ModelsAgree

AI ranking change · 2026-07-12

Cohere Embed overtakes Cohere Embed 4 as Gemini's #1 pick

for embeddings model api

Cohere Embed 4Cohere Embed

On 2026-07-12, Gemini changed its #1 recommendation for best embeddings model api — dropping Cohere Embed 4 from the top spot in favor of Cohere Embed. The previous #1 had held since 2026-07-10.

Offers 128k context, native multimodal (text and image) embedding capabilities, Matryoshka dynamic compression (256 to 1536 dimensions), and search-specific input types optimized for enterprise RAG pipelines.Gemini

Is your product in this race?

embeddings model API rankings re-poll every week. Check where the AI models place your product — and get an email the moment it moves.

Get your AI Visibility Grade →

Source: modelsagree.com · CC BY 4.0 · Every poll is public and re-checked continuously.