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OpenAI compatible API · Attested · Public status

Meta: Llama Guard 4 12B vs Z.ai: GLM 5.3

Meta: Llama Guard 4 12B has the lower published input-plus-output rate. Z.ai: GLM 5.3 has more Credits provider routes and the larger context window. 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

Meta: Llama Guard 4 12B has the lower published input-plus-output rate. Z.ai: GLM 5.3 has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

$0.3798/1MMeta: Llama Guard 4 12B cheapest route
$3.458818/1MZ.ai: GLM 5.3 cheapest route
not enough dataMeta: Llama Guard 4 12B fastest measured p50 TTFT
732 msZ.ai: GLM 5.3 fastest measured p50 TTFT via nebius

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.

Meta: Llama Guard 4 12BZ.ai: GLM 5.3
Model idmeta-llama/llama-guard-4-12bz-ai/glm-5.3
Publisher Meta Z.AI
AI IQ — IQ 124#28
Context163,840 tokens1,048,576 tokens
Credits provider routes133
Cheapest route$0.3798/1M$3.458818/1M
Cached inputNot published$0.1055/1M to $0.9284/1M
Privacy postureprovider posture varieshas Confidential route (E2EE + ZDR)
Fastest measured p50 TTFTnot enough data732 ms via nebius
Highest measured throughputnot enough data337 tok/s via wafer
Recent route uptime rangenot enough data33.33% to 100.00%
Modes chat chat

Meta: Llama Guard 4 12B 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="meta-llama/llama-guard-4-12b",
    messages=messages,
)

Questions

Which should I use, Meta: Llama Guard 4 12B or Z.ai: GLM 5.3?

Meta: Llama Guard 4 12B has the lower published input-plus-output rate. Z.ai: GLM 5.3 has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

Is Meta: Llama Guard 4 12B or Z.ai: GLM 5.3 cheaper?

The current cheapest TrustedRouter route is $0.3798/1M for Meta: Llama Guard 4 12B and $3.458818/1M for Z.ai: GLM 5.3. The comparison uses current catalog prices and updates as provider pricing changes.

Is Meta: Llama Guard 4 12B or Z.ai: GLM 5.3 faster?

Current measured p50 time to first token is not enough data for Meta: Llama Guard 4 12B and 732 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 Meta: Llama Guard 4 12B 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 meta-llama/llama-guard-4-12b and z-ai/glm-5.3. This makes side-by-side evals possible without maintaining two provider integrations.

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