OpenAI compatible API · Attested · Public status

Meta: Llama 3.1 8B Instruct vs Qwen3 235B A22B Instruct 2507

Meta: Llama 3.1 8B Instruct vs Qwen3 235B A22B Instruct 2507: 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. Qwen3 235B A22B Instruct 2507 has more provider fallback routes, while Meta: Llama 3.1 8B Instruct 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

$0.6752/1MQwen3 235B A22B Instruct 2507 cheapest route

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

1326 msQwen3 235B A22B Instruct 2507 fastest measured p50 TTFT via scaleway

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 InstructQwen3 235B A22B Instruct 2507

Model idmeta-llama/llama-3.1-8b-instructqwen/qwen3-235b-a22b-instruct-2507

Publisher Cerebras Novita AI

AI IQ — —

Context131,072 tokens131,072 tokens

Credits provider routes46

Cheapest route$0.07385/1M$0.6752/1M

Cached input$0.211/1M$0.024265/1M

Privacy postureprovider posture variesprovider posture varies

Fastest measured p50 TTFT1250 ms via databricks1326 ms via scaleway

Highest measured throughputnot enough datanot enough data

Recent route uptime range100.00%100.00%

Modes chat chat

Meta: Llama 3.1 8B Instruct routes

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

Qwen3 235B A22B Instruct 2507 routes

Overview6 Credits routes
PricingInput, cached input, and output rates
ProvidersAll serving providers

Related comparisons

Browse every comparison

Qwen3 235B A22B Instruct 2507 vs Z.ai: GLM 5.237 combined provider routes
Meta: Llama 3.1 8B Instruct vs Z.ai: GLM 5.235 combined provider routes
MoonshotAI: Kimi K3 vs Qwen3 235B A22B Instruct 250729 combined provider routes
DeepSeek: DeepSeek V4 Flash 0731 vs Qwen3 235B A22B Instruct 250728 combined provider routes
Qwen3 235B A22B Instruct 2507 vs Z.ai: GLM 5.328 combined provider routes
Meta: Llama 3.1 8B Instruct vs MoonshotAI: Kimi K327 combined provider routes
DeepSeek: DeepSeek V4 Flash 0731 vs Meta: Llama 3.1 8B Instruct26 combined provider routes
Meta: Llama 3.1 8B Instruct vs Z.ai: GLM 5.326 combined provider routes

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 Qwen3 235B A22B Instruct 2507?

Is Meta: Llama 3.1 8B Instruct or Qwen3 235B A22B Instruct 2507 cheaper?

The current cheapest TrustedRouter route is $0.07385/1M for Meta: Llama 3.1 8B Instruct and $0.6752/1M for Qwen3 235B A22B Instruct 2507. The comparison uses current catalog prices and updates as provider pricing changes.

Is Meta: Llama 3.1 8B Instruct or Qwen3 235B A22B Instruct 2507 faster?

Current measured p50 time to first token is 1250 ms for Meta: Llama 3.1 8B Instruct and 1326 ms for Qwen3 235B A22B Instruct 2507. 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 Qwen3 235B A22B Instruct 2507 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 qwen/qwen3-235b-a22b-instruct-2507. This makes side-by-side evals possible without maintaining two provider integrations.