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Google Gemini Embedding
What ChatGPT, Claude, Gemini & Grok actually say · July 2026
The verdict
Google Gemini Embedding appears in 1 AI-ranked category — best position #2 for embeddings model api.
GPT #1Claude #3Gemini #4Grok #1
Best overall 2026 embedding API for frontier multimodal retrieval, strong multilingual/code performance, flexible 128-3072 dimensions, and a single shared space for text, image, audio, video, and PDFs
What would move Google Gemini Embedding up
- GPT Publish clearer production latency, pricing, and independent retrieval benchmark results at scale
- Claude Decouple the best experience from Vertex AI lock-in — simpler standalone API access with clearer quotas would win over teams outside GCP
- Gemini Simplify the Vertex AI console onboarding and reduce API response overhead.
- Grok Lower pricing to compete with cheaper alternatives on cost-sensitive workloads
Top alternatives per the models: Voyage AI · Cohere Embed · OpenAI Embeddings · Jina Embeddings
Rankings are computed from what the models answer, re-polled continuously · raw reasoning shown verbatim · methodology