OpenAI compatible API · Attested · Public status

Google: Gemma 3 12B vs Z.ai: GLM 5.1

Google: Gemma 3 12B vs Z.ai: GLM 5.1: 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

Google: Gemma 3 12B has the lower cheapest prompt+completion route on TrustedRouter. Z.ai: GLM 5.1 has more provider fallback routes, while Z.ai: GLM 5.1 has the larger context window. Current TrustedRouter probes show Z.ai: GLM 5.1 with the lower p50 TTFT.

$0.1575/1MGoogle: Gemma 3 12B cheapest route
$4.263/1MZ.ai: GLM 5.1 cheapest route
3201 msGoogle: Gemma 3 12B fastest measured p50 TTFT via databricks
1079 msZ.ai: GLM 5.1 fastest measured p50 TTFT via wafer
Google: Gemma 3 12BZ.ai: GLM 5.1
Model idgoogle/gemma-3-12b-itz-ai/glm-5.1
AI IQ IQ 114#32
Context131,072 tokens204,800 tokens
Provider routes524
Cheapest route$0.1575/1M$4.263/1M
Privacy postureprovider posture varieshas confidential-compute route
Fastest measured p50 TTFT3201 ms via databricks1079 ms via wafer
Highest measured throughputnot enough datanot enough data
Recent route uptime range100.00%75.00% to 100.00%
Modes chat chat

Google: Gemma 3 12B routes

Z.ai: GLM 5.1 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="google/gemma-3-12b-it",
    messages=messages,
)

Questions

Which should I use, Google: Gemma 3 12B or Z.ai: GLM 5.1?

Google: Gemma 3 12B has the lower cheapest prompt+completion route on TrustedRouter. Z.ai: GLM 5.1 has more provider fallback routes, while Z.ai: GLM 5.1 has the larger context window. Current TrustedRouter probes show Z.ai: GLM 5.1 with the lower p50 TTFT.

Is Google: Gemma 3 12B or Z.ai: GLM 5.1 cheaper?

The current cheapest TrustedRouter route is $0.1575/1M for Google: Gemma 3 12B and $4.263/1M for Z.ai: GLM 5.1. The comparison uses current catalog prices and updates as provider pricing changes.

Is Google: Gemma 3 12B or Z.ai: GLM 5.1 faster?

Current measured p50 time to first token is 3201 ms for Google: Gemma 3 12B and 1079 ms for Z.ai: GLM 5.1. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Google: Gemma 3 12B and Z.ai: GLM 5.1 with the same API?

Yes. Use the same OpenAI-compatible TrustedRouter base URL and API key, then change only the model id between google/gemma-3-12b-it and z-ai/glm-5.1. This makes side-by-side evals possible without maintaining two provider integrations.

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