom training Yes Fine-tune open models such as SDXL on your own data; run them via the API
Third-party models Yes Hosts third-party models from Google, OpenAI, ByteDance, Alibaba, xAI, Black Forest Labs, Krea and Recraft
Replicate: Workspace
CapabilitySupportedDetails
Infinite canvas No
Node / flow builder Not confirmed
AI agent No
Chat assistant No
Team collaboration Not confirmed
Replicate: Platform
CapabilitySupportedDetails
Public API Yes REST API with Python and JavaScript SDKs; async predictions and webhooks
MCP server Yes Hosted MCP server (mcp.replicate.com) and replicate-mcp npm package
Mobile app Not confirmed
Desktop / local Partial Cog packages your own model for self-hosting; the platform itself is cloud-only
Open source Partial Cog is open source; many hosted models are open-weights, others are closed (e.g. Google, OpenAI models)
Replicate: Rights & access
CapabilitySupportedDetails
Free tier Not confirmed
Commercial use Not confirmed

Yes Partial No Not confirmed by the vendor

Why it stands out

What makes Replicate different

  1. 01

    Thousands of open and hosted models behind one REST API and SDKs (Python, Node), with no GPU setup or CUDA drivers

  2. 02

    Billing is per second of hardware time from $0.000025/s (CPU) to $0.001525/s (H100), or per output image or per second of video for models priced that way

  3. 03

    Hosted MCP server at mcp.replicate.com lets Claude or Cursor search, compare and run models directly

  4. 04

    Cog is the open-source packaging tool for putting your own model behind the same API, with autoscaling to zero

  5. 05

    Fine-tunes on fast-booting hardware are billed only for active time; dedicated deployments bill for setup and idle time too

The Feature

About Replicate

Replicate lets you call a model over HTTP without managing GPUs. You pick a model, send inputs, and get back an output file or JSON, with logs and metrics on each prediction. Its public catalog covers image models such as google/nano-banana-2, openai/gpt-image-2, black-forest-labs/flux-2-pro and krea/krea-2-medium, video models such as bytedance/seedance-2.5 (up to 30 seconds, with audio generated in the same pass), alibaba/wan-3 and xai/grok-imagine-video, plus speech and music models. You can also fine-tune an open model such as SDXL on your own images and run the result through the same API.

What changed in 2026: the Cloudflare acquisition (announced November 2025) is the big one. Cloudflare says existing APIs and models keep working, and it plans to add Replicate's catalog and fine-tuning to Workers AI and route it through AI Gateway for cost tracking. Smaller 2026 product changes were an MCP server listing in the official MCP Registry (February), a fallback model for Nano Banana Pro when Google's API is at capacity (March), and agent skill files for coding assistants (April). The public changelog shows nothing after 21 April 2026, so some later releases may not be visible from outside.

For a film or video team, Replicate is a developer tool, not a creative app. It fits when you are building a pipeline: batch-generating frames, running upscaling or transcription overnight, or putting a model behind an internal tool or a web app. A filmmaker who only wants to prompt a video model will get more from a finished interface. The per-second GPU rates are cheap for short jobs, but per-second video models add up quickly on long clips.

Changelog

What's new in Replicate

  1. Agent skills for Replicate

    Markdown skill files teach coding assistants how to run models through the Replicate API; installable with npx skills add replicate/skills.

    Source: replicate.com ↗
  2. Fallback model for Nano Banana Pro

    With allow_fallback_model set to true, Nano Banana Pro switches to Seedream 5.0 lite when Google's API is at capacity; off by default.

    Source: replicate.com ↗
Under the hood

Models available in Replicate

4 families · 4 models
  • Seedance 2.5 Latest $$$ ByteDance Native audio, 4 to 30 seconds per generation or auto duration
  • Wan 3.0 Latest $ Alibaba alibaba/wan-3; Wan 2.1 i2v billed at $0.09/s (480p) and $0.25/s (720p)
  • Grok Imagine Video $$ xAI xai/grok-imagine-video
  • P-Video 2 Pro Latest — Pruna AI prunaai/p-video-2-pro
5 families · 5 models

$ · $$ · $$$ = relative cost against other models of the same type, on fal.ai list prices. Cost inside Replicate depends on its own plans and credits.

Key Features

  • REST API with Python and JavaScript SDKs; predictions run async with webhooks
  • Thousands of open-source models plus hosted models from Google, OpenAI, ByteDance, Alibaba, xAI and Black Forest Labs
  • Per-second GPU billing from CPU to 8x H100, plus per-output pricing on some public models
  • Fine-tune open models such as SDXL on your own images and run them through the same API
  • Cog open-source tool to package and deploy your own models
  • Hosted MCP server for Claude and Cursor, and an experimental local code mode
  • Prediction logs and performance metrics per run
  • Batch processing: run thousands of predictions in parallel
  • Nano Banana Pro fallback model option when the primary API is at capacity (March 2026)
  • Agent skill files for coding assistants (April 2026)
The Verdict

When to reach for it — and when to skip

Reach for it when…

  • No GPU, CUDA or driver setup; one API call runs a model
  • Cheap for short jobs: an H100 second costs about $0.0015
  • Wide model catalog, including newer video models with native audio (Seedance 2.5)
  • MCP server makes it easy to run models from a chat session
  • Own models can be deployed with Cog and scale to zero when idle

Skip it when…

  • Developer tool: no timeline, canvas or prompt UI for editors
  • Per-second video models add up fast on long clips and many takes
  • Cold starts on less-used models are slow; third-party reviews cite roughly 10 to 30 seconds
  • Output licensing depends on each model's own terms, so commercial rights must be checked per model
  • Public changelog shows nothing after 21 April 2026, so recent releases are hard to confirm

Best For

✓ Ideal for

  • Batch-generating stills or frames overnight, such as concept art or look-dev variations
  • Adding image, video or speech generation to an internal tool or a web app
  • Transcribing rushes or interviews in bulk and posting results to a webhook
  • Upscaling or converting large sets of clips from a script, without local GPU VRAM limits
  • Testing many models quickly through one API before committing to one vendor

✗ Not built for

  • Editors and directors who want a creative interface, timeline or canvas
  • Latency-critical live features that cannot tolerate cold starts
  • Long-running video jobs on a tight budget, where per-second billing is hard to predict
Field Notes

Working Tips from Filmmakers Using Replicate

  1. 01 Read the price on each model page before a batch: some video models bill per second of output (Wan 2.1 i2v at $0.09/s for 480p, $0.25/s for 720p) and some images bill per output
  2. 02 Install the hosted MCP server in Claude or Cursor so you can compare and run models in plain language, instead of writing request code for each test
  3. 03 Test a model with 2 or 3 short generations before you queue a large batch; cold starts and per-second billing make big runs expensive to redo
  4. 04 For a deadline, keep a dedicated deployment warm for that model; you pay for idle time, so switch it off afterwards
Pricing

Replicate pricing in 2026

Replicate plans and pricing
Plan Price What you get
Public models, hardware time $0.000025/s (CPU) to $0.001525/s (H100) per second of runtime
  • CPU $0.09/hr; T4 $0.81/hr; L40S $3.51/hr; A100 80GB $5.04/hr; H100 80GB $5.49/hr
  • Multi-GPU options up to 8x H100 at $0.0122/s; higher counts need committed spend
  • Async predictions, webhooks, logs and metrics
Public models, per output varies by model, e.g. flux-1.1-pro $0.04 per image; wan-2.1 i2v 480p $0.09/s; 720p $0.25/s per output image, token or second of video
  • Price is shown on each model page
  • Some models bill per output even when the GPU time is shorter or longer
Private / dedicated deployments not listed on the pricing page setup + idle + active time (fast-booting fine-tunes: active time only)
  • Your own model on dedicated hardware
  • Idle time is billed while the deployment is online
Enterprise / committed spend custom contract
  • Volume discounts for large spend
  • Committed-spend capacity for multi-GPU and H200 hardware

Prices checked against Replicate's pricing page on 9 Oct 2026. Vendors change plans often, so confirm before you buy.

Side by side

Replicate vs ComfyUI

Replicate vs ComfyUI
Replicate ComfyUI
Price Pay per second of hardware: $0.000225/s (T4) to $0.001525/s (H100). No monthly plan on the pricing page; enterprise is custom. Local app free (GPL-3.0); Comfy Cloud Standard $20/mo ($16/mo billed yearly)
Infinite canvas No Partial
Node / flow builder Not confirmed Yes
AI agent No Partial
Chat assistant No Yes
Team collaboration Not confirmed Partial
Text to image Yes Yes
Image editing Not confirmed Yes
Text to video Yes Yes
Image to video Yes Yes
Video to video Not confirmed Partial
Native audio in video Yes Not confirmed
Voice / TTS Yes Not confirmed
Music & SFX Yes Yes
Upscaling Not confirmed Partial
Custom training Yes Partial
Third-party models Yes Yes
Public API Yes Yes
MCP server Yes Yes
Desktop / local Partial Yes
Open source Partial Yes
Free tier Not confirmed Yes
Commercial use Not confirmed Partial
Pricing model Per second of GPU time, or per output for some models Monthly subscription credits; desktop app free
Entry paid price $0.000225/s on T4 (about $0.81/hr) Standard $16/mo billed yearly
Top GPU listed H100 at $0.001525/s; up to 8x H100 RTX 6000 Pro, 96GB VRAM (Comfy Cloud)
Public API Yes: REST + SDKs Yes (Comfy API)
Visual node graph No visual builder on site or docs Yes: node graph is the core interface
Runs locally Only self-hosted via Cog Yes, desktop app is free

Each column comes from that tool's own researched page. "Not confirmed" means the vendor doesn't say.

Open the full Replicate vs ComfyUI comparison →

Use Cases

Generate a set of storyboard frames from a shot list through a script, using a hosted image modelRun Whisper-style transcription on an interview archive and export captions from the JSONBatch-upscale a folder of proxy frames to 4K masters overnightAdd an image or video generation step to an internal pitch-tool web appFine-tune an SDXL style on a look-book and run it for consistent concept art

Integrations

REST API (language-agnostic)Python SDK (pip install replicate)JavaScript/Node.js SDKGo, Ruby, Java community SDKsSlack bot integration (push predictions to Slack)GitHub Actions for CI/CD workflowsComfyUI for node-based workflowsAWS Lambda, Google Cloud Functions for serverless execution

Tags

#gpu-api#model-hosting#pay-per-second#video-generation#image-generation#developer-tool#cloudflare
How we checked this

Sources

Facts on this page were checked against Replicate's own pricing, product and changelog pages on , then cross-checked with independent coverage where vendor pages were silent. Anything we couldn't confirm is marked "Not confirmed" rather than guessed.

  1. Replicate pricing page replicate.com
  2. Replicate changelog replicate.com
  3. Replicate home replicate.com
  4. Replicate MCP server docs replicate.com
  5. Seedance 2.5 model page on Replicate replicate.com
  6. Cloudflare blog: Replicate joins Cloudflare blog.cloudflare.com
  7. Comfy Cloud pricing (comparison) comfy.org

Spotted something out of date? Tell us and we'll re-check it.

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