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Together AI vs Pinecone

A feature-by-feature comparison of Together AI and Pinecone across 7 capability categories.

First tool

Try Together AI (opens in a new tab)

Second tool

Try Pinecone (opens in a new tab)

Modalities — Together AI Wins

Modalities: Together AI compared with Pinecone
Feature	Together AI	Pinecone
Text Input	Yes, requires free plan. Serverless inference and playground take chat/completions text.	Partial. Assistant and MCP take text queries. Pinecone is a vector DB, not a general chat LLM.
Image Upload / Vision	Unknown. Vision on hosted models was not confirmed on the marketing homepage.	No. Vector database, not a vision chat product.
Image Generation	Unknown. Together is inference/GPU cloud. Image model hosting was not on the homepage snippet.	No. Does not generate images.
Voice Mode	No. Not a conversational voice product.	No. Not a voice assistant.
Video Understanding	No. Not a video-analysis product.	No. Not a video product.
Video Generation	No. Not a video generation product.	No. Not a video generation product.
File Upload (PDF, DOCX)	No. Chat/completions, not a PDF uploader.	Partial. Ingest documents into indexes for RAG. Not a PDF chat UI.
Code Execution	Yes, requires plus plan. Code sandboxes are listed on the product page.	No. Database and inference APIs, not a code sandbox.
Audio Input	Unknown. Speech endpoints were not on the homepage snippet.	No. Not a speech product.
Canvas / Artifact Editor	No. Playground, not a canvas.	No. Database console, not a canvas.
Screen Sharing / Computer Use	No. No computer-use product.	No. No computer-use product.

Memory & Context — Tie

Memory & Context: Together AI compared with Pinecone
Feature	Together AI	Pinecone
Persistent Memory	No. Stateless inference. You keep history.	Yes, requires plus plan. Vector indexes persist embeddings for retrieval — core product.
Large Context Window	Unknown. Depends on the open model you host. No single Together window on the homepage.	No. Retrieval layer, not an LLM context window.
Custom Instructions	Yes, requires free plan. System prompts in the API.	Partial. Assistant system prompts. Not a global user profile.
Conversation History	Partial. Playground/console history. The API is stateless.	Partial. Assistant sessions may retain history. API is index-oriented.

Integrations — Pinecone Wins

Integrations: Together AI compared with Pinecone
Feature	Together AI	Pinecone
Web Search / Browsing	No. Not a search product.	No. Retrieves from your index, not the open web.
Plugins / Extensions	Partial. Endpoints, batch, dedicated clusters. Not a GPT plugin store.	Yes, requires plus plan. MCP server, integrations, and rerank models.
API Access	Yes, requires free plan. Inference API, fine-tuning, GPU cloud. Usage billing, not a seat.	Yes, requires plus plan. REST/gRPC index and inference APIs.
Zapier Integration	Unknown. No first-party Zapier listing was checked.	Unknown. Zapier integration was not checked this round.
Custom GPTs / Bots	No. No GPT store.	Partial. Pinecone Assistant is a RAG bot over your data.
Real-time Collaboration	No. No multiplayer chat.	No. Shared org access, not multiplayer editing.
Live Social Data Integration	No. No live social firehose.	No. No social firehose.
Live Citation Mapping	No. Not a cited-search product.	Partial. Assistant highlights citation spans in retrieved chunks.

Developer — Together AI Wins

Developer: Together AI compared with Pinecone
Feature	Together AI	Pinecone
Function Calling	Unknown. Tool use on hosted models was not confirmed on the homepage.	No. Not an LLM with tools. Assistant may delegate to your stack.
Streaming Responses	Yes, requires plus plan. Serverless inference streams tokens. Research kernels (FlashAttention) are the latency pitch.	Partial. Assistant may stream answers. Index upserts are batch/API.
Fine-Tuning	Yes, requires plus plan. Fine-tuning is a listed product next to inference and GPU cloud.	No. Does not train foundation models.
Embeddings API	Unknown. An embeddings endpoint was not confirmed on the homepage.	Yes, requires plus plan. Hosted embedding and rerank models are a core SKU.
Structured Output (JSON)	Unknown. JSON mode was not confirmed on the homepage.	No. Returns vectors and metadata, not LLM JSON mode.
Reasoning / Thinking Mode	Unknown. You can host reasoning open models. No Together Deep Think toggle.	No. Not a reasoning LLM product.
Local Execution	No. Cloud GPUs / serverless. Not on your laptop.	No. Managed cloud vector DB.
Open Weights	Partial. Inference cloud for open models. Together’s serving stack is not a weight release.	No. Hosts embedding models; the platform is not an open-weight release.
Multi-Agent Orchestration	No. You orchestrate in your app.	No. You orchestrate agents in your app.

Platforms — Tie

Platforms: Together AI compared with Pinecone
Feature	Together AI	Pinecone
Web App	Yes, requires free plan. together.ai console.	Yes, requires free plan. pinecone.io console for indexes and Assistant.
iOS App	No. No iOS app.	No. No iOS app.
Android App	No. No Android app.	No. No Android app.
Desktop App	No. No desktop app.	No. Web console only.
Chrome Extension	No. No Chrome extension.	No. No Chrome extension.

Privacy — Pinecone Wins

Privacy: Together AI compared with Pinecone
Feature	Together AI	Pinecone
GDPR Compliant	Unknown. Needs a current DPA read.	Unknown. Enterprise compliance docs were not re-read.
Opt Out of Data Training	Unknown. Training use of prompts was not checked.	Partial. Your vectors stay in your index. Training policy on hosted models was not checked.
Enterprise Privacy Mode	Unknown. Dedicated endpoints exist; enterprise contract terms were not on the homepage.	Yes, requires enterprise plan. SOC 2, private networking, and enterprise plans.

Workspaces — Pinecone Wins

Workspaces: Together AI compared with Pinecone
Feature	Together AI	Pinecone
Projects / Folders	No. No consumer project product.	Yes, requires plus plan. Projects organize indexes and Assistant apps.