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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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  2. Comparisons
  3. Claude Opus 5 vs Yi-Lightning

Pairwise benchmark snapshot · Aug 17, 2026

Claude Opus 5 vs Yi-Lightning benchmark

In this head-to-head showdown, Claude Opus 5 delivers higher overall intelligence and human-preferred responses (Elo 1,624 vs 1,475), while Claude Opus 5 leads in SWE-bench software engineering benchmarks (79.2%), 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 Claude Opus 5 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

Claude Opus 5 (6)Yi-Lightning (4)
Claude Opus 5
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
Anthropic
Leads 6 of 10 metrics
Claude Opus 5

Anthropic current default flagship. Official API $5/$25 per 1M tokens and a 1M context window (Anthropic, Jul 24 2026).

Elo 1,624$50/1M 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

Claude 5 Series Lineage & Sibling Variants

3 models

Currently comparing Claude Opus 5 vs Yi-Lightning. Alternative family tiers available.

Active: Claude Opus 5
Claude Fable 5$50Claude Sonnet 5$10

Claude Opus 5 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
310 ms
Standard speed
Reasoning Depth
~3,200
Internal tokens
Cost / 1k Calls
$180.00
9.0× standard bill
Accuracy Boost
+5.2% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude Opus 5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderClaude Opus 5 Wins

Claude Opus 5

Δ 149 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.

Claude Opus 5 (6)vsYi-Lightning (4)
Claude Opus 5: 6W (60%)Overall: Claude Opus 5Yi-Lightning: 4W (40%)
← Claude Opus 5Yi-Lightning →
🏆Claude Opus 5(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Opus 5vsYi-Lightning
Preference Elo
1,624vs1,475+149
Coding Elo
1,618vs1,480+138
SWE-bench
79.2%vs63.4%+15.8%
LiveBench
74.8%vs65%+9.8%
GPQA Diamond
87.1%vs78%+9.1%
Claude Opus 5: 5WYi-Lightning: 0W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Opus 5vsYi-Lightning
Output speed
72 tok/svs130 tok/s+58 tok/s
Time to first token
310 msvs150 ms+160 ms
Claude Opus 5: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Opus 5vsYi-Lightning
Output price
$50/1Mvs$0.14/1M+$49.86/1M
Input price
$10/1Mvs$0.14/1M+$9.86/1M
Context window
1Mvs16k+984k
Claude Opus 5: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+149
Claude Opus 51,624
lmarena · Aug 16, 2026
Yi-Lightning1,475
lmarena · Aug 17, 2026
Coding Elo+138
Claude Opus 51,618
lmarena · Aug 16, 2026
Yi-Lightning1,480
lmarena · Aug 17, 2026
LiveBench+9.8%
Claude Opus 574.8%
livebench · Aug 16, 2026
Yi-Lightning65%
livebench · Aug 17, 2026
SWE-bench+15.8%
Claude Opus 579.2%
swebench · Aug 16, 2026
Yi-Lightning63.4%
swebench · Aug 17, 2026
GPQA Diamond+9.1%
Claude Opus 587.1%
seed-bootstrap · Aug 16, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+160 ms
Claude Opus 5310 ms
seed-bootstrap · Aug 16, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+58 tok/s
Claude Opus 572 tok/s
seed-bootstrap · Aug 16, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$9.86/1M
Claude Opus 5$10/1M
openrouter · Aug 17, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$49.86/1M
Claude Opus 5$50/1M
openrouter · Aug 17, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+984k
Claude Opus 51M
openrouter · Aug 17, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude Opus 5Yi-LightningAdvantage Delta
Preference Elo
1,624
lmarena · Aug 16, 2026
1,475
lmarena · Aug 17, 2026
+149
Coding Elo
1,618
lmarena · Aug 16, 2026
1,480
lmarena · Aug 17, 2026
+138
LiveBench
74.8%
livebench · Aug 16, 2026
65%
livebench · Aug 17, 2026
+9.8%
SWE-bench
79.2%
swebench · Aug 16, 2026
63.4%
swebench · Aug 17, 2026
+15.8%
GPQA Diamond
87.1%
seed-bootstrap · Aug 16, 2026
78%
seed-bootstrap · Aug 1, 2026
+9.1%
Time to first token
310 ms
seed-bootstrap · Aug 16, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+160 ms
Output speed
72 tok/s
seed-bootstrap · Aug 16, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+58 tok/s
Input price
$10/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$9.86/1M
Output price
$50/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$49.86/1M
Context window
1M
openrouter · Aug 17, 2026
16k
seed-bootstrap · Aug 1, 2026
+984k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 99% 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)
Claude Opus 5$1,100.00 / mo
In: $350Out: $750
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $1,093.00/month ($13,116/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Opus 5:Pick Claude Opus 5 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 agentsClaude Opus 5

Higher SWE-bench (79.2%).

High-volume chatYi-Lightning

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

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

Long-document RAGClaude Opus 5

Larger window (1M).

Screenshots / visionClaude Opus 5

Claude Opus 5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Opus 5Higher SWE-bench (79.2%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
Long-document RAGClaude Opus 5Larger window (1M).
Screenshots / visionClaude Opus 5Claude Opus 5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 10, 2026

Sonnet vs Opus in 2026: same family, different invoice

Usually Sonnet 5 vs Opus 5. Coding delta versus output $/1M. The workhorse question.

compareJul 24, 2026

Claude vs Gemini: coding, Elo, and output price — not a brand mashup

Top Anthropic vs top Google. Usually Opus 5 vs 3.6 Pro. Two different invoices.

compareJul 24, 2026

Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

Not a frozen 2025 article. Today that is usually Opus 5 vs GPT-5.6 Sol. Dated cells, not a brand fight.

launchJul 24, 2026

Claude Opus 5 is Anthropic’s default flagship — how to read it on CompareLLM

Jul 24 2026 official API at $5/$25 and a 1M window. Preference Elo is taste, not a coding exam.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Opus 5

Elo 1,624
SWE-bench79.2%
Speed (tok/s)72 tok/s
Input / 1M Tokens$10/1M
Output / 1M Tokens$50/1M
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, Claude Opus 5 or Yi-Lightning?
Claude Opus 5 has the higher preference Elo in our latest snapshot (1,624). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Opus 5 or Yi-Lightning?
Claude Opus 5 leads SWE-bench at 79.2% 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 $50/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Opus 5 or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 310 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude Opus 5 accepts 1M 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. Claude Opus 5 and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 10, 2026

    Sonnet vs Opus in 2026: same family, different invoice

  • compare · Jul 24, 2026

    Claude vs Gemini: coding, Elo, and output price — not a brand mashup

  • compare · Jul 24, 2026

    Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

  • launch · Jul 24, 2026

    Claude Opus 5 is Anthropic’s default flagship — how to read it on CompareLLM

Similar Head-to-Head Comparisons

All Claude Opus 5 matchups →|All Yi-Lightning matchups →
Claude Opus 5 vs Claude Opus 4.8 (previous opus)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Claude Fable 5 vs Claude Opus 5Claude Opus 4.6 vs Claude Opus 5Claude Opus 4.5 vs Claude Opus 5