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Cohere Embed English v3.0 vs DeepSeek: DeepSeek V4 Flash 0731

Try both on us. Starter credit covers your first requests, then one key routes Cohere Embed English v3.0 and DeepSeek V4 Flash 0731. Switch by changing the model name.

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Same API shapeUse the OpenAI client and set the model you want.

Practical read

Monthly evidence

Cohere Embed English v3.0 has the lower published input-plus-output rate. DeepSeek V4 Flash 0731 has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

$0.1055/1MCohere Embed English v3.0 cheapest route
$0.142425/1MDeepSeek: DeepSeek V4 Flash 0731 cheapest route
not enough dataCohere Embed English v3.0 fastest measured p50 TTFT
not enough dataDeepSeek: DeepSeek V4 Flash 0731 fastest measured p50 TTFT

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.

Cohere Embed English v3.0DeepSeek: DeepSeek V4 Flash 0731
Model idcohere/embed-english-v3.0deepseek/deepseek-v4-flash-0731
AI IQ — —
Context512 tokens1,048,576 tokens
Credits provider routes126
Cheapest route$0.1055/1M$0.142425/1M
Cached inputNot published$0.01/1M to $0.118793/1M
Privacy posturehas ZDR routehas Confidential route (E2EE + ZDR)
Fastest measured p50 TTFTnot enough datanot enough data
Highest measured throughputnot enough datanot enough data
Recent route uptime rangenot enough datanot enough data
Modes embeddings chat

Cohere Embed English v3.0 routes

DeepSeek: DeepSeek V4 Flash 0731 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.

Questions

Which should I use, Cohere Embed English v3.0 or DeepSeek: DeepSeek V4 Flash 0731?

Cohere Embed English v3.0 has the lower published input-plus-output rate. DeepSeek V4 Flash 0731 has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

Is Cohere Embed English v3.0 or DeepSeek: DeepSeek V4 Flash 0731 cheaper?

The current cheapest TrustedRouter route is $0.1055/1M for Cohere Embed English v3.0 and $0.142425/1M for DeepSeek: DeepSeek V4 Flash 0731. The comparison uses current catalog prices and updates as provider pricing changes.

Is Cohere Embed English v3.0 or DeepSeek: DeepSeek V4 Flash 0731 faster?

Current measured p50 time to first token is not enough data for Cohere Embed English v3.0 and not enough data for DeepSeek: DeepSeek V4 Flash 0731. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Cohere Embed English v3.0 and DeepSeek: DeepSeek V4 Flash 0731 with the same API?

Both use the same TrustedRouter base URL and API key. At least one of them is not a chat model, so the request can differ as well as the model id: the API docs list the route for each kind of model.

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