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Precision Benchmarks

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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. Kimi K2 vs Yi-Lightning

Pairwise benchmark snapshot · Aug 1, 2026

Kimi K2 vs Yi-Lightning benchmark

In this head-to-head showdown, Yi-Lightning delivers higher overall intelligence and human-preferred responses (Elo 1,475 vs 1,465), while Kimi K2 leads in SWE-bench software engineering benchmarks (65.8%), while Yi-Lightning is more budget-friendly at $0.14/1M 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: Yi-Lightning holds the advantage over Kimi K2 in overall benchmark performance and human evaluation rankings. Choose Yi-Lightning 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

Kimi K2 (2)Yi-Lightning (8)
Kimi K2
2 of 10 Wins
✓SWE-bench✓Context window
Yi-Lightning
8 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price
Moonshot
Leads 2 of 10 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
01.AI
Leads 8 of 10 metrics
Yi-Lightning

01.AI ultra-fast reasoning model delivering top LiveBench efficiency.

LightningElo 1,475$0.14/1M out

Kimi Series Lineage & Sibling Variants

4 models

Currently comparing Kimi K2 vs Yi-Lightning. Alternative family tiers available.

Active: Kimi K2
Kimi K3$2.5Kimi K2.5 Max$2Kimi Chat 1.5$0.8
Top Rival Showdowns for Kimi K2
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderYi-Lightning Wins

Yi-Lightning

Δ 10 Arena Elo pts

Throughput LeaderYi-Lightning Wins

Yi-Lightning

130 tok/s

Value per Dollar LeaderYi-Lightning Wins

Yi-Lightning

$0.14 / 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.

Kimi K2 (2)vsYi-Lightning (8)
Kimi K2: 2W (20%)Overall: Yi-LightningYi-Lightning: 8W (80%)
← Kimi K2Yi-Lightning →
🏆Yi-Lightning(4/5)

Intelligence & Reasoning

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

Benchmark
Kimi K2vsYi-Lightning
Preference Elo
1,465vs1,475+10
Coding Elo
1,470vs1,480+10
SWE-bench
65.8%vs63.4%+2.4%
LiveBench
62.8%vs65%+2.2%
GPQA Diamond
76.5%vs78%+1.5%
Kimi K2: 1WYi-Lightning: 4W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Kimi K2vsYi-Lightning
Output speed
85 tok/svs130 tok/s+45 tok/s
Time to first token
240 msvs150 ms+90 ms
Kimi K2: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Kimi K2vsYi-Lightning
Output price
$1.4/1Mvs$0.14/1M+$1.26/1M
Input price
$0.35/1Mvs$0.14/1M+$0.21/1M
Context window
128kvs16k+112k
Kimi K2: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+10
Kimi K21,465
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,475
seed-bootstrap · Aug 1, 2026
Coding Elo+10
Kimi K21,470
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,480
seed-bootstrap · Aug 1, 2026
LiveBench+2.2%
Kimi K262.8%
seed-bootstrap · Aug 1, 2026
Yi-Lightning65%
seed-bootstrap · Aug 1, 2026
SWE-bench+2.4%
Kimi K265.8%
seed-bootstrap · Aug 1, 2026
Yi-Lightning63.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+1.5%
Kimi K276.5%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+90 ms
Kimi K2240 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+45 tok/s
Kimi K285 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.21/1M
Kimi K2$0.35/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$1.26/1M
Kimi K2$1.4/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+112k
Kimi K2128k
seed-bootstrap · Aug 1, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkKimi K2Yi-LightningAdvantage Delta
Preference Elo
1,465
seed-bootstrap · Aug 1, 2026
1,475
seed-bootstrap · Aug 1, 2026
+10
Coding Elo
1,470
seed-bootstrap · Aug 1, 2026
1,480
seed-bootstrap · Aug 1, 2026
+10
LiveBench
62.8%
seed-bootstrap · Aug 1, 2026
65%
seed-bootstrap · Aug 1, 2026
+2.2%
SWE-bench
65.8%
seed-bootstrap · Aug 1, 2026
63.4%
seed-bootstrap · Aug 1, 2026
+2.4%
GPQA Diamond
76.5%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+1.5%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+90 ms
Output speed
85 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+45 tok/s
Input price
$0.35/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.21/1M
Output price
$1.4/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$1.26/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
16k
seed-bootstrap · Aug 1, 2026
+112k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 79% with Yi-Lightning
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Kimi K2$33.25 / mo
In: $12.25Out: $21
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $26.25/month ($315/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
    Yi-Lightning:Pick Yi-Lightning when you are optimizing output cost.
  • 3
    Yi-Lightning:Pick Yi-Lightning when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsKimi K2

Higher SWE-bench (65.8%).

High-volume chatYi-Lightning

Lower output list price ($0.14/1M).

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

Long-document RAGKimi K2

Larger window (128k).

Screenshots / visionKimi K2

Kimi K2 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsKimi K2Higher SWE-bench (65.8%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
Long-document RAGKimi K2Larger window (128k).
Screenshots / visionKimi K2Kimi K2 is the side marked multimodal in the catalog.
Community Sentiment

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
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
01.AI

Yi-Lightning

Elo 1,475
SWE-bench63.4%
Speed (tok/s)130 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.14/1M

Frequently Asked Questions

Which is better overall, Kimi K2 or Yi-Lightning?
Yi-Lightning has the higher preference Elo in our latest snapshot (1,475). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Kimi K2 or Yi-Lightning?
Kimi K2 leads SWE-bench at 65.8% vs 63.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $1.4/1M. Input prices and retry rates still move the real bill.
Which is faster, Kimi K2 or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Kimi K2 accepts 128k tokens versus 16k.
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. Kimi K2 and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Kimi K2 matchups →|All Yi-Lightning matchups →
Kimi K2 vs Kimi Chat 1.5 (previous kimi)Kimi K2 vs Kimi K2.5 Max (next kimi)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Kimi K2.5 Max vs Yi-LightningKimi K3 vs Yi-Lightning