KAT-Coder-Pro V2.5 vs Kimi K2.7 Code
Side-by-side comparison of API pricing, specs, benchmarks, and capabilities
KAT-Coder-Pro V2.5 is 24.3% cheaper on blended cost ($1.30 vs $1.71/Mtok)
| Specification |
by Kwaipilot
|
by Moonshot
3 providers:
Fireworks $0.950/$4.00
Moonshot $0.950/$4.00
Together $0.950/$4.00
|
|---|---|---|
| Overview | ||
| Status | Current coding | Current coding Open weights |
| Released | Jul 10, 2026 | Jun 12, 2026 |
| Pricing per million tokens | ||
| Input | $0.741/Mtok | $0.950/Mtok |
| Output | $2.96/Mtok | $4.00/Mtok |
| Blended avg | $1.30/Mtok | $1.71/Mtok |
| Cached input | $0.148/Mtok | $0.190/Mtok |
| Specifications | ||
| Context window | 256K tokens | 262K tokens |
| Parameters | Proprietary | Proprietary |
| Speed (TPS) | — | — |
| Modalities | ||
| Input |
text
|
textimagevideo
|
| Benchmarks sources: n/a / Moonshot model card | ||
| SWE-Bench Verified | — | 50 vendor |
| HumanEval | — | 89 vendor |
| Independent composite scores each on its own scale — not part of the average above | ||
| AA Intelligence Index | — | 43 |
| AA Agentic Index | — | 30.3 |
| AA-Omniscience Index (−100–100) | — | -10.2 |
| Providers | ||
| Available from |
Kwaipilot — $0.741/$2.96/Mtok
|
Fireworks — $0.950/$4.00/Mtok
Moonshot — $0.950/$4.00/Mtok
Together — $0.950/$4.00/Mtok
|
Cost at scale
1M tokens · 50/50 input/output| Volume | KAT-Coder-Pro V2.5 | Kimi K2.7 Code | Savings |
|---|---|---|---|
| 1M tokens | $1.3 | $1.71 | $0.42 (24.5%) |
| 10M tokens | $12.97 | $17.13 | $4.16 (24.3%) |
| 100M tokens | $129.67 | $171.25 | $41.58 (24.3%) |
| 1000M tokens | $1296.75 | $1712.5 | $415.75 (24.3%) |
When to pick which
distilled from the pricing and spec data above
Pick KAT-Coder-Pro V2.5 if…
- cost dominates: $1.30/Mtok blended vs $1.71 — 24.3% less on the same 50/50 token mix
Pick Kimi K2.7 Code if…
- you want open weights — self-host it, fine-tune it, or exit the API entirely; KAT-Coder-Pro V2.5 is closed
- provider flexibility: available from 3 providers, so you can price-shop hosts or fail over
Summary
KAT-Coder-Pro V2.5 by Kwaipilot costs $0.741/Mtok input and $2.96/Mtok output, with a 256K-token context window. It supports text input.
Kimi K2.7 Code by Moonshot costs $0.950/Mtok input and $4.00/Mtok output, with a 262K-token context window. It supports text, image, video input and is available from 3 providers.
On a blended cost basis, KAT-Coder-Pro V2.5 is 24.3% cheaper than Kimi K2.7 Code.
Note: Pricing is per million tokens. Actual costs vary with usage patterns, prompt caching, and batch discounts. Always verify against official provider pricing pages.
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