OpenAI compatible API · Attested · Public status

Jina AI: Jina Embeddings v2 Base EN vs OpenAI: gpt-oss-120b

Jina AI: Jina Embeddings v2 Base EN vs gpt-oss-120b: compare current API pricing, context, provider routes, privacy, p50 latency, and OpenAI-compatible access.

Verify gateway
Onebase URL to migrate
100sof models and routes
0prompt or output logs. Always.
Compare routesProviders, price, context, and policy posture in one view.
Use auto when uptime mattersKeep a primary model and let fallback handle provider failures.
Same API shapeUse the OpenAI client and set the model you want.

Practical read

Monthly evidence

Jina AI: Jina Embeddings v2 Base EN has the lower published input-plus-output rate. gpt-oss-120b has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

$0.05275/1MJina AI: Jina Embeddings v2 Base EN cheapest route
$0.211/1MOpenAI: gpt-oss-120b cheapest route
not enough dataJina AI: Jina Embeddings v2 Base EN fastest measured p50 TTFT
544 msOpenAI: gpt-oss-120b fastest measured p50 TTFT via baseten

The price comparison adds each route's rate for one million input tokens and one million output tokens; your cost depends on your input/output mix. Prices and live route measurements can change. Use the monthly reports when you need a stable evidence window, then run a small task-specific eval before choosing a production default.

Jina AI: Jina Embeddings v2 Base ENOpenAI: gpt-oss-120b
Model idjina-ai/jina-embeddings-v2-base-enopenai/gpt-oss-120b
AI IQ IQ 98#99
Context8,192 tokens131,072 tokens
Credits provider routes122
Cheapest route$0.05275/1M$0.211/1M
Cached inputNot published$0.015825/1M to $0.1055/1M
Privacy postureprovider posture varieshas provider E2EE route
Fastest measured p50 TTFTnot enough data544 ms via baseten
Highest measured throughputnot enough datanot enough data
Recent route uptime rangenot enough data100.00%
Modes embeddings chat

Jina AI: Jina Embeddings v2 Base EN routes

OpenAI: gpt-oss-120b routes

Related comparisons

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Production choice

Pick a default model. Keep fallback enabled.

TrustedRouter is useful when you know the model you want, but still need provider rollover, budget limits, usage records, and a prompt path you can verify.

Questions

Which should I use, Jina AI: Jina Embeddings v2 Base EN or OpenAI: gpt-oss-120b?

Jina AI: Jina Embeddings v2 Base EN has the lower published input-plus-output rate. gpt-oss-120b has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

Is Jina AI: Jina Embeddings v2 Base EN or OpenAI: gpt-oss-120b cheaper?

The current cheapest TrustedRouter route is $0.05275/1M for Jina AI: Jina Embeddings v2 Base EN and $0.211/1M for OpenAI: gpt-oss-120b. The comparison uses current catalog prices and updates as provider pricing changes.

Is Jina AI: Jina Embeddings v2 Base EN or OpenAI: gpt-oss-120b faster?

Current measured p50 time to first token is not enough data for Jina AI: Jina Embeddings v2 Base EN and 544 ms for OpenAI: gpt-oss-120b. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Jina AI: Jina Embeddings v2 Base EN and OpenAI: gpt-oss-120b with the same API?

Both use the same TrustedRouter base URL and API key. At least one of them is not a chat model, so the request can differ as well as the model id: the API docs list the route for each kind of model.

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