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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. Claude Opus 4 vs MoonshotAI: Kimi K2.5

Pairwise benchmark snapshot · Aug 17, 2026

Claude Opus 4 vs MoonshotAI: Kimi K2.5 benchmark

In this head-to-head showdown, MoonshotAI: Kimi K2.5 delivers higher overall intelligence and human-preferred responses (Elo 1,515 vs 1,490), while Claude Opus 4 leads in SWE-bench software engineering benchmarks (72.5%), while MoonshotAI: Kimi K2.5 is more budget-friendly at $2.85/1M 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: MoonshotAI: Kimi K2.5 holds the advantage over Claude Opus 4 in overall benchmark performance and human evaluation rankings. Choose MoonshotAI: Kimi K2.5 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Claude Opus 4 (1)MoonshotAI: Kimi K2.5 (9)
Claude Opus 4
1 of 10 Wins
✓SWE-bench
MoonshotAI: Kimi K2.5
9 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Anthropic
Leads 1 of 10 metrics
Claude Opus 4

First Claude 4 Opus generation. Baseline for opus 4 vs opus 5.

Elo 1,490$75/1M out
Moonshot
Leads 9 of 10 metrics
MoonshotAI: Kimi K2.5

Auto-discovered from OpenRouter (moonshotai/kimi-k2.5). Preview until a second source matches.

K2.5 MaxElo 1,515$2.8499999999999996/1M out

MoonshotAI: Kimi K2.5 Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Deep Reasoning)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
270 ms
Standard speed
Reasoning Depth
~2,500
Internal tokens
Cost / 1k Calls
$8.27
7.3× standard bill
Accuracy Boost
+5.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude Opus 4
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderMoonshotAI: Kimi K2.5 Wins

MoonshotAI: Kimi K2.5

Δ 25 Arena Elo pts

Throughput LeaderMoonshotAI: Kimi K2.5 Wins

MoonshotAI: Kimi K2.5

72 tok/s

Value per Dollar LeaderMoonshotAI: Kimi K2.5 Wins

MoonshotAI: Kimi K2.5

$2.8499999999999996 / 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.

Claude Opus 4 (1)vsMoonshotAI: Kimi K2.5 (9)
Claude Opus 4: 1W (10%)Overall: MoonshotAI: Kimi K2.5MoonshotAI: Kimi K2.5: 9W (90%)
← Claude Opus 4MoonshotAI: Kimi K2.5 →
🏆MoonshotAI: Kimi K2.5(4/5)

Intelligence & Reasoning

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

Benchmark
Claude Opus 4vsMoonshotAI: Kimi K2.5
Preference Elo
1,490vs1,515+25
Coding Elo
1,502vs1,520+18
SWE-bench
72.5%vs71.3%+1.2%
LiveBench
66.8%vs67.2%+0.4%
GPQA Diamond
80.4%vs87.6%+7.2%
Claude Opus 4: 1WMoonshotAI: Kimi K2.5: 4W
🏆MoonshotAI: Kimi K2.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Opus 4vsMoonshotAI: Kimi K2.5
Output speed
58 tok/svs72 tok/s+14 tok/s
Time to first token
390 msvs270 ms+120 ms
Claude Opus 4: 0WMoonshotAI: Kimi K2.5: 2W
🏆MoonshotAI: Kimi K2.5(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Opus 4vsMoonshotAI: Kimi K2.5
Output price
$75/1Mvs$2.85/1M+$72.15/1M
Input price
$15/1Mvs$0.57/1M+$14.43/1M
Context window
200kvs262k+62k
Claude Opus 4: 0WMoonshotAI: Kimi K2.5: 3W

Side-by-Side Benchmark Matrix

Preference Elo+25
Claude Opus 41,490
lmarena · Aug 17, 2026
MoonshotAI: Kimi K2.51,515
lmarena · Aug 17, 2026
Coding Elo+18
Claude Opus 41,502
lmarena · Aug 17, 2026
MoonshotAI: Kimi K2.51,520
lmarena · Aug 17, 2026
LiveBench+0.4%
Claude Opus 466.8%
livebench · Aug 17, 2026
MoonshotAI: Kimi K2.567.2%
livebench · Aug 17, 2026
SWE-bench+1.2%
Claude Opus 472.5%
swebench · Aug 17, 2026
MoonshotAI: Kimi K2.571.3%
swebench · Aug 17, 2026
GPQA Diamond+7.2%
Claude Opus 480.4%
seed-bootstrap · Aug 1, 2026
MoonshotAI: Kimi K2.587.6%
seed-bootstrap · Aug 1, 2026
Time to first token+120 ms
Claude Opus 4390 ms
seed-bootstrap · Aug 1, 2026
MoonshotAI: Kimi K2.5270 ms
seed-bootstrap · Aug 1, 2026
Output speed+14 tok/s
Claude Opus 458 tok/s
seed-bootstrap · Aug 1, 2026
MoonshotAI: Kimi K2.572 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$14.43/1M
Claude Opus 4$15/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2.5$0.57/1M
openrouter · Aug 17, 2026
Output price+$72.15/1M
Claude Opus 4$75/1M
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2.5$2.85/1M
openrouter · Aug 17, 2026
Context window+62k
Claude Opus 4200k
openrouter · Aug 17, 2026
MoonshotAI: Kimi K2.5262k
openrouter · Aug 17, 2026
BenchmarkClaude Opus 4MoonshotAI: Kimi K2.5Advantage Delta
Preference Elo
1,490
lmarena · Aug 17, 2026
1,515
lmarena · Aug 17, 2026
+25
Coding Elo
1,502
lmarena · Aug 17, 2026
1,520
lmarena · Aug 17, 2026
+18
LiveBench
66.8%
livebench · Aug 17, 2026
67.2%
livebench · Aug 17, 2026
+0.4%
SWE-bench
72.5%
swebench · Aug 17, 2026
71.3%
swebench · Aug 17, 2026
+1.2%
GPQA Diamond
80.4%
seed-bootstrap · Aug 1, 2026
87.6%
seed-bootstrap · Aug 1, 2026
+7.2%
Time to first token
390 ms
seed-bootstrap · Aug 1, 2026
270 ms
seed-bootstrap · Aug 1, 2026
+120 ms
Output speed
58 tok/s
seed-bootstrap · Aug 1, 2026
72 tok/s
seed-bootstrap · Aug 1, 2026
+14 tok/s
Input price
$15/1M
openrouter · Aug 17, 2026
$0.57/1M
openrouter · Aug 17, 2026
+$14.43/1M
Output price
$75/1M
openrouter · Aug 17, 2026
$2.85/1M
openrouter · Aug 17, 2026
+$72.15/1M
Context window
200k
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+62k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 96% with MoonshotAI: Kimi K2.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Opus 4$1,650.00 / mo
In: $525Out: $1,125
MoonshotAI: Kimi K2.5$62.70 / mo
In: $19.95Out: $42.75
Estimated Cost Delta

MoonshotAI: Kimi K2.5 is estimated to save $1,587.30/month ($19,048/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Opus 4:Pick Claude Opus 4 when repo-level coding accuracy is the constraint.
  • 2
    MoonshotAI: Kimi K2.5:Pick MoonshotAI: Kimi K2.5 when you are optimizing output cost.
  • 3
    MoonshotAI: Kimi K2.5:Pick MoonshotAI: Kimi K2.5 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude Opus 4

Higher SWE-bench (72.5%).

High-volume chatMoonshotAI: Kimi K2.5

Lower output list price ($2.85/1M).

Voice / low-latency UIMoonshotAI: Kimi K2.5

Lower TTFT (270 ms).

Long-document RAGMoonshotAI: Kimi K2.5

Larger window (262k).

Screenshots / visionMoonshotAI: Kimi K2.5

Both accept images. Defaulting to the higher-Elo side (MoonshotAI: Kimi K2.5).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Opus 4Higher SWE-bench (72.5%).
High-volume chatMoonshotAI: Kimi K2.5Lower output list price ($2.85/1M).
Voice / low-latency UIMoonshotAI: Kimi K2.5Lower TTFT (270 ms).
Long-document RAGMoonshotAI: Kimi K2.5Larger window (262k).
Screenshots / visionMoonshotAI: Kimi K2.5Both accept images. Defaulting to the higher-Elo side (MoonshotAI: Kimi K2.5).
Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Opus 4

Elo 1,490
SWE-bench72.5%
Speed (tok/s)58 tok/s
Input / 1M Tokens$15/1M
Output / 1M Tokens$75/1M
Moonshot

MoonshotAI: Kimi K2.5

Elo 1,515
SWE-bench71.3%
Speed (tok/s)72 tok/s
Input / 1M Tokens$0.57/1M
Output / 1M Tokens$2.85/1M

Frequently Asked Questions

Which is better overall, Claude Opus 4 or MoonshotAI: Kimi K2.5?
MoonshotAI: Kimi K2.5 has the higher preference Elo in our latest snapshot (1,515). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Opus 4 or MoonshotAI: Kimi K2.5?
Claude Opus 4 leads SWE-bench at 72.5% vs 71.3%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
MoonshotAI: Kimi K2.5 output tokens are $2.85/1M versus $75/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Opus 4 or MoonshotAI: Kimi K2.5?
MoonshotAI: Kimi K2.5 has the lower time-to-first-token (270 ms vs 390 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
MoonshotAI: Kimi K2.5 accepts 262k tokens versus 200k.
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. Claude Opus 4 and MoonshotAI: Kimi K2.5 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Claude Opus 4 matchups →|All MoonshotAI: Kimi K2.5 matchups →
Claude Opus 4 vs Claude 3 Opus (previous opus)Claude Opus 4 vs Claude Opus 4.5 (next opus)MoonshotAI: Kimi K2.5 vs MoonshotAI: Kimi K2 0711 (previous kimi)MoonshotAI: Kimi K2.5 vs Kimi K3 (next kimi)Claude Sonnet 4.5 vs MoonshotAI: Kimi K2.5Claude Sonnet 5 vs MoonshotAI: Kimi K2.5