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Best Embeddings tools

Text-embedding APIs agents call to vectorize text for RAG & search.

Ranked by cost · 100M tokens+ verified agent-readiness · not yet benchmarked

Comparable cost for a standard workload — the objective axis. AI rank = price-blind quality opinion aggregated from multiple AI models (labeled, never mixed into the cost order). Click any column to sort. how it's scored →

↓ sorted by cost — cheapest for the standard workload first · click any header to re-sort · # = position in current sort
#Tool100M tokensAI rankFree tierSOC 2DocsMaint.
1Fireworks AIFireworks AI4/5—
2DeepInfraDeepInfra✗4/5—
3OpenAIOpenAI✗4/5—
4Voyage AIVoyage AI✗——
5Together AITogether AI✗——
6Jina AIJina AI✗——
7Amazon Bedrock Titan Embeddings v2Amazon Bedrock Titan Embeddings v2✗5/5—
8Hugging FaceHugging Face4/5active
9MistralMistral——
10CohereCohere——
11GoogleGoogle4/5—
12NomicNomic——
13BasetenBaseten——
14NVIDIA NIMNVIDIA NIM✗———