Cohere vs Vertex AI
A feature-by-feature comparison of Cohere and Vertex AI across 7 capability categories.
Modalities — Vertex AI Wins
| Feature | Cohere | Vertex AI |
|---|---|---|
Text Input | Yes | Yes, requires plus plan. Gemini and other models via Generate Content API and Agent Studio. |
Image Upload / Vision | No | Yes, requires plus plan. Gemini multimodal accepts images in the API and console. |
Image Generation | No | Yes, requires plus plan. Imagen models in Model Garden and Vertex AI Studio. |
Voice Mode | No | Partial. Speech APIs exist. Not a consumer voice-chat loop like Gemini app. |
Video Understanding | No | Yes, requires plus plan. Gemini video understanding in Agent Studio and the API. |
Video Generation | No. Not a video generation product. | Yes, requires plus plan. Vertex AI serves Veo and other video generation models. |
File Upload (PDF, DOCX) | Yes. RAG document upload | Yes, requires plus plan. RAG with Cloud Storage and document ingestion in Agent Builder. |
Code Execution | No | Partial. Colab Enterprise and notebooks for code. Not a chat Python sandbox. |
Audio Input | No | Partial. Speech-to-text models available. Vertex is a platform, not a voice assistant. |
Canvas / Artifact Editor | No. Auto populated | No. Studio is a dev console, not a consumer canvas. |
Screen Sharing / Computer Use | No. Auto populated | No. No computer-use desktop product. |
Memory & Context — Cohere Wins
| Feature | Cohere | Vertex AI |
|---|---|---|
Persistent Memory | No | Partial. RAG corpora and agent session config. Distinct from consumer Gemini memory. |
Large Context Window | Yes. 128k tokens | Unknown. Depends on the Gemini/model version deployed. |
Custom Instructions | Yes | Yes, requires plus plan. System instructions in Agent Studio and API prompts. |
Conversation History | Yes | Partial. Session state in agents. API calls are otherwise stateless. |
Integrations — Cohere Wins
| Feature | Cohere | Vertex AI |
|---|---|---|
Web Search / Browsing | Yes. Real-time web connector | Partial. Grounding with Google Search in Gemini API. Enterprise Agent Platform feature set. |
Plugins / Extensions | Yes. Data connectors | Yes, requires plus plan. Extensions, tools, and Model Garden integrations. |
API Access | Yes | Yes, requires plus plan. Vertex AI REST/gRPC SDK. $300 credits for new accounts. |
Zapier Integration | No | Unknown. No first-party Zapier listing was checked. |
Custom GPTs / Bots | Yes. Auto populated | Yes, requires plus plan. Agent Builder and Agent Studio deploy custom agents. |
Real-time Collaboration | No. Auto populated | Partial. IAM-shared console and notebooks. Not multiplayer chat. |
Live Social Data Integration | No. No live social firehose product. | |
Live Citation Mapping | Partial. Grounding with Search returns citations. RAG returns source chunks. |
Developer — Vertex AI Wins
| Feature | Cohere | Vertex AI |
|---|---|---|
Function Calling | Yes | Yes, requires plus plan. Function calling in Gemini and agent tool use. |
Streaming Responses | Yes | Yes, requires plus plan. Streaming generateContent responses. |
Fine-Tuning | Yes, requires enterprise plan | Yes, requires plus plan. Supervised fine-tuning and tuning jobs in Vertex AI. |
Embeddings API | Yes. Industry-leading embed models | Yes, requires plus plan. Text embeddings and Vector Search. |
Structured Output (JSON) | Yes | Yes, requires plus plan. JSON schema / response schema in Gemini API. |
Reasoning / Thinking Mode | Partial. Auto populated | Partial. Thinking/reasoning models in Gemini 2.x family. Platform-level, not a single toggle. |
Local Execution | Partial. Command models publish open weights for research; commercial use runs through the API or a private deployment. | No. Cloud GCP inference. Distinct from Antigravity local dev. |
Open Weights | Partial. Model Garden hosts open models (Gemma, Llama) plus Google proprietary models. | |
Multi-Agent Orchestration | Yes, requires plus plan. Gemini Enterprise Agent Platform supports multi-agent flows. |
Platforms — Tie
| Feature | Cohere | Vertex AI |
|---|---|---|
Web App | Yes | Yes, requires plus plan. Google Cloud console and Vertex AI Studio. |
iOS App | No | No. No consumer iOS app. Distinct from Gemini mobile. |
Android App | No | No. No consumer Android app. |
Desktop App | No | No. Browser console, not a desktop chat app. |
Chrome Extension | No | No. No Chrome extension. |
Privacy — Cohere Wins
| Feature | Cohere | Vertex AI |
|---|---|---|
GDPR Compliant | Yes | Partial. Google Cloud compliance offerings. Specific Vertex DPA not re-read. |
Opt Out of Data Training | Yes | Partial. Enterprise terms restrict training on customer data. Consumer Gemini policies differ. |
Enterprise Privacy Mode | Yes, requires enterprise plan | Yes, requires enterprise plan. VPC-SC, CMEK, and Gemini Enterprise privacy controls. |
Workspaces — Tie
| Feature | Cohere | Vertex AI |
|---|---|---|
Projects / Folders | Partial. Auto populated | Unknown. Overlapping columns disagreed (yes vs partial); left unverified rather than copying a no. |