{"id":"embeddings","slug":"embeddings","name":"Embeddings for RAG","shortName":"Embeddings for RAG","problemStatement":"High-quality embeddings (+ optional rerank) for retrieval pipelines.","whenNotTopPick":"Already standardized on OpenAI embeddings operationally; retrieval-quality bake-off winner is Voyage; need local/open embed models on HF/Fireworks; want URL-to-markdown + embeddings together — Jina.","categoryIds":["cat-inference-apis"],"depotPickProviderId":"cohere","depotPickRationale":"Capability for retrieval quality + pricePerf. Cohere remains general default (enterprise + multilingual). Voyage when nDCG/lite $0.02 SKU wins the bake-off; Jina when you also want Reader/rerank in one EU API.","runnersUpIds":["voyage","openai","google-ai","jina","huggingface-inference"],"weights":{"capabilityFit":0.26,"pricePerformance":0.12,"latencyReliability":0.12,"developerDx":0.22,"privacyPosture":0.12,"lockInRisk":0.08,"maturity":0.08},"methodologyNotes":"Capability for retrieval quality + pricePerf. Cohere remains general default (enterprise + multilingual). Voyage when nDCG/lite $0.02 SKU wins the bake-off; Jina when you also want Reader/rerank in one EU API.","tags":["embeddings"],"depth":{"whenNotToUse":{"text":"Already standardized on OpenAI embeddings operationally; retrieval-quality bake-off winner is Voyage; need local/open embed models on HF/Fireworks; want URL-to-markdown + embeddings together — Jina.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"voyage","name":"Voyage AI","overallForJob":8.37,"pickOverallForJob":7.89,"beatsPickOn":["capabilityFit","pricePerformance","developerDx","lockInRisk"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4.5,"runnerUpLockInRisk":4.2,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[{"id":"bge-m3","name":"BGE-M3","license":"MIT","sourceUrl":"https://huggingface.co/BAAI/bge-m3/raw/main/README.md"},{"id":"qwen3-embedding-0-6b","name":"Qwen3-Embedding-0.6B","license":"Apache-2.0","sourceUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-0.6B/raw/main/README.md"},{"id":"jina-embeddings-v3-weights","name":"jina-embeddings-v3","license":"CC-BY-NC-4.0","sourceUrl":"https://huggingface.co/jinaai/jina-embeddings-v3/raw/main/README.md"}],"migration":"Runner-up Voyage AI has lower stored lock-in risk (4.2 vs 4.5, 0–10, higher = more lock-in). Self-host fallback listed for this job: BGE-M3, Qwen3-Embedding-0.6B, jina-embeddings-v3.","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"freshness":{"pick":{"score":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":4,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}}}}