Compare/MiniMax-M2.7 vs KAT Coder Pro V2

MiniMax-M2.7vsKAT Coder Pro V2

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

MiniMax

MiniMax-M2.7

Input
$0.3/M
Output
$1.2/M
Speed
39 tok/s
TTFT
2.10s
KwaiKAT

KAT Coder Pro V2

Input
$0.3/M
Output
$1.2/M
Speed
99 tok/s
TTFT
2.03s

Winner by Category

Cheaper
Tie
Faster (tok/s)
KAT Coder Pro V2
Lower Latency
KAT Coder Pro V2
Benchmarks (5-2)
MiniMax-M2.7

Pricing Comparison

MetricMiniMax-M2.7KAT Coder Pro V2
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 V2$0.42

Speed Comparison

Output Speed (tokens/s) — higher is better
MiniMax-M2.7
39 tok/s
KAT Coder Pro V2
99 tok/s
Time to First Token (seconds) — lower is better
MiniMax-M2.7
2.10s
KAT Coder Pro V2
2.03s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
49.643.8
Coding Index
41.945.6
Math Index
GPQA Diamond
87.4%85.5%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
28.1%16.0%
SciCode
47.0%38.3%
IFBench
75.7%66.7%
TerminalBench
39.4%49.2%
MiniMax-M2.75 wins
2 winsKAT Coder Pro V2

Frequently Asked Questions

Which is cheaper, MiniMax-M2.7 or KAT Coder Pro V2?

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 5 out of 12 benchmarks compared to 2 for KAT Coder Pro V2. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

KAT Coder Pro V2 generates tokens faster at 99 tok/s vs 39 tok/s. However, KAT Coder Pro V2 has lower time-to-first-token (2.03s vs 2.10s).

When should I use MiniMax-M2.7 vs KAT Coder Pro V2?

Choose based on your priorities: both are similarly priced, MiniMax-M2.7 for stronger benchmark performance, and KAT Coder Pro V2 for faster generation. For latency-sensitive apps, check the TTFT comparison above.