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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. Kwaipilot: KAT-Coder-Air V2.5 vs MoonshotAI: Kimi K2 0711

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Kwaipilot: KAT-Coder-Air V2.5 vs MoonshotAI: Kimi K2 0711 benchmark

In this head-to-head showdown, Kwaipilot: KAT-Coder-Air V2.5 is more budget-friendly at $0.6/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both Kwaipilot: KAT-Coder-Air V2.5 and MoonshotAI: Kimi K2 0711 present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Verified Head-to-Head Advantage Breakdown

3 direct benchmark disciplines evaluated across capability, speed, and cost

Kwaipilot: KAT-Coder-Air V2.5 (3)MoonshotAI: Kimi K2 0711 (0)
Kwaipilot: KAT-Coder-Air V2.5
3 of 3 Wins
✓Input price✓Output price✓Context window
MoonshotAI: Kimi K2 0711
0 of 3 Wins
Competitive baseline across remaining benchmarks
kwaipilot
Leads 3 of 3 metrics
Kwaipilot: KAT-Coder-Air V2.5

Auto-discovered from OpenRouter (kwaipilot/kat-coder-air-v2.5). Preview until a second source matches.

$0.6/1M out
Moonshot
MoonshotAI: Kimi K2 0711

Auto-discovered from OpenRouter (moonshotai/kimi-k2). Preview until a second source matches.

K2 BaseElo 1,465$2.3/1M out
Top Rival Showdowns for Kwaipilot: KAT-Coder-Air V2.5
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderKwaipilot: KAT-Coder-Air V2.5 Wins

Kwaipilot: KAT-Coder-Air V2.5

$0.6 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Kwaipilot: KAT-Coder-Air V2.5 (3)vsMoonshotAI: Kimi K2 0711 (7)
Kwaipilot: KAT-Coder-Air V2.5: 3W (30%)Overall: MoonshotAI: Kimi K2 0711MoonshotAI: Kimi K2 0711: 7W (70%)
← Kwaipilot: KAT-Coder-Air V2.5MoonshotAI: Kimi K2 0711 →
🏆MoonshotAI: Kimi K2 0711(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Kwaipilot: KAT-Coder-Air V2.5vsMoonshotAI: Kimi K2 0711
Preference Elo
—vs1,465
Coding Elo
—vs1,470
SWE-bench
—vs65.8%
LiveBench
—vs62.8%
GPQA Diamond
—vs76.5%
Kwaipilot: KAT-Coder-Air V2.5: 0WMoonshotAI: Kimi K2 0711: 5W
🏆MoonshotAI: Kimi K2 0711(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Kwaipilot: KAT-Coder-Air V2.5vsMoonshotAI: Kimi K2 0711
Output speed
—vs85 tok/s
Time to first token
—vs240 ms
Kwaipilot: KAT-Coder-Air V2.5: 0WMoonshotAI: Kimi K2 0711: 2W
🏆Kwaipilot: KAT-Coder-Air V2.5(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Kwaipilot: KAT-Coder-Air V2.5vsMoonshotAI: Kimi K2 0711
Output price
$0.6/1Mvs$2.3/1M+$1.7/1M
Input price
$0.15/1Mvs$0.57/1M+$0.42/1M
Context window
256kvs131k+125k
Kwaipilot: KAT-Coder-Air V2.5: 3WMoonshotAI: Kimi K2 0711: 0W

Side-by-Side Benchmark Matrix

Preference Elo
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 07111,465
lmarena · Aug 17, 2026
Coding Elo
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 07111,470
lmarena · Aug 17, 2026
LiveBench
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 071162.8%
livebench · Aug 17, 2026
SWE-bench
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 071165.8%
swebench · Aug 17, 2026
GPQA Diamond
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 071176.5%
seed-bootstrap · Aug 1, 2026
Time to first token
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 0711240 ms
seed-bootstrap · Aug 1, 2026
Output speed
Kwaipilot: KAT-Coder-Air V2.5—
MoonshotAI: Kimi K2 071185 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.42/1M
Kwaipilot: KAT-Coder-Air V2.5$0.15/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2 0711$0.57/1M
openrouter · Aug 17, 2026
Output price+$1.7/1M
Kwaipilot: KAT-Coder-Air V2.5$0.6/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2 0711$2.3/1M
openrouter · Aug 17, 2026
Context window+125k
Kwaipilot: KAT-Coder-Air V2.5256k
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2 0711131k
openrouter · Aug 17, 2026
BenchmarkKwaipilot: KAT-Coder-Air V2.5MoonshotAI: Kimi K2 0711Advantage Delta
Preference Elo—
1,465
lmarena · Aug 17, 2026
—
Coding Elo—
1,470
lmarena · Aug 17, 2026
—
LiveBench—
62.8%
livebench · Aug 17, 2026
—
SWE-bench—
65.8%
swebench · Aug 17, 2026
—
GPQA Diamond—
76.5%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
240 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
85 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$0.15/1M
openrouter · Aug 17, 2026
$0.57/1M
openrouter · Aug 17, 2026
+$0.42/1M
Output price
$0.6/1M
openrouter · Aug 17, 2026
$2.3/1M
openrouter · Aug 17, 2026
+$1.7/1M
Context window
256k
openrouter · Aug 17, 2026
131k
openrouter · Aug 17, 2026
+125k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 74% with Kwaipilot: KAT-Coder-Air V2.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Kwaipilot: KAT-Coder-Air V2.5$14.25 / mo
In: $5.25Out: $9
MoonshotAI: Kimi K2 0711$54.45 / mo
In: $19.95Out: $34.5
Estimated Cost Delta

Kwaipilot: KAT-Coder-Air V2.5 is estimated to save $40.20/month ($482/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Kwaipilot: KAT-Coder-Air V2.5:Pick Kwaipilot: KAT-Coder-Air V2.5 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatKwaipilot: KAT-Coder-Air V2.5

Lower output list price ($0.6/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGKwaipilot: KAT-Coder-Air V2.5

Larger window (256k).

Screenshots / visionMoonshotAI: Kimi K2 0711

MoonshotAI: Kimi K2 0711 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatKwaipilot: KAT-Coder-Air V2.5Lower output list price ($0.6/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGKwaipilot: KAT-Coder-Air V2.5Larger window (256k).
Screenshots / visionMoonshotAI: Kimi K2 0711MoonshotAI: Kimi K2 0711 is the side marked multimodal in the catalog.
Community Sentiment

Cast Your Matchup Vote

0 total votes

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
kwaipilot

Kwaipilot: KAT-Coder-Air V2.5

Elo n/a
SWE-bench—
Speed (tok/s)256k
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
Moonshot

MoonshotAI: Kimi K2 0711

Elo 1,465
SWE-bench65.8%
Speed (tok/s)85 tok/s
Input / 1M Tokens$0.57/1M
Output / 1M Tokens$2.3/1M

Frequently Asked Questions

Which is better overall, Kwaipilot: KAT-Coder-Air V2.5 or MoonshotAI: Kimi K2 0711?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Kwaipilot: KAT-Coder-Air V2.5 or MoonshotAI: Kimi K2 0711?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Kwaipilot: KAT-Coder-Air V2.5 output tokens are $0.6/1M versus $2.3/1M. Input prices and retry rates still move the real bill.
Which is faster, Kwaipilot: KAT-Coder-Air V2.5 or MoonshotAI: Kimi K2 0711?
We do not have TTFT for both models.
Which has the larger context window?
Kwaipilot: KAT-Coder-Air V2.5 accepts 256k tokens versus 131k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Kwaipilot: KAT-Coder-Air V2.5 and MoonshotAI: Kimi K2 0711 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Kwaipilot: KAT-Coder-Air V2.5 matchups →|All MoonshotAI: Kimi K2 0711 matchups →
MoonshotAI: Kimi K2 0711 vs Kimi Chat 1.5 (previous kimi)MoonshotAI: Kimi K2 0711 vs MoonshotAI: Kimi K2.5 (next kimi)Kimi K3 vs MoonshotAI: Kimi K2 0711Claude Opus 4.5 vs MoonshotAI: Kimi K2 0711Claude Opus 4.6 vs MoonshotAI: Kimi K2 0711Claude Sonnet 4.5 vs MoonshotAI: Kimi K2 0711