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StepFun: Step 3.7 Flash vs Z.ai: GLM 5.3

Try both on us. Starter credit covers your first requests, then one key routes Step 3.7 Flash and GLM 5.3. Switch by changing the model name.

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

StepFun: Step 3.7 Flash has the lower published input-plus-output rate. Z.ai: GLM 5.3 has more Credits provider routes, the larger context window and the lower measured p50 time to first token.

$1.42425/1MStepFun: Step 3.7 Flash cheapest route
$3.458818/1MZ.ai: GLM 5.3 cheapest route
2449 msStepFun: Step 3.7 Flash fastest measured p50 TTFT via stepfun
1097 msZ.ai: GLM 5.3 fastest measured p50 TTFT via makora

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.

StepFun: Step 3.7 FlashZ.ai: GLM 5.3
Model idstepfun/step-3.7-flashz-ai/glm-5.3
Context262,144 tokens1,048,576 tokens
Credits provider routes233
Cheapest route$1.42425/1M$3.458818/1M
Cached input$0.0422/1M$0.1055/1M to $0.84189/1M
Privacy postureprovider posture varieshas Confidential route (E2EE + ZDR)
Fastest measured p50 TTFT2449 ms via stepfun1097 ms via makora
Highest measured throughput138 tok/s via stepfun203 tok/s via thinkingmachines
Recent route uptime range100.00%100.00%
Modes chat chat

StepFun: Step 3.7 Flash routes

Z.ai: GLM 5.3 routes

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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="stepfun/step-3.7-flash",
    messages=messages,
)

Questions

Which should I use, StepFun: Step 3.7 Flash or Z.ai: GLM 5.3?

StepFun: Step 3.7 Flash has the lower published input-plus-output rate. Z.ai: GLM 5.3 has more Credits provider routes, the larger context window and the lower measured p50 time to first token.

Is StepFun: Step 3.7 Flash or Z.ai: GLM 5.3 cheaper?

The current cheapest TrustedRouter route is $1.42425/1M for StepFun: Step 3.7 Flash and $3.458818/1M for Z.ai: GLM 5.3. The comparison uses current catalog prices and updates as provider pricing changes.

Is StepFun: Step 3.7 Flash or Z.ai: GLM 5.3 faster?

Current measured p50 time to first token is 2449 ms for StepFun: Step 3.7 Flash and 1097 ms for Z.ai: GLM 5.3. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test StepFun: Step 3.7 Flash and Z.ai: GLM 5.3 with the same API?

Yes. Use the same OpenAI-compatible TrustedRouter base URL and API key, then change only the model id between stepfun/step-3.7-flash and z-ai/glm-5.3. This makes side-by-side evals possible without maintaining two provider integrations.

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