Compare/MiniMax-M2.7 vs KAT-Coder-Pro V1

MiniMax-M2.7vsKAT-Coder-Pro V1

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

MiniMax

MiniMax-M2.7

Input
$0.3/M
Output
$1.2/M
Speed
40 tok/s
TTFT
2.09s
KwaiKAT

KAT-Coder-Pro V1

Input
$0.3/M
Output
$1.2/M
Speed
95 tok/s
TTFT
1.42s

Winner by Category

Cheaper
Tie
Faster (tok/s)
KAT-Coder-Pro V1
Lower Latency
KAT-Coder-Pro V1
Benchmarks (6-5)
MiniMax-M2.7

Pricing Comparison

MetricMiniMax-M2.7KAT-Coder-Pro V1
Input ($/M tokens)$0.3$0.3
Output ($/M tokens)$1.2$1.2
Cost for 1M input + 100K output tokens:
MiniMax-M2.7$0.42
KAT-Coder-Pro V1$0.42

Speed Comparison

Output Speed (tokens/s) — higher is better
MiniMax-M2.7
40 tok/s
KAT-Coder-Pro V1
95 tok/s
Time to First Token (seconds) — lower is better
MiniMax-M2.7
2.09s
KAT-Coder-Pro V1
1.42s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
49.636.0
Coding Index
41.918.3
Math Index
94.7
GPQA Diamond
87.4%76.4%
MMLU-Pro
81.3%
LiveCodeBench
74.7%
AIME 2025
94.7%
MATH-500
Humanity's Last Exam
28.1%33.4%
SciCode
47.0%36.6%
IFBench
75.7%68.4%
TerminalBench
39.4%9.1%
MiniMax-M2.76 wins
5 winsKAT-Coder-Pro V1

Frequently Asked Questions

Which is cheaper, MiniMax-M2.7 or KAT-Coder-Pro V1?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

MiniMax-M2.7 wins 6 out of 12 benchmarks compared to 5 for KAT-Coder-Pro V1. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

KAT-Coder-Pro V1 generates tokens faster at 95 tok/s vs 40 tok/s. However, KAT-Coder-Pro V1 has lower time-to-first-token (1.42s vs 2.09s).

When should I use MiniMax-M2.7 vs KAT-Coder-Pro V1?

Choose based on your priorities: both are similarly priced, MiniMax-M2.7 for stronger benchmark performance, and KAT-Coder-Pro V1 for faster generation. For latency-sensitive apps, check the TTFT comparison above.