Kimi K3.1 Pro vs Kimi K3. Price and specs.

For 10,000 requests of 2,000 tokens in and 500 out, Kimi K3.1 Pro costs 37% less than Kimi K3 on Zurelay: $36.00 against $57.25. Both are below their labs' list prices: 60% for Kimi K3.1 Pro and 58% for Kimi K3.

Side by side

Specs and prices. Live.

Kimi K3.1 Pro and Kimi K3 side by side
Kimi K3.1 ProKimi K3
LabMoonshot AIMoonshot AI
ReleasedOct 24, 2026Jul 16, 2026
Context window1M tokens1M tokens
Max output32K tokens—
ReadsText, ImagesText, Images
Reasoning levelslow, high, maxlow, high, max
Price per 1M, in / out$0.80 / $4.00$1.27 / $6.37
Lab list price$2.00 / $10.00$3.00 / $15.00
Cached input per 1M$0.08$0.127
10K typical requests$36.00$57.25

Prices in US dollars per 1M tokens on Zurelay, live from the catalog. A typical request is 2,000 tokens in and 500 out. Output limits are each lab's.

What they're for

As each lab describes it.

Kimi K3.1 Pro

Kimi K3.1 Pro is Moonshot AI's newest flagship and the first model of its K3.1 series: Kimi K3 trained much further with reinforcement learning, with native vision and a 1M-token context window. The Zurelay Kimi K3.1 Pro API serves the same model through one OpenAI-compatible endpoint at 60% below Moonshot's list price.

  • Coding agents
  • Games and interactive web
  • 3D modeling scripts
Kimi K3.1 Pro API

Kimi K3

Kimi K3 is Moonshot AI's flagship model: 2.8 trillion parameters, native vision and a 1M-token context window, built for long-horizon coding and knowledge work. The Zurelay Kimi K3 API serves the same model through one OpenAI-compatible endpoint at 58% below Moonshot's list price.

  • Coding agents
  • Frontend and UI fixes
  • Kernel and systems tuning
Kimi K3 API

Try both

Test on your own prompts.

Specs don't say which model handles your work better. Send the same requests to both and compare the answers, the tokens and the bill. On Zurelay that's a change of model name.

To price a whole month, use the LLM cost calculator.

compare.py
from openai import OpenAI
client = OpenAI(base_url="https://api.zurelay.com/v1", api_key="YOUR_ZURELAY_KEY")
prompt = [{"role": "user", "content": "Summarize this contract: ..."}]
# Same key, same code: only the model name changes
for model in ["kimi-k3.1-pro", "kimi-k3"]:
reply = client.chat.completions.create(model=model, messages=prompt)
print(model, reply.usage.total_tokens, reply.choices[0].message.content[:200])

FAQ

Kimi K3.1 Pro vs Kimi K3 questions.

Anything else? Ask our team and we’ll answer by email.

Is Kimi K3.1 Pro or Kimi K3 cheaper?

For 10,000 requests of 2,000 tokens in and 500 out, Kimi K3.1 Pro costs 37% less than Kimi K3 on Zurelay: $36.00 against $57.25. Per 1M tokens, Kimi K3.1 Pro is $0.80 input and $4.00 output, and Kimi K3 is $1.27 and $6.37.

Which has the bigger context window?

They're the same on Zurelay: 1M tokens each.

Can I use Kimi K3.1 Pro and Kimi K3 with one API key?

Yes. One Zurelay key calls both. With an OpenAI SDK, point it at https://api.zurelay.com/v1 and change only the model name, kimi-k3.1-pro or kimi-k3, to switch.

Are these the real models?

Yes. Each model is served over several routes run by independent sellers, and every route is tested before it serves requests and every day after, with identity, dated-knowledge and reasoning checks that catch an older or different model sold under the name you asked for.

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