How do Kimi K3 and Inkling-Small compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both Kimi K3 and Inkling-Small when publicly disclosed.

LLM Comparison

Kimi K3 vs Inkling-Small: benchmark scores, pricing & comparison.

Q: Which is better: Kimi K3 or Inkling-Small?

AskClash compares Kimi K3 and Inkling-Small side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, and context window so you can see which model wins on each benchmark.

Side-by-side Kimi K3 vs Inkling-Small 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.

Open live leaderboard Kimi K3 model page Inkling-Small model page

Rank #6 vs #18AskClash overall scores 76.3 vs 58.2.

Pricing $3.00/$15.0 vs $0.58/$1.44Input and output token prices per 1M tokens when published.

Open Weight vs Open WeightMoonshot AI vs Thinking Machines Lab.

Kimi K3 vs Inkling-Small benchmark comparison

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

Metric	Kimi K3	Inkling-Small
Overall Score	76.3	58.2
Leaderboard Rank	#6	#18
RWT	8.0	—
HLE	43.5	47.8
GPQA	93.5	89.5
IFEval	—	82.2
SWE-bench	—	80.2
Terminal-Bench	88.3	64.7
DeepSWE	68.5	—
MCP Atlas	84.2	79.6
Finance Agent	54.4	—
CharXiv	84.8	81.3
MMMU-Pro	81.6	74.0
ARC-AGI 2	—	40.1
Input Price (per 1M tokens)	$3.00	$0.58
Output Price (per 1M tokens)	$15.0	$1.44
Context Window	1M	1M
Benchmarks Published	11	9

Kimi K3 vs Inkling-Small head-to-head charts

Kimi K3 leads 6 and Inkling-Small leads 1 of 7 shared benchmarks. Inkling-Small is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

Kimi K3Inkling-Small

Overall

76.3Kimi K3

58.2Inkling-Small

HLE

43.5Kimi K3

47.8Inkling-Small

GPQA

93.5Kimi K3

89.5Inkling-Small

Terminal-Bench

88.3Kimi K3

64.7Inkling-Small

MCP Atlas

84.2Kimi K3

79.6Inkling-Small

CharXiv

84.8Kimi K3

81.3Inkling-Small

MMMU-Pro

81.6Kimi K3

74.0Inkling-Small

Kimi K3

Input$3.00

Output$15.0

Workload$6.00

Context1M

Inkling-Small

Input$0.58

Output$1.44

Workload$0.87

Context1M

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

More Kimi K3 and Inkling-Small comparisons

Explore how Kimi K3 and Inkling-Small stack up against other top-ranked LLMs.

Claude Opus 5 vs Kimi K3 Claude Opus 5 vs Inkling-Small Claude Fable 5 vs Kimi K3 Claude Fable 5 vs Inkling-Small GPT-5.6 Sol vs Kimi K3 GPT-5.6 Sol vs Inkling-Small Claude Opus 4.8 vs Kimi K3 Claude Opus 4.8 vs Inkling-Small Claude Opus 4.7 vs Kimi K3 Claude Opus 4.7 vs Inkling-Small

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.