OpenAI compatible API · Attested · Public status

OpenAI: gpt-oss-120b vs Qwen3 Embedding 8B

gpt-oss-120b has more Credits provider routes and the larger context window. Qwen3 Embedding 8B has the lower published input-plus-output rate. There is not enough recent probe data to compare speed. Compare price, speed, context, and privacy.

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

gpt-oss-120b has more Credits provider routes and the larger context window. Qwen3 Embedding 8B has the lower published input-plus-output rate. There is not enough recent probe data to compare speed.

$0.211/1MOpenAI: gpt-oss-120b cheapest route

$0.0211/1MQwen3 Embedding 8B cheapest route

934 msOpenAI: gpt-oss-120b fastest measured p50 TTFT via akashml

not enough dataQwen3 Embedding 8B fastest measured p50 TTFT

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.

OpenAI: gpt-oss-120bQwen3 Embedding 8B

Model idopenai/gpt-oss-120bqwen/qwen3-embedding-8b

Publisher OpenAI Alibaba Cloud Model Studio

AI IQ IQ 98#126 —

Context131,072 tokens32,768 tokens

Credits provider routes232

Cheapest route$0.211/1M$0.0211/1M

Cached input$0.015825/1M to $0.1055/1MNot published

Privacy posturehas Confidential route (E2EE + ZDR)provider posture varies

Fastest measured p50 TTFT934 ms via akashmlnot enough data

Highest measured throughputnot enough datanot enough data

Recent route uptime range0.00% to 100.00%not enough data

Modes chat embeddings

OpenAI: gpt-oss-120b routes

Overview23 Credits routes
PricingInput, cached input, and output rates
ProvidersAll serving providers

Qwen3 Embedding 8B routes

Overview2 Credits routes
PricingInput, cached input, and output rates
ProvidersAll serving providers

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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.

OpenAI clientPython

client = OpenAI(
    base_url="https://api.trustedrouter.com/v1",
    api_key="sk-tr-v1-..."
)

response = client.chat.completions.create(
    model="openai/gpt-oss-120b",
    messages=messages,
)

Questions

Which should I use, OpenAI: gpt-oss-120b or Qwen3 Embedding 8B?

gpt-oss-120b has more Credits provider routes and the larger context window. Qwen3 Embedding 8B has the lower published input-plus-output rate. There is not enough recent probe data to compare speed.

Is OpenAI: gpt-oss-120b or Qwen3 Embedding 8B cheaper?

The current cheapest TrustedRouter route is $0.211/1M for OpenAI: gpt-oss-120b and $0.0211/1M for Qwen3 Embedding 8B. The comparison uses current catalog prices and updates as provider pricing changes.

Is OpenAI: gpt-oss-120b or Qwen3 Embedding 8B faster?

Current measured p50 time to first token is 934 ms for OpenAI: gpt-oss-120b and not enough data for Qwen3 Embedding 8B. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test OpenAI: gpt-oss-120b and Qwen3 Embedding 8B 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.