Agnes 2.5 Pro is Agnes AI’s paid inference model and the commercially stable version of the Agnes 2.5 Pro Alpha ranking model, suitable for advanced coding, scientific reasoning, long-context analysis, agent workflows, and multimodal understanding. The model is accessed via an OpenAI-compatible Chat Completions API.
agnes-2.5-pro vs kimi-k3
Output tokens cost $0.90 per million on agnes-2.5-pro and $15.00 per million on kimi-k3. Input tokens cost $0.45 per million on agnes-2.5-pro and $3.00 per million on kimi-k3. Cached input tokens are billed at $0.00 per million on agnes-2.5-pro and $0.30 per million on kimi-k3. Context windows are 1,000,000 tokens on agnes-2.5-pro and 1,048,576 tokens on kimi-k3.
Kimi K3 is Kimi’s flagship model for long-horizon coding and end-to-end knowledge work, with a 1M-token context window and industry-leading intelligence.
Specs & Pricing
Prices are per million tokens. Latency and throughput are rolling averages measured on AIHubMix.
Promotional prices show the discounted rate; see each model page for promotion windows.
Usage on AIHubMix last 30 days
Daily traffic served through AIHubMix — how demand for each model is trending.
Tokens / day
Requests / day
Live Performance last 3 days
Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.
Throughput (TPS)
Latency (s)
Uptime (%)
Cost Calculator
Estimate your monthly bill for the same workload on each model.
Monthly = daily × 30. Discounted rates applied where a promotion is active.
FAQ
Which is cheaper: agnes-2.5-pro, kimi-k3?
agnes-2.5-pro: $0.90/M output tokens; kimi-k3: $15.00/M. Use the cost calculator above to estimate your own workload.
How large is each context window?
agnes-2.5-pro accepts 1,000,000 and kimi-k3 accepts 1,048,576 input tokens. Maximum output per request is 65,536 tokens on agnes-2.5-pro and 1,048,576 tokens on kimi-k3.
What inputs and capabilities does each model support?
agnes-2.5-pro accepts text and image input and supports thinking; kimi-k3 accepts text, image and video input and supports thinking, function calling and structured outputs.
Can I call agnes-2.5-pro and kimi-k3 with the same API key?
Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.
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