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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. Grok 3 vs Yi-Lightning

Pairwise benchmark snapshot · Aug 1, 2026

Grok 3 vs Yi-Lightning benchmark

In this head-to-head showdown, Yi-Lightning delivers higher overall intelligence and human-preferred responses (Elo 1,475 vs 1,405), while Yi-Lightning leads in SWE-bench software engineering benchmarks (63.4%), 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 Grok 3 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

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

Grok 3 (1)Yi-Lightning (8)
Grok 3
1 of 9 Wins
✓Context window
Yi-Lightning
8 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price
xAI
Leads 1 of 9 metrics
Grok 3

Previous xAI generation before Grok 4. Kept for grok 3 vs grok 4.

Elo 1,405$15/1M out
01.AI
Leads 8 of 9 metrics
Yi-Lightning

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

LightningElo 1,475$0.14/1M out
Top Rival Showdowns for Grok 3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderYi-Lightning Wins

Yi-Lightning

Δ 70 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.

Grok 3 (1)vsYi-Lightning (9)
Grok 3: 1W (10%)Overall: Yi-LightningYi-Lightning: 9W (90%)
← Grok 3Yi-Lightning →
🏆Yi-Lightning(5/5)

Intelligence & Reasoning

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

Benchmark
Grok 3vsYi-Lightning
Preference Elo
1,405vs1,475+70
Coding Elo
—vs1,480
SWE-bench
51.4%vs63.4%+12%
LiveBench
60.2%vs65%+4.8%
GPQA Diamond
74.2%vs78%+3.8%
Grok 3: 0WYi-Lightning: 5W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Grok 3vsYi-Lightning
Output speed
88 tok/svs130 tok/s+42 tok/s
Time to first token
250 msvs150 ms+100 ms
Grok 3: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Grok 3vsYi-Lightning
Output price
$15/1Mvs$0.14/1M+$14.86/1M
Input price
$3/1Mvs$0.14/1M+$2.86/1M
Context window
131kvs16k+115k
Grok 3: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+70
Grok 31,405
seed-bootstrap · Aug 1, 2026
Yi-Lightning1,475
seed-bootstrap · Aug 1, 2026
Coding Elo
Grok 3—
Yi-Lightning1,480
seed-bootstrap · Aug 1, 2026
LiveBench+4.8%
Grok 360.2%
seed-bootstrap · Aug 1, 2026
Yi-Lightning65%
seed-bootstrap · Aug 1, 2026
SWE-bench+12%
Grok 351.4%
seed-bootstrap · Aug 1, 2026
Yi-Lightning63.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+3.8%
Grok 374.2%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+100 ms
Grok 3250 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+42 tok/s
Grok 388 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$2.86/1M
Grok 3$3/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$14.86/1M
Grok 3$15/1M
seed-bootstrap · Aug 1, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+115k
Grok 3131k
seed-bootstrap · Aug 1, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkGrok 3Yi-LightningAdvantage Delta
Preference Elo
1,405
seed-bootstrap · Aug 1, 2026
1,475
seed-bootstrap · Aug 1, 2026
+70
Coding Elo—
1,480
seed-bootstrap · Aug 1, 2026
—
LiveBench
60.2%
seed-bootstrap · Aug 1, 2026
65%
seed-bootstrap · Aug 1, 2026
+4.8%
SWE-bench
51.4%
seed-bootstrap · Aug 1, 2026
63.4%
seed-bootstrap · Aug 1, 2026
+12%
GPQA Diamond
74.2%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+3.8%
Time to first token
250 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+100 ms
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+42 tok/s
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$2.86/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$14.86/1M
Context window
131k
seed-bootstrap · Aug 1, 2026
16k
seed-bootstrap · Aug 1, 2026
+115k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 98% 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)
Grok 3$330.00 / mo
In: $105Out: $225
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $323.00/month ($3,876/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Yi-Lightning:Pick Yi-Lightning when repo-level coding accuracy is the constraint.
  • 2
    Yi-Lightning:Pick Yi-Lightning when time-to-first-token matters more than peak Elo.
  • 3
    Yi-Lightning:Pick Yi-Lightning as the default general assistant.

Recommended Workload Routing

Repo / coding agentsYi-Lightning

Higher SWE-bench (63.4%).

High-volume chatYi-Lightning

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

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

Long-document RAGGrok 3

Larger window (131k).

Screenshots / visionGrok 3

Grok 3 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsYi-LightningHigher SWE-bench (63.4%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
Long-document RAGGrok 3Larger window (131k).
Screenshots / visionGrok 3Grok 3 is the side marked multimodal in the catalog.
Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
xAI

Grok 3

Elo 1,405
SWE-bench51.4%
Speed (tok/s)88 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
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, Grok 3 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, Grok 3 or Yi-Lightning?
Yi-Lightning leads SWE-bench at 63.4% vs 51.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 3 or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 250 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 3 accepts 131k 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. Grok 3 and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Grok 3 matchups →|All Yi-Lightning matchups →
Grok 3 vs Grok 4 (next grok)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Grok 4.6 vs Yi-LightningYi-Large vs Grok 3Grok 4 vs Yi-Lightning