CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

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

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Claude 3.7 Sonnet vs Kimi K2

Pairwise benchmark snapshot · Aug 1, 2026

Claude 3.7 Sonnet vs Kimi K2 benchmark

In this head-to-head showdown, Kimi K2 delivers higher overall intelligence and human-preferred responses (Elo 1,465 vs 1,362), while Claude 3.7 Sonnet leads in SWE-bench software engineering benchmarks (70.3%), while Kimi K2 is more budget-friendly at $1.4/1M per 1M output tokens, while Claude 3.7 Sonnet provides faster response streaming (85 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 3.7 Sonnet 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.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

Claude 3.7 Sonnet (3)Kimi K2 (4)
Claude 3.7 Sonnet
3 of 7 Wins
✓SWE-bench✓GPQA Diamond✓Context window
Kimi K2
4 of 7 Wins
✓Preference Elo✓LiveBench✓Input price✓Output price
Anthropic
Leads 3 of 7 metrics
Claude 3.7 Sonnet

Hybrid-reasoning Sonnet from 2025. Kept for historical compare pages.

Elo 1,362$15/1M out
Moonshot
Leads 4 of 7 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

Claude 3.7 Sonnet Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (16k budget)

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
240 ms
Standard speed
Reasoning Depth
~3,200
Internal tokens
Cost / 1k Calls
$54.00
9.0× standard bill
Accuracy Boost
+5.2% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude 3.7 Sonnet
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 103 Arena Elo pts

Throughput LeaderClaude 3.7 Sonnet Wins

Claude 3.7 Sonnet

85 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 3.7 Sonnet (3)vsKimi K2 (5)
Claude 3.7 Sonnet: 3W (38%)Overall: Kimi K2Kimi K2: 5W (62%)
← Claude 3.7 Sonnet2 tiesKimi K2 →
🏆Kimi K2(3/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.7 SonnetvsKimi K2
Preference Elo
1,362vs1,465+103
Coding Elo
—vs1,470
SWE-bench
70.3%vs65.8%+4.5%
LiveBench
58.4%vs62.8%+4.4%
GPQA Diamond
78.5%vs76.5%+2%
Claude 3.7 Sonnet: 2WKimi K2: 3W
Tied (0-0)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.7 SonnetvsKimi K2
Output speed
85 tok/svs85 tok/s
Time to first token
240 msvs240 ms
Claude 3.7 Sonnet: 0WKimi K2: 0W
🏆Kimi K2(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.7 SonnetvsKimi K2
Output price
$15/1Mvs$1.4/1M+$13.6/1M
Input price
$3/1Mvs$0.35/1M+$2.65/1M
Context window
200kvs128k+72k
Claude 3.7 Sonnet: 1WKimi K2: 2W

Side-by-Side Benchmark Matrix

Preference Elo+103
Claude 3.7 Sonnet1,362
seed-bootstrap · Aug 1, 2026
Kimi K21,465
seed-bootstrap · Aug 1, 2026
Coding Elo
Claude 3.7 Sonnet—
Kimi K21,470
seed-bootstrap · Aug 1, 2026
LiveBench+4.4%
Claude 3.7 Sonnet58.4%
seed-bootstrap · Aug 1, 2026
Kimi K262.8%
seed-bootstrap · Aug 1, 2026
SWE-bench+4.5%
Claude 3.7 Sonnet70.3%
seed-bootstrap · Aug 1, 2026
Kimi K265.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+2%
Claude 3.7 Sonnet78.5%
seed-bootstrap · Aug 1, 2026
Kimi K276.5%
seed-bootstrap · Aug 1, 2026
Time to first token
Claude 3.7 Sonnet240 ms
seed-bootstrap · Aug 1, 2026
Kimi K2240 ms
seed-bootstrap · Aug 1, 2026
Output speed
Claude 3.7 Sonnet85 tok/s
seed-bootstrap · Aug 1, 2026
Kimi K285 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$2.65/1M
Claude 3.7 Sonnet$3/1M
seed-bootstrap · Aug 1, 2026
Kimi K2$0.35/1M
seed-bootstrap · Aug 1, 2026
Output price+$13.6/1M
Claude 3.7 Sonnet$15/1M
seed-bootstrap · Aug 1, 2026
Kimi K2$1.4/1M
seed-bootstrap · Aug 1, 2026
Context window+72k
Claude 3.7 Sonnet200k
seed-bootstrap · Aug 1, 2026
Kimi K2128k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude 3.7 SonnetKimi K2Advantage Delta
Preference Elo
1,362
seed-bootstrap · Aug 1, 2026
1,465
seed-bootstrap · Aug 1, 2026
+103
Coding Elo—
1,470
seed-bootstrap · Aug 1, 2026
—
LiveBench
58.4%
seed-bootstrap · Aug 1, 2026
62.8%
seed-bootstrap · Aug 1, 2026
+4.4%
SWE-bench
70.3%
seed-bootstrap · Aug 1, 2026
65.8%
seed-bootstrap · Aug 1, 2026
+4.5%
GPQA Diamond
78.5%
seed-bootstrap · Aug 1, 2026
76.5%
seed-bootstrap · Aug 1, 2026
+2%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
240 ms
seed-bootstrap · Aug 1, 2026
—
Output speed
85 tok/s
seed-bootstrap · Aug 1, 2026
85 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.35/1M
seed-bootstrap · Aug 1, 2026
+$2.65/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$1.4/1M
seed-bootstrap · Aug 1, 2026
+$13.6/1M
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 90% 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 3.7 Sonnet$330.00 / mo
In: $105Out: $225
Kimi K2$33.25 / mo
In: $12.25Out: $21
Estimated Cost Delta

Kimi K2 is estimated to save $296.75/month ($3,561/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude 3.7 Sonnet:Pick Claude 3.7 Sonnet when repo-level coding accuracy is the constraint.
  • 2
    Kimi K2:Pick Kimi K2 when you are optimizing output cost.
  • 3
    Claude 3.7 Sonnet:Pick Claude 3.7 Sonnet when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude 3.7 Sonnet

Higher SWE-bench (70.3%).

High-volume chatKimi K2

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

Voice / low-latency UIClaude 3.7 Sonnet

Lower TTFT (240 ms).

Long-document RAGClaude 3.7 Sonnet

Larger window (200k).

Screenshots / visionKimi K2

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude 3.7 SonnetHigher SWE-bench (70.3%).
High-volume chatKimi K2Lower output list price ($1.4/1M).
Voice / low-latency UIClaude 3.7 SonnetLower TTFT (240 ms).
Long-document RAGClaude 3.7 SonnetLarger window (200k).
Screenshots / visionKimi K2Both accept images. Defaulting to the higher-Elo side (Kimi K2).

Related Editorial Dispatches & Benchmark Notes

View all news
newsFeb 25, 2025

Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

2025 hybrid-reasoning Sonnet. Deprecated for buying, kept for old compare URLs and “what did 3.7 score?”

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/claude-3-7-sonnet-vs-kimi-k2/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.7 Sonnet

Elo 1,362
SWE-bench70.3%
Speed (tok/s)85 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
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 3.7 Sonnet 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 3.7 Sonnet or Kimi K2?
Claude 3.7 Sonnet leads SWE-bench at 70.3% vs 65.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Kimi K2 output tokens are $1.4/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.7 Sonnet or Kimi K2?
Claude 3.7 Sonnet has the lower time-to-first-token (240 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude 3.7 Sonnet 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 3.7 Sonnet and Kimi K2 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • news · Feb 25, 2025

    Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

Similar Head-to-Head Comparisons

All Claude 3.7 Sonnet matchups →|All Kimi K2 matchups →
Claude 3.7 Sonnet vs Claude 3.5 Sonnet (previous sonnet)Claude 3.7 Sonnet vs Claude Sonnet 4 (next sonnet)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 K2