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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 K2.5 Max vs Yi-Lightning

Pairwise benchmark snapshot · Aug 1, 2026

Kimi K2.5 Max vs Yi-Lightning benchmark

In this head-to-head showdown, Kimi K2.5 Max delivers higher overall intelligence and human-preferred responses (Elo 1,515 vs 1,475), while Kimi K2.5 Max leads in SWE-bench software engineering benchmarks (71.3%), 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: Choose Kimi K2.5 Max if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Yi-Lightning if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Kimi K2.5 Max (6)Yi-Lightning (4)
Kimi K2.5 Max
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Yi-Lightning
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Moonshot
Leads 6 of 10 metrics
Kimi K2.5 Max

Moonshot flagship reasoning model with high-fidelity coding, deep thinking, and tool use across a 200k context.

K2.5 MaxElo 1,515$2/1M out
01.AI
Leads 4 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 K2.5 Max vs Yi-Lightning. Alternative family tiers available.

Active: Kimi K2.5 Max
Kimi K3$2.5Kimi K2$1.4Kimi Chat 1.5$0.8

Kimi K2.5 Max Thinking Depth & Cost Scaler

Model A

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
$5.85
6.9× standard bill
Accuracy Boost
+5.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for Kimi K2.5 Max
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderKimi K2.5 Max Wins

Kimi K2.5 Max

Δ 40 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

Kimi K2.5 Max (6)vsYi-Lightning (4)
Kimi K2.5 Max: 6W (60%)Overall: Kimi K2.5 MaxYi-Lightning: 4W (40%)
← Kimi K2.5 MaxYi-Lightning →
🏆Kimi K2.5 Max(5/5)

Intelligence & Reasoning

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

Benchmark
Kimi K2.5 MaxvsYi-Lightning
Preference Elo
1,515vs1,475+40
Coding Elo
1,520vs1,480+40
SWE-bench
71.3%vs63.4%+7.9%
LiveBench
67.2%vs65%+2.2%
GPQA Diamond
87.6%vs78%+9.6%
Kimi K2.5 Max: 5WYi-Lightning: 0W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Kimi K2.5 MaxvsYi-Lightning
Output speed
72 tok/svs130 tok/s+58 tok/s
Time to first token
270 msvs150 ms+120 ms
Kimi K2.5 Max: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Kimi K2.5 MaxvsYi-Lightning
Output price
$2/1Mvs$0.14/1M+$1.86/1M
Input price
$0.5/1Mvs$0.14/1M+$0.36/1M
Context window
200kvs16k+184k
Kimi K2.5 Max: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+40
Kimi K2.5 Max1,515
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,475
seed-bootstrap · Aug 1, 2026
Coding Elo+40
Kimi K2.5 Max1,520
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,480
seed-bootstrap · Aug 1, 2026
LiveBench+2.2%
Kimi K2.5 Max67.2%
seed-bootstrap · Aug 1, 2026
Yi-Lightning65%
seed-bootstrap · Aug 1, 2026
SWE-bench+7.9%
Kimi K2.5 Max71.3%
seed-bootstrap · Aug 1, 2026
Yi-Lightning63.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+9.6%
Kimi K2.5 Max87.6%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+120 ms
Kimi K2.5 Max270 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+58 tok/s
Kimi K2.5 Max72 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.36/1M
Kimi K2.5 Max$0.5/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$1.86/1M
Kimi K2.5 Max$2/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+184k
Kimi K2.5 Max200k
seed-bootstrap · Aug 1, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkKimi K2.5 MaxYi-LightningAdvantage Delta
Preference Elo
1,515
seed-bootstrap · Aug 1, 2026
1,475
seed-bootstrap · Aug 1, 2026
+40
Coding Elo
1,520
seed-bootstrap · Aug 1, 2026
1,480
seed-bootstrap · Aug 1, 2026
+40
LiveBench
67.2%
seed-bootstrap · Aug 1, 2026
65%
seed-bootstrap · Aug 1, 2026
+2.2%
SWE-bench
71.3%
seed-bootstrap · Aug 1, 2026
63.4%
seed-bootstrap · Aug 1, 2026
+7.9%
GPQA Diamond
87.6%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+9.6%
Time to first token
270 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+120 ms
Output speed
72 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+58 tok/s
Input price
$0.5/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.36/1M
Output price
$2/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$1.86/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
16k
seed-bootstrap · Aug 1, 2026
+184k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 85% 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 K2.5 Max$47.50 / mo
In: $17.5Out: $30
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $40.50/month ($486/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Kimi K2.5 Max:Pick Kimi K2.5 Max 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 K2.5 Max

Higher SWE-bench (71.3%).

High-volume chatYi-Lightning

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

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

Long-document RAGKimi K2.5 Max

Larger window (200k).

Screenshots / visionKimi K2.5 Max

Kimi K2.5 Max is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsKimi K2.5 MaxHigher SWE-bench (71.3%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
Long-document RAGKimi K2.5 MaxLarger window (200k).
Screenshots / visionKimi K2.5 MaxKimi K2.5 Max 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 K2.5 Max

Elo 1,515
SWE-bench71.3%
Speed (tok/s)72 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$2/1M
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 K2.5 Max or Yi-Lightning?
Kimi K2.5 Max 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, Kimi K2.5 Max or Yi-Lightning?
Kimi K2.5 Max leads SWE-bench at 71.3% 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 $2/1M. Input prices and retry rates still move the real bill.
Which is faster, Kimi K2.5 Max or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 270 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Kimi K2.5 Max accepts 200k 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 K2.5 Max 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 K2.5 Max matchups →|All Yi-Lightning matchups →
Kimi K2.5 Max vs Kimi K2 (previous kimi)Kimi K2.5 Max vs Kimi K3 (next kimi)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Kimi K2 vs Yi-LightningQwen 3 Max vs Kimi K2.5 Max