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ChatGPT vs Cohere Embed v4

Which one should you try?

ChatGPT

Freemium

Best for People working with documents and research

Cohere Embed v4

Freemium

Best for Production semantic search requiring multimodal support

Pricing, capabilities and platforms side by side. Prices are as of the "Pricing checked" date in the table.

ChatGPT

ChatGPT

OpenAI's assistant for writing, research, analysis and file creation through Chat, Work and Codex.

Cohere Embed v4

Cohere Embed v4

Cohere Embed v4 transforms text, images, and mixed content into unified vector representations for semantic search, RAG, document clustering, and similarity matching. The model supports 1,536-dimensional embeddings with flexible compression via Matryoshka embeddings (256, 512, 1024, 1536 dimensions). Priced at $0.12/1M text tokens and $0.47/1M image tokens, it delivers multimodal capabilities competitive with text-only alternatives. The API supports batch processing up to 128,000 tokens per request with asymmetric search optimization. Limitation: incompatible with v3 embeddings; corpus re-embedding required for upgrades.

AttributeChatGPTCohere Embed v4
PricingFreemiumFreemium
PriceFree; paid plans from US$8/month (Go; regional availability varies)$0.12 per 1M text tokens; $0.47 per 1M image tokens
Pricing checkedOct 17, 2026Not checked yet
Free trialNot stated0 days
Open sourceNoNo
Has APIYesYes
Self-hosted optionNoNo
PlatformsWeb, desktop, mobileCohere Platform, AWS Bedrock, Azure AI Foundry, Amazon SageMaker, GitHub Models
Languages—English and 100+ languages for text input; English for image input
Released—2025-04-15
Pros
  • Conversation, research and file creation in one product
  • Projects and plugins can add relevant context
  • Free plan available for getting started
  • Unified multimodal model reduces infrastructure complexity
  • Competitive pricing at $0.12/1M tokens for text embeddings
  • Flexible output dimensions (256-1536) via Matryoshka embeddings reduce storage and latency
  • Strong MTEB performance (65.2) with 35% cross-lingual retrieval improvement
  • Supports asymmetric search for optimized query-document retrieval
Cons
  • Tool and model access varies by account and platform
  • Work and Codex share usage allowances
  • Outputs and citations need human review
  • Embed v4 vectors incompatible with v3; requires full corpus re-embedding for migrations
  • Image pricing ($0.47/1M tokens) is higher than text and limits image-heavy workloads
  • Trial keys rate-limited and unusable for production, requiring immediate production key conversion

Made up your mind?

ChatGPT

Freemium

Best for People working with documents and research

Cohere Embed v4

Freemium

Best for Production semantic search requiring multimodal support

Specs come from each tool's own site and docs (how we test). AIDiveForge is editorially independent.

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