OpenAI compatible API · Attested · Public status

Cohere Embed v4.0 vs MoonshotAI: Kimi K2.7 Code

Cohere Embed v4.0 vs MoonshotAI: Kimi K2.7 Code: 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

Cohere Embed v4.0 has the lower cheapest prompt+completion route on TrustedRouter. MoonshotAI: Kimi K2.7 Code has more provider fallback routes, while MoonshotAI: Kimi K2.7 Code has the larger context window. Probe-backed speed data is shown when enough recent samples exist.

$0.1266/1MCohere Embed v4.0 cheapest route
$4.29385/1MMoonshotAI: Kimi K2.7 Code cheapest route
not enough dataCohere Embed v4.0 fastest measured p50 TTFT
1505 msMoonshotAI: Kimi K2.7 Code fastest measured p50 TTFT via inceptron

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 v4.0MoonshotAI: Kimi K2.7 Code
Model idcohere/embed-v4.0moonshotai/kimi-k2.7-code
AI IQ IQ 108#66
Context128,000 tokens262,144 tokens
Credits provider routes113
Cheapest route$0.1266/1M$4.29385/1M
Cached inputNot published$0.15825/1M to $0.56548/1M
Privacy posturehas ZDR routehas ZDR route
Fastest measured p50 TTFTnot enough data1505 ms via inceptron
Highest measured throughputnot enough datanot enough data
Recent route uptime rangenot enough data100.00%
Modes embeddings chat

Cohere Embed v4.0 routes

MoonshotAI: Kimi K2.7 Code 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="cohere/embed-v4.0",
    messages=messages,
)

Questions

Which should I use, Cohere Embed v4.0 or MoonshotAI: Kimi K2.7 Code?

Cohere Embed v4.0 has the lower cheapest prompt+completion route on TrustedRouter. MoonshotAI: Kimi K2.7 Code has more provider fallback routes, while MoonshotAI: Kimi K2.7 Code has the larger context window. Probe-backed speed data is shown when enough recent samples exist.

Is Cohere Embed v4.0 or MoonshotAI: Kimi K2.7 Code cheaper?

The current cheapest TrustedRouter route is $0.1266/1M for Cohere Embed v4.0 and $4.29385/1M for MoonshotAI: Kimi K2.7 Code. The comparison uses current catalog prices and updates as provider pricing changes.

Is Cohere Embed v4.0 or MoonshotAI: Kimi K2.7 Code faster?

Current measured p50 time to first token is not enough data for Cohere Embed v4.0 and 1505 ms for MoonshotAI: Kimi K2.7 Code. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Cohere Embed v4.0 and MoonshotAI: Kimi K2.7 Code with the same API?

Yes. Use the same OpenAI-compatible TrustedRouter base URL and API key, then change only the model id between cohere/embed-v4.0 and moonshotai/kimi-k2.7-code. This makes side-by-side evals possible without maintaining two provider integrations.

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