Replicate vs Together AI
A feature-by-feature comparison of Replicate and Together AI across 7 capability categories.
Modalities — Replicate Wins
| Feature | Replicate | Together AI |
|---|---|---|
Text Input | Yes, requires free plan. Every hosted model takes a prompt (or structured input) via the HTTP API and playground. | Yes, requires free plan. Serverless inference and playground take chat/completions text. |
Image Upload / Vision | Yes, requires plus plan. Many models take reference images (FLUX, Seedream, etc.). You pass files/URLs in the API. | Unknown. Vision on hosted models was not confirmed on the marketing homepage. |
Image Generation | Yes, requires plus plan. Hosts FLUX, Imagen, GPT Image, Recraft, and thousands of community image models. Billing is prepaid credit. | Unknown. Together is inference/GPU cloud. Image model hosting was not on the homepage snippet. |
Voice Mode | No. You can run TTS/STT models. That is not a conversational voice loop product. | No. Not a conversational voice product. |
Video Understanding | Partial. Hosts caption and video models. Replicate itself does not “watch YouTube” as a chat product. | No. Not a video-analysis product. |
Video Generation | Partial. Hosts third-party video models via API; it is not a first-party video studio. | No. Not a video generation product. |
File Upload (PDF, DOCX) | Partial. API inputs include images, zip datasets for training. Not a PDF chat uploader. | No. Chat/completions, not a PDF uploader. |
Code Execution | No. You call models. Cog packages your code; that is deploy, not a user Python sandbox in chat. | Yes, requires plus plan. Code sandboxes are listed on the product page. |
Audio Input | Yes, requires plus plan. Speech and music models are listed (generate speech, music). | Unknown. Speech endpoints were not on the homepage snippet. |
Canvas / Artifact Editor | No. Playground is a form, not an artifacts canvas. | No. Playground, not a canvas. |
Screen Sharing / Computer Use | No. No computer-use product. | No. No computer-use product. |
Memory & Context — Together AI Wins
| Feature | Replicate | Together AI |
|---|---|---|
Persistent Memory | No. Predictions are jobs. You keep state in your app. | No. Stateless inference. You keep history. |
Large Context Window | Unknown. Depends on the model you run. No single Replicate window. | Unknown. Depends on the open model you host. No single Together window on the homepage. |
Custom Instructions | Partial. System prompts / input schemas per model. Not a global user profile. | Yes, requires free plan. System prompts in the API. |
Conversation History | Partial. Playground and prediction logs. The API is stateless per call. | Partial. Playground/console history. The API is stateless. |
Integrations — Replicate Wins
| Feature | Replicate | Together AI |
|---|---|---|
Web Search / Browsing | No. Not a search engine. A model might browse if the author built that. | No. Not a search product. |
Plugins / Extensions | Yes, requires free plan. Thousands of community models, client libraries, webhooks, MCP server. | Partial. Endpoints, batch, dedicated clusters. Not a GPT plugin store. |
API Access | Yes, requires free plan. HTTP API, Node/Python clients, deployments. Get started for free; pay for compute. | Yes, requires free plan. Inference API, fine-tuning, GPU cloud. Usage billing, not a seat. |
Zapier Integration | Unknown. No first-party Zapier listing was checked. | Unknown. No first-party Zapier listing was checked. |
Custom GPTs / Bots | No. You deploy models, not a GPT store. | No. No GPT store. |
Real-time Collaboration | No. No multiplayer canvas. | No. No multiplayer chat. |
Live Social Data Integration | No. No live social firehose. | No. No live social firehose. |
Live Citation Mapping | No. Not a cited-search product. | No. Not a cited-search product. |
Developer — Tie
| Feature | Replicate | Together AI |
|---|---|---|
Function Calling | Unknown. Depends on the language model you host. Not a Replicate-wide tools API. | Unknown. Tool use on hosted models was not confirmed on the homepage. |
Streaming Responses | Yes, requires plus plan. Docs include streaming output for compatible models. | Yes, requires plus plan. Serverless inference streams tokens. Research kernels (FlashAttention) are the latency pitch. |
Fine-Tuning | Yes, requires plus plan. Trainings API: fine-tune image models (e.g. FLUX LoRA) and push the result. | Yes, requires plus plan. Fine-tuning is a listed product next to inference and GPU cloud. |
Embeddings API | Unknown. You can run embedding models if published. Not a first-party embeddings SKU. | Unknown. An embeddings endpoint was not confirmed on the homepage. |
Structured Output (JSON) | Partial. Cog/input schemas. JSON-mode depends on the model. | Unknown. JSON mode was not confirmed on the homepage. |
Reasoning / Thinking Mode | Unknown. Hosts reasoning models (e.g. Claude). No Replicate Deep Think switch. | Unknown. You can host reasoning open models. No Together Deep Think toggle. |
Local Execution | Partial. Cog is open source so you can run locally. Hosted Replicate is cloud GPUs. | No. Cloud GPUs / serverless. Not on your laptop. |
Open Weights | Partial. Hosts many open models. The platform and many popular models are mixed open/closed. | Partial. Inference cloud for open models. Together’s serving stack is not a weight release. |
Multi-Agent Orchestration | No. You orchestrate in your code. | No. You orchestrate in your app. |
Platforms — Tie
| Feature | Replicate | Together AI |
|---|---|---|
Web App | Yes, requires free plan. replicate.com playground and dashboard. | Yes, requires free plan. together.ai console. |
iOS App | No. No official iOS app. | No. No iOS app. |
Android App | No. No official Android app. | No. No Android app. |
Desktop App | No. API + web, not a desktop app. | No. No desktop app. |
Chrome Extension | No. No Chrome extension. | No. No Chrome extension. |
Privacy — Replicate Wins
| Feature | Replicate | Together AI |
|---|---|---|
GDPR Compliant | Unknown. Needs a current DPA read. | Unknown. Needs a current DPA read. |
Opt Out of Data Training | Unknown. Docs mention data-retention controls; the toggle was not re-read this round. | Unknown. Training use of prompts was not checked. |
Enterprise Privacy Mode | Yes, requires enterprise plan. Enterprise plans, logging/monitoring, scale. Details are sales, not a public seat price. | Unknown. Dedicated endpoints exist; enterprise contract terms were not on the homepage. |
Workspaces — Tie
| Feature | Replicate | Together AI |
|---|---|---|
Projects / Folders | Unknown. Overlapping columns disagreed (no vs partial); left unverified rather than copying a no. | No. No consumer project product. |