LLM Comparison

Kimi K3.1 Pro vs Qwen3.8 27B: benchmark scores, pricing & comparison.

Side-by-side Kimi K3.1 Pro vs Qwen3.8 27B comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Verdict: Kimi K3.1 Pro ranks higher (#4 vs #105) and wins 6 of 7 shared benchmarks; Qwen3.8 27B costs less ($0.45/$3.20 vs $2.00/$10.0 per 1M tokens).

Rank #4 vs #105AskClash overall scores 75.5 vs 48.7.
Pricing $2.00/$10.0 vs $0.45/$3.20Input and output token prices per 1M tokens when published.
Open Weight vs Open WeightMoonshot AI vs Alibaba.

Kimi K3.1 Pro vs Qwen3.8 27B benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

MetricKimi K3.1 ProQwen3.8 27B
Overall Score75.548.7
Leaderboard Rank#4#105
ACB—56.4
HLE70.030.8
GPQA94.289.2
IFEval—79.5
SWE-Pro—61.7
Terminal-Bench65.7—
DeepSWE75.542.2
GDPval-AA1846.01416.9
OSWorld—84.3
Finance Agent58.648.6
CharXiv89.090.2
MMMU-Pro84.176.3
Input Price (per 1M tokens)$2.00$0.45
Output Price (per 1M tokens)$10.0$3.20
Context Window1M262K
Benchmarks Published912

Kimi K3.1 Pro vs Qwen3.8 27B head-to-head charts

Kimi K3.1 Pro leads 7 and Qwen3.8 27B leads 1 of 8 shared benchmarks. Qwen3.8 27B is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

Kimi K3.1 ProQwen3.8 27B
Overall
75.5Kimi K3.1 Pro
48.7Qwen3.8 27B
HLE
70.0Kimi K3.1 Pro
30.8Qwen3.8 27B
GPQA
94.2Kimi K3.1 Pro
89.2Qwen3.8 27B
DeepSWE
75.5Kimi K3.1 Pro
42.2Qwen3.8 27B
GDPval-AA
1846.0Kimi K3.1 Pro
1416.9Qwen3.8 27B
Finance Agent
58.6Kimi K3.1 Pro
48.6Qwen3.8 27B
CharXiv
89.0Kimi K3.1 Pro
90.2Qwen3.8 27B
MMMU-Pro
84.1Kimi K3.1 Pro
76.3Qwen3.8 27B
Kimi K3.1 Pro
Input$2.00
Output$10.0
Workload$4.00
Context1M
Qwen3.8 27B
Input$0.45
Output$3.20
Workload$1.09
Context262K

Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.

More Kimi K3.1 Pro and Qwen3.8 27B comparisons

Explore how Kimi K3.1 Pro and Qwen3.8 27B stack up against other top-ranked LLMs.

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.