Cohere alternatives
Use for retrieval stacks (embed+rerank), not as your primary agent brain. Quietly excellent at enterprise RAG.
Overall 7.95 (curated_estimate, high) · score asOf 2026-10-19 · last reviewed 2026-10-19. This is not an Elo and not a live price board. Provider · JSON
Jobs: cheap-volume-llm, eu-sovereign-llm, embeddings, rag-enterprise, rag-rerank, batch-cheap-embeddings, late-interaction-retrieval
| Provider | Why listed | Overall | Δ vs subject | asOf |
|---|---|---|---|---|
| Voyage AI Depot pick for RAG rerank. Keep Cohere as general embeddings default (enterprise + multilingual maturity)… | same_jtbd_runner, same_jtbd_pick · embeddings, rag-rerank, batch-cheap-embeddings | 8.4high | +0.45 | 2026-09-14 |
| Jina AI Promoted high after pinning official models API token matrix ($0.05/1M). Best as EU-friendly all-in-one… | same_jtbd_runner, same_jtbd_pick · embeddings, rag-rerank, batch-cheap-embeddings | 8.12high | +0.17 | 2026-09-14 |
| Fireworks AI Top pick for production open-model serving with real DX. Prefer over random GPU DIY when you want tokens not… | same_jtbd_pick · cheap-volume-llm | 8.35high | +0.4 | 2026-09-14 |
| Mistral AI Default EU-friendly LLM vendor. Pair with Mistral-hosted or self-host open weights when sovereignty matters. | same_jtbd_pick · eu-sovereign-llm | 8.05high | +0.1 | 2026-09-14 |
| Google AI (Gemini) Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality… | same_jtbd_runner · cheap-volume-llm, embeddings, batch-cheap-embeddings | 8.43high | +0.48 | 2026-10-19 |
| OpenAI Default when you want maximum capability and ecosystem glue. Multi-home critical paths behind OpenAI-compat… | same_jtbd_runner · embeddings, batch-cheap-embeddings | 8.22high | +0.27 | 2026-09-14 |
| Typesense Cloud Hybrid search peer when you want Algolia-like DX without per-request fees. Sample $0.03/hr floor pinned… | same_jtbd_runner · late-interaction-retrieval | 8.29high | +0.34 | 2026-09-14 |
| Together AI Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated… | same_jtbd_runner · cheap-volume-llm | 8.2high | +0.25 | 2026-09-14 |
| Weaviate Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes. | same_jtbd_runner · rag-enterprise | 8.2high | +0.25 | 2026-09-14 |
| Scaleway Generative APIs Best-documented EU open-model serverless API after Mistral. Use when you want Paris residency + published €… | same_jtbd_runner · eu-sovereign-llm | 8.09high | +0.14 | 2026-09-14 |
| IONOS AI Model Hub Strong Germany-sovereign open-model peer beside Scaleway/OVH/STACKIT. Mistral still default EU brand for… | same_jtbd_runner · eu-sovereign-llm | 8.01high | +0.06 | 2026-09-14 |
| Infomaniak AI Fill the Swiss sovereign hole. Mistral remains Depot EU LLM default; Infomaniak when the RFP says Switzerland… | same_jtbd_runner · eu-sovereign-llm | 7.97high | +0.02 | 2026-09-14 |
Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): cheap-volume-llm, eu-sovereign-llm, embeddings, rag-enterprise.
Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.