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Cohere Embed v4.0 vs DeepSeek: DeepSeek V4 Pro 0423

Try both on us. Starter credit covers your first requests, then one key routes Cohere Embed v4.0 and DeepSeek V4 Pro 0423. Switch by changing the model name.

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

Cohere Embed v4.0 has the lower published input-plus-output rate. DeepSeek V4 Pro 0423 has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

$0.1266/1MCohere Embed v4.0 cheapest route

$0.79125/1MDeepSeek: DeepSeek V4 Pro 0423 cheapest route

not enough dataCohere Embed v4.0 fastest measured p50 TTFT

1282 msDeepSeek: DeepSeek V4 Pro 0423 fastest measured p50 TTFT via wafer

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 v4.0DeepSeek: DeepSeek V4 Pro 0423

Model idcohere/embed-v4.0deepseek/deepseek-v4-pro

Publisher Cohere DeepSeek

AI IQ — IQ 123#31

Context128,000 tokens1,048,576 tokens

Credits provider routes115

Cheapest route$0.1266/1M$0.79125/1M

Cached inputNot published$0.01/1M to $0.739555/1M

Privacy posturehas ZDR routehas ZDR route

Fastest measured p50 TTFTnot enough data1282 ms via wafer

Highest measured throughputnot enough datanot enough data

Recent route uptime rangenot enough data100.00%

Modes embeddings chat

Cohere Embed v4.0 routes

Overview1 Credits routes

DeepSeek: DeepSeek V4 Pro 0423 routes

Overview15 Credits routes
PricingInput, cached input, and output rates
BenchmarksTrustedRouter and external sources
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.

Questions

Which should I use, Cohere Embed v4.0 or DeepSeek: DeepSeek V4 Pro 0423?

Is Cohere Embed v4.0 or DeepSeek: DeepSeek V4 Pro 0423 cheaper?

The current cheapest TrustedRouter route is $0.1266/1M for Cohere Embed v4.0 and $0.79125/1M for DeepSeek: DeepSeek V4 Pro 0423. The comparison uses current catalog prices and updates as provider pricing changes.

Is Cohere Embed v4.0 or DeepSeek: DeepSeek V4 Pro 0423 faster?

Current measured p50 time to first token is not enough data for Cohere Embed v4.0 and 1282 ms for DeepSeek: DeepSeek V4 Pro 0423. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Cohere Embed v4.0 and DeepSeek: DeepSeek V4 Pro 0423 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.