OpenAI compatible API · Attested · Public status

Meta: Llama 3.1 8B Instruct vs Z.ai: GLM 5.3 Flash

Meta: Llama 3.1 8B Instruct vs Z.ai: GLM 5.3 Flash: 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

Meta: Llama 3.1 8B Instruct has the lower cheapest prompt+completion route on TrustedRouter. Z.ai: GLM 5.3 Flash has more provider fallback routes, while Z.ai: GLM 5.3 Flash has the larger context window. Current TrustedRouter probes show Meta: Llama 3.1 8B Instruct with the lower p50 TTFT.

$0.07385/1MMeta: Llama 3.1 8B Instruct cheapest route

$0.32705/1MZ.ai: GLM 5.3 Flash cheapest route

1250 msMeta: Llama 3.1 8B Instruct fastest measured p50 TTFT via databricks

1284 msZ.ai: GLM 5.3 Flash fastest measured p50 TTFT via friendli

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 3.1 8B InstructZ.ai: GLM 5.3 Flash

Model idmeta-llama/llama-3.1-8b-instructz-ai/glm-5.3-flash

Publisher Cerebras Z.AI

AI IQ — IQ 121#24

Context131,072 tokens1,048,576 tokens

Credits provider routes420

Cheapest route$0.07385/1M$0.32705/1M

Cached input$0.211/1M$0.015825/1M to $0.1055/1M

Privacy postureprovider posture varieshas provider E2EE route

Fastest measured p50 TTFT1250 ms via databricks1284 ms via friendli

Highest measured throughputnot enough datanot enough data

Recent route uptime range100.00%0.00% to 100.00%

Modes chat chat

Meta: Llama 3.1 8B Instruct routes

Overview4 Credits routes
PricingInput, cached input, and output rates
ProvidersAll serving providers

Z.ai: GLM 5.3 Flash routes

Overview20 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="meta-llama/llama-3.1-8b-instruct",
    messages=messages,
)

Questions

Which should I use, Meta: Llama 3.1 8B Instruct or Z.ai: GLM 5.3 Flash?

Is Meta: Llama 3.1 8B Instruct or Z.ai: GLM 5.3 Flash cheaper?

The current cheapest TrustedRouter route is $0.07385/1M for Meta: Llama 3.1 8B Instruct and $0.32705/1M for Z.ai: GLM 5.3 Flash. The comparison uses current catalog prices and updates as provider pricing changes.

Is Meta: Llama 3.1 8B Instruct or Z.ai: GLM 5.3 Flash faster?

Current measured p50 time to first token is 1250 ms for Meta: Llama 3.1 8B Instruct and 1284 ms for Z.ai: GLM 5.3 Flash. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Meta: Llama 3.1 8B Instruct and Z.ai: GLM 5.3 Flash 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-3.1-8b-instruct and z-ai/glm-5.3-flash. This makes side-by-side evals possible without maintaining two provider integrations.