OpenAI compatible API · Attested · Public status

DeepSeek: DeepSeek V4 Flash 0423 vs @cf/qwen/qwen2.5-coder-32b-instruct

DeepSeek V4 Flash 0423 vs @cf/qwen/qwen2.5-coder-32b-instruct: 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

DeepSeek: DeepSeek V4 Flash 0423 has the lower cheapest prompt+completion route on TrustedRouter. DeepSeek: DeepSeek V4 Flash 0423 has more provider fallback routes, while DeepSeek: DeepSeek V4 Flash 0423 has the larger context window. Current TrustedRouter probes show DeepSeek: DeepSeek V4 Flash 0423 with the lower p50 TTFT.

$0.24898/1MDeepSeek: DeepSeek V4 Flash 0423 cheapest route
$0.2743/1M@cf/qwen/qwen2.5-coder-32b-instruct cheapest route
1188 msDeepSeek: DeepSeek V4 Flash 0423 fastest measured p50 TTFT via makora
1409 ms@cf/qwen/qwen2.5-coder-32b-instruct fastest measured p50 TTFT via nscale

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.

DeepSeek: DeepSeek V4 Flash 0423@cf/qwen/qwen2.5-coder-32b-instruct
Model iddeepseek/deepseek-v4-flashqwen/qwen2.5-coder-32b-instruct
AI IQ IQ 113#46
Context1,024,000 tokens32,768 tokens
Credits provider routes182
Cheapest route$0.24898/1M$0.2743/1M
Cached input$0.01477/1M to $0.104973/1MNot published
Privacy posturehas provider E2EE routeprovider posture varies
Fastest measured p50 TTFT1188 ms via makora1409 ms via nscale
Highest measured throughput111 tok/s via featherlessnot enough data
Recent route uptime range0.00% to 100.00%100.00%
Modes chat chat

DeepSeek: DeepSeek V4 Flash 0423 routes

@cf/qwen/qwen2.5-coder-32b-instruct 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="deepseek/deepseek-v4-flash",
    messages=messages,
)

Questions

Which should I use, DeepSeek: DeepSeek V4 Flash 0423 or @cf/qwen/qwen2.5-coder-32b-instruct?

DeepSeek: DeepSeek V4 Flash 0423 has the lower cheapest prompt+completion route on TrustedRouter. DeepSeek: DeepSeek V4 Flash 0423 has more provider fallback routes, while DeepSeek: DeepSeek V4 Flash 0423 has the larger context window. Current TrustedRouter probes show DeepSeek: DeepSeek V4 Flash 0423 with the lower p50 TTFT.

Is DeepSeek: DeepSeek V4 Flash 0423 or @cf/qwen/qwen2.5-coder-32b-instruct cheaper?

The current cheapest TrustedRouter route is $0.24898/1M for DeepSeek: DeepSeek V4 Flash 0423 and $0.2743/1M for @cf/qwen/qwen2.5-coder-32b-instruct. The comparison uses current catalog prices and updates as provider pricing changes.

Is DeepSeek: DeepSeek V4 Flash 0423 or @cf/qwen/qwen2.5-coder-32b-instruct faster?

Current measured p50 time to first token is 1188 ms for DeepSeek: DeepSeek V4 Flash 0423 and 1409 ms for @cf/qwen/qwen2.5-coder-32b-instruct. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test DeepSeek: DeepSeek V4 Flash 0423 and @cf/qwen/qwen2.5-coder-32b-instruct with the same API?

Yes. Use the same OpenAI-compatible TrustedRouter base URL and API key, then change only the model id between deepseek/deepseek-v4-flash and qwen/qwen2.5-coder-32b-instruct. This makes side-by-side evals possible without maintaining two provider integrations.

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