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Every score has a dated snapshot.

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  3. Claude 3.5 Haiku vs Kimi K2

Pairwise benchmark snapshot · Aug 1, 2026

Claude 3.5 Haiku vs Kimi K2 benchmark

In this head-to-head showdown, Kimi K2 delivers higher overall intelligence and human-preferred responses (Elo 1,465 vs 1,224), while Kimi K2 leads in SWE-bench software engineering benchmarks (65.8%), while Kimi K2 is more budget-friendly at $1.4/1M 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: Kimi K2 holds the advantage over Claude 3.5 Haiku in overall benchmark performance and human evaluation rankings. Choose Kimi K2 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Claude 3.5 Haiku (3)Kimi K2 (6)
Claude 3.5 Haiku
3 of 9 Wins
✓Time to first token✓Output speed✓Context window
Kimi K2
6 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price
Anthropic
Leads 3 of 9 metrics
Claude 3.5 Haiku

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

Elo 1,224$4/1M out
Moonshot
Leads 6 of 9 metrics
Kimi K2

Moonshot foundation model with strong native bilingual reasoning and 65.8% SWE-bench Verified coding baseline.

K2 BaseElo 1,465$1.4/1M out
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 LeaderKimi K2 Wins

Kimi K2

Δ 241 Arena Elo pts

Throughput LeaderClaude 3.5 Haiku Wins

Claude 3.5 Haiku

140 tok/s

Value per Dollar LeaderKimi K2 Wins

Kimi K2

$1.4 / 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
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Claude 3.5 Haiku (3)vsKimi K2 (7)
Claude 3.5 Haiku: 3W (30%)Overall: Kimi K2Kimi K2: 7W (70%)
← Claude 3.5 HaikuKimi K2 →
🏆Kimi K2(5/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.5 HaikuvsKimi K2
Preference Elo
1,224vs1,465+241
Coding Elo
—vs1,470
SWE-bench
36.2%vs65.8%+29.6%
LiveBench
44.8%vs62.8%+18%
GPQA Diamond
54.1%vs76.5%+22.4%
Claude 3.5 Haiku: 0WKimi K2: 5W
🏆Claude 3.5 Haiku(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 HaikuvsKimi K2
Output speed
140 tok/svs85 tok/s+55 tok/s
Time to first token
110 msvs240 ms+130 ms
Claude 3.5 Haiku: 2WKimi K2: 0W
🏆Kimi K2(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 HaikuvsKimi K2
Output price
$4/1Mvs$1.4/1M+$2.6/1M
Input price
$0.8/1Mvs$0.35/1M+$0.45/1M
Context window
200kvs128k+72k
Claude 3.5 Haiku: 1WKimi K2: 2W

Side-by-Side Benchmark Matrix

Preference Elo+241
Claude 3.5 Haiku1,224
seed-bootstrap · Aug 1, 2026
Kimi K21,465
seed-bootstrap · Aug 1, 2026
Coding Elo
Claude 3.5 Haiku—
Kimi K21,470
seed-bootstrap · Aug 1, 2026
LiveBench+18%
Claude 3.5 Haiku44.8%
seed-bootstrap · Aug 1, 2026
Kimi K262.8%
seed-bootstrap · Aug 1, 2026
SWE-bench+29.6%
Claude 3.5 Haiku36.2%
seed-bootstrap · Aug 1, 2026
Kimi K265.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+22.4%
Claude 3.5 Haiku54.1%
seed-bootstrap · Aug 1, 2026
Kimi K276.5%
seed-bootstrap · Aug 1, 2026
Time to first token+130 ms
Claude 3.5 Haiku110 ms
seed-bootstrap · Aug 1, 2026
Kimi K2240 ms
seed-bootstrap · Aug 1, 2026
Output speed+55 tok/s
Claude 3.5 Haiku140 tok/s
seed-bootstrap · Aug 1, 2026
Kimi K285 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.45/1M
Claude 3.5 Haiku$0.8/1M
seed-bootstrap · Aug 1, 2026
Kimi K2$0.35/1M
seed-bootstrap · Aug 1, 2026
Output price+$2.6/1M
Claude 3.5 Haiku$4/1M
seed-bootstrap · Aug 1, 2026
Kimi K2$1.4/1M
seed-bootstrap · Aug 1, 2026
Context window+72k
Claude 3.5 Haiku200k
seed-bootstrap · Aug 1, 2026
Kimi K2128k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude 3.5 HaikuKimi K2Advantage Delta
Preference Elo
1,224
seed-bootstrap · Aug 1, 2026
1,465
seed-bootstrap · Aug 1, 2026
+241
Coding Elo—
1,470
seed-bootstrap · Aug 1, 2026
—
LiveBench
44.8%
seed-bootstrap · Aug 1, 2026
62.8%
seed-bootstrap · Aug 1, 2026
+18%
SWE-bench
36.2%
seed-bootstrap · Aug 1, 2026
65.8%
seed-bootstrap · Aug 1, 2026
+29.6%
GPQA Diamond
54.1%
seed-bootstrap · Aug 1, 2026
76.5%
seed-bootstrap · Aug 1, 2026
+22.4%
Time to first token
110 ms
seed-bootstrap · Aug 1, 2026
240 ms
seed-bootstrap · Aug 1, 2026
+130 ms
Output speed
140 tok/s
seed-bootstrap · Aug 1, 2026
85 tok/s
seed-bootstrap · Aug 1, 2026
+55 tok/s
Input price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$0.35/1M
seed-bootstrap · Aug 1, 2026
+$0.45/1M
Output price
$4/1M
seed-bootstrap · Aug 1, 2026
$1.4/1M
seed-bootstrap · Aug 1, 2026
+$2.6/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
128k
seed-bootstrap · Aug 1, 2026
+72k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 62% with Kimi K2
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
Kimi K2$33.25 / mo
In: $12.25Out: $21
Estimated Cost Delta

Kimi K2 is estimated to save $54.75/month ($657/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Kimi K2:Pick Kimi K2 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
    Kimi K2:Pick Kimi K2 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsKimi K2

Higher SWE-bench (65.8%).

High-volume chatKimi K2

Lower output list price ($1.4/1M).

Voice / low-latency UIClaude 3.5 Haiku

Lower TTFT (110 ms).

Long-document RAGClaude 3.5 Haiku

Larger window (200k).

Screenshots / visionKimi K2

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsKimi K2Higher SWE-bench (65.8%).
High-volume chatKimi K2Lower output list price ($1.4/1M).
Voice / low-latency UIClaude 3.5 HaikuLower TTFT (110 ms).
Long-document RAGClaude 3.5 HaikuLarger window (200k).
Screenshots / visionKimi K2Both accept images. Defaulting to the higher-Elo side (Kimi K2).
Community Sentiment

Cast Your Matchup Vote

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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

Kimi K2

Elo 1,465
SWE-bench65.8%
Speed (tok/s)85 tok/s
Input / 1M Tokens$0.35/1M
Output / 1M Tokens$1.4/1M

Frequently Asked Questions

Which is better overall, Claude 3.5 Haiku or Kimi K2?
Kimi K2 has the higher preference Elo in our latest snapshot (1,465). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude 3.5 Haiku or Kimi K2?
Kimi K2 leads SWE-bench at 65.8% vs 36.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Kimi K2 output tokens are $1.4/1M versus $4/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Haiku or Kimi K2?
Claude 3.5 Haiku has the lower time-to-first-token (110 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude 3.5 Haiku accepts 200k tokens versus 128k.
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 Kimi K2 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 Kimi K2 matchups →
Claude 3.5 Haiku vs Claude Haiku 4.5 (next haiku)Kimi K2 vs Kimi Chat 1.5 (previous kimi)Kimi K2 vs Kimi K2.5 Max (next kimi)Claude Opus 4.5 vs Kimi K2Claude Opus 4.6 vs Kimi K2Claude Sonnet 4.5 vs Kimi K2