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Every score has a dated snapshot.

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  3. Claude 3.5 Haiku vs MoonshotAI: Kimi K2.5

Pairwise benchmark snapshot · Aug 17, 2026

Claude 3.5 Haiku 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 1,224), while MoonshotAI: Kimi K2.5 leads in SWE-bench software engineering benchmarks (71.3%), while MoonshotAI: Kimi K2.5 is more budget-friendly at $2.85/1M per 1M output tokens, while Claude 3.5 Haiku provides faster response streaming (140 tok/s). 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 3.5 Haiku 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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Executive Verdict Summary

MoonshotAI: Kimi K2.5 holds empirical advantage (7 of 9 metrics)

Coding / SWESWE-bench
MoonshotAI: Kimi K2.5Top code solve rate
ReasoningGPQA / Live
MoonshotAI: Kimi K2.5Top logical accuracy
Best Value$/1M Tok
MoonshotAI: Kimi K2.5Lowest API billing cost
Speed / TokTok/Sec
Claude 3.5 HaikuFastest stream rate

Verified Advantage Breakdown

9 benchmarks evaluated across capability, speed, and cost

Claude 3.5 Haiku (2)MoonshotAI: Kimi K2.5 (7)
Claude 3.5 Haiku
2 of 9 Wins
✓Time to first token✓Output speed
MoonshotAI: Kimi K2.5
7 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price✓Context window
Anthropic
Leads 2 of 9
Claude 3.5 Haiku

Previous cheap Claude. Haiku 4.5 is the current $1/$5 SKU.

Elo 1,224In: $0.8 · Out: $4/1M
Moonshot
Leads 7 of 9
MoonshotAI: Kimi K2.5

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

K2.5 MaxElo 1,515In: $0.57 · Out: $2.85/1M

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.

Delay
270 ms
Standard
CoT Tokens
~2,500
Internal reasoning
Cost / 1k
$8.27
7.3× base bill
Accuracy Boost
+5.5%
STEM & Logic
Top Rival Showdowns for Claude 3.5 Haiku
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 291 Arena Elo pts

Throughput LeaderClaude 3.5 Haiku Wins

Claude 3.5 Haiku

140 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

Claude 3.5 Haiku (2)vsMoonshotAI: Kimi K2.5 (8)
Claude 3.5 Haiku: 2W (20%)Overall: MoonshotAI: Kimi K2.5MoonshotAI: Kimi K2.5: 8W (80%)
← Claude 3.5 HaikuMoonshotAI: Kimi K2.5 →
🏆MoonshotAI: Kimi K2.5 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.5 HaikuvsMoonshotAI: Kimi K2.5
Preference Elo
1,224vs1,515+291
Coding Elo
—vs1,520
SWE-bench
36.2%vs71.3%+35.1%
LiveBench
44.8%vs67.2%+22.4%
GPQA Diamond
54.1%vs87.6%+33.5%
Claude 3.5 Haiku: 0WMoonshotAI: Kimi K2.5: 5W
🏆Claude 3.5 Haiku Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 HaikuvsMoonshotAI: Kimi K2.5
Output speed
140 tok/svs72 tok/s+68 tok/s
Time to first token
110 msvs270 ms+160 ms
Claude 3.5 Haiku: 2WMoonshotAI: Kimi K2.5: 0W
🏆MoonshotAI: Kimi K2.5 Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 HaikuvsMoonshotAI: Kimi K2.5
Output price
$4/1Mvs$2.85/1M+$1.15/1M
Input price
$0.8/1Mvs$0.57/1M+$0.23/1M
Context window
200kvs262k+62k
Claude 3.5 Haiku: 0WMoonshotAI: Kimi K2.5: 3W

Side-by-Side Benchmark Matrix

Claude 3.5 HaikuMoonshotAI: Kimi K2.5
Preference EloMoonshotAI: Kimi K2.5 +291
Claude 3.5 Haiku1,224
MoonshotAI: Kimi K2.51,515
Coding Elo
Claude 3.5 Haiku—
MoonshotAI: Kimi K2.51,520
LiveBenchMoonshotAI: Kimi K2.5 +22.4%
Claude 3.5 Haiku44.8%
MoonshotAI: Kimi K2.567.2%
SWE-benchMoonshotAI: Kimi K2.5 +35.1%
Claude 3.5 Haiku36.2%
MoonshotAI: Kimi K2.571.3%
GPQA DiamondMoonshotAI: Kimi K2.5 +33.5%
Claude 3.5 Haiku54.1%
MoonshotAI: Kimi K2.587.6%
Time to first tokenClaude 3.5 Haiku +160 ms
Claude 3.5 Haiku110 ms
MoonshotAI: Kimi K2.5270 ms
Output speedClaude 3.5 Haiku +68 tok/s
Claude 3.5 Haiku140 tok/s
MoonshotAI: Kimi K2.572 tok/s
Input priceMoonshotAI: Kimi K2.5 +$0.23/1M
Claude 3.5 Haiku$0.8/1M
MoonshotAI: Kimi K2.5$0.57/1M
Output priceMoonshotAI: Kimi K2.5 +$1.15/1M
Claude 3.5 Haiku$4/1M
MoonshotAI: Kimi K2.5$2.85/1M
Context windowMoonshotAI: Kimi K2.5 +62k
Claude 3.5 Haiku200k
MoonshotAI: Kimi K2.5262k
BenchmarkClaude 3.5 HaikuMoonshotAI: Kimi K2.5Advantage Delta
Preference Elo
1,224
lmarena · Aug 17, 2026
1,515
lmarena · Aug 17, 2026
+291
Coding Elo—
1,520
lmarena · Aug 17, 2026
—
LiveBench
44.8%
livebench · Aug 17, 2026
67.2%
livebench · Aug 17, 2026
+22.4%
SWE-bench
36.2%
swebench · Aug 17, 2026
71.3%
swebench · Aug 17, 2026
+35.1%
GPQA Diamond
54.1%
seed-bootstrap · Aug 1, 2026
87.6%
seed-bootstrap · Aug 1, 2026
+33.5%
Time to first token
110 ms
seed-bootstrap · Aug 1, 2026
270 ms
seed-bootstrap · Aug 1, 2026
+160 ms
Output speed
140 tok/s
seed-bootstrap · Aug 1, 2026
72 tok/s
seed-bootstrap · Aug 1, 2026
+68 tok/s
Input price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$0.57/1M
openrouter · Aug 17, 2026
+$0.23/1M
Output price
$4/1M
seed-bootstrap · Aug 1, 2026
$2.85/1M
openrouter · Aug 17, 2026
+$1.15/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
262k
openrouter · Aug 17, 2026
+62k

Workload Cost & Savings Calculator

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

Save 29% 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 3.5 Haiku$88.00 / mo
In: $28Out: $60
MoonshotAI: Kimi K2.5$62.70 / mo
In: $19.95Out: $42.75
Estimated Cost Delta

MoonshotAI: Kimi K2.5 is estimated to save $25.30/month ($304/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MoonshotAI: Kimi K2.5:Pick MoonshotAI: Kimi K2.5 when repo-level coding accuracy is the constraint.
  • 2
    Claude 3.5 Haiku:Pick Claude 3.5 Haiku when time-to-first-token matters more than peak Elo.
  • 3
    MoonshotAI: Kimi K2.5:Pick MoonshotAI: Kimi K2.5 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsMoonshotAI: Kimi K2.5

Higher SWE-bench (71.3%).

High-volume chatMoonshotAI: Kimi K2.5

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

Voice / low-latency UIClaude 3.5 Haiku

Lower TTFT (110 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 agentsMoonshotAI: Kimi K2.5Higher SWE-bench (71.3%).
High-volume chatMoonshotAI: Kimi K2.5Lower output list price ($2.85/1M).
Voice / low-latency UIClaude 3.5 HaikuLower TTFT (110 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).

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.5 Haiku

Elo 1,224
SWE-bench36.2%
Speed (tok/s)140 tok/s
Input / 1M Tokens$0.8/1M
Output / 1M Tokens$4/1M
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 3.5 Haiku 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 3.5 Haiku or MoonshotAI: Kimi K2.5?
MoonshotAI: Kimi K2.5 leads SWE-bench at 71.3% vs 36.2%. 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 $4/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Haiku or MoonshotAI: Kimi K2.5?
Claude 3.5 Haiku has the lower time-to-first-token (110 ms vs 270 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 3.5 Haiku 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 3.5 Haiku matchups →|All MoonshotAI: Kimi K2.5 matchups →
Claude 3.5 Haiku vs Claude Haiku 4.5 (next haiku)MoonshotAI: Kimi K2.5 vs MoonshotAI: Kimi K2 0711 (previous kimi)MoonshotAI: Kimi K2.5 vs Kimi K3 (next kimi)Claude Opus 4.5 vs MoonshotAI: Kimi K2.5Claude Opus 4.6 vs MoonshotAI: Kimi K2.5Claude Sonnet 4.5 vs MoonshotAI: Kimi K2.5