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

Every score has a dated snapshot.

  1. Home
  2. Comparisons
  3. Grok 4 vs Yi-Lightning

Pairwise benchmark snapshot · Aug 1, 2026

Grok 4 vs Yi-Lightning benchmark

This page compares Grok 4 (xAI) and Yi-Lightning (01.AI) using the latest snapshots we have as of Aug 1, 2026. On preference Elo, Grok 4 is ahead by 13 points (1,488 vs 1,475; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, Yi-Lightning resolves 63.4% versus 58.6% (seed-bootstrap (Aug 1, 2026)). Yi-Lightning streams faster (130 tok/s) while Yi-Lightning is the cheaper output token ($0.14/1M). Grok 4 has the larger context window (256k tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Quick answer

Grok 4 vs Yi-Lightning is a dated snapshot, not a lab score. Grok 4 leads preference Elo (1,488 vs 1,475). Yi-Lightning leads SWE-bench coding. Yi-Lightning is the cheaper output token. Elo is crowd preference, not an exam. Pick the column that matches the job.
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xAI

Grok 4

Previous xAI flagship.

Elo 1,488$15/1M out

01.AI

Yi-Lightning

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

Elo 1,475$0.14/1M out

Swap or Add Any Model to this Matchup

Instant pairwise benchmark recalculation across 400+ LLMs

Model A
Model B
Quick vs:vs Claude Opus 4.5vs Claude Opus 4.6vs Claude Sonnet 4.5vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Grok 4 (3)vsYi-Lightning (7)
Grok 4: 3W (30%)Overall: Yi-LightningYi-Lightning: 7W (70%)
← Grok 4Yi-Lightning →
Yi-Lightning (3/5)

Intelligence & Reasoning

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

Preference Elo
1,488vs1,475
Coding Elo
—vs1,480
SWE-bench
58.6%vs63.4%
LiveBench
64.1%vs65%
GPQA Diamond
79%vs78%
Grok 4: 2WYi-Lightning: 3W
Yi-Lightning (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
98 tok/svs130 tok/s
Time to first token
230 msvs150 ms
Grok 4: 0WYi-Lightning: 2W
Yi-Lightning (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$15/1Mvs$0.14/1M
Input price
$3/1Mvs$0.14/1M
Context window
256kvs16k
Grok 4: 1WYi-Lightning: 2W
Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageYi-Lightning 4/6
Preference Elo

Grok 4

13 pts advantage

Throughput Speed

Yi-Lightning

32 tok/s faster

Price Efficiency

Yi-Lightning

$14.86/1M cheaper

Full Benchmark Score Matrix

—
Elo
High is better
+1%1,488
EloHigh is better
1,475
Code Elo
High is better
—
Code EloHigh is better
1,480
LiveBench
High is better
64.1%
LiveBenchHigh is better
65%+1%
SWE-bench
High is better
58.6%
SWE-benchHigh is better
63.4%+8%
GPQA
High is better
+1%79%
GPQAHigh is better
78%
TTFT
Low is better
230 ms
TTFTLow is better
150 ms+53%
Speed
High is better
98 tok/s
SpeedHigh is better
130 tok/s+33%
In $
Low is better
$3/1M
In $Low is better
$0.14/1M+2043%
Out $
Low is better
$15/1M
Out $Low is better
$0.14/1M+10614%
Context
High is better
+1463%256k
ContextHigh is better
16k
Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

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 4$330.00 / mo
In: $105.00Out: $225.00
Yi-Lightning$7.00 / mo
In: $4.90Out: $2.10
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
    Grok 4:Pick Grok 4 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 4

Larger window (256k).

Screenshots / visionGrok 4

Grok 4 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 4Larger window (256k).
Screenshots / visionGrok 4Grok 4 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchJul 10, 2025

Grok 4 remains the previous xAI flagship on this catalog

2025-07 row. 4.6 is the buy. We keep 4 so upgrade pairs and old inbound links resolve.

Community Sentiment

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
xAI

Grok 4

Elo 1,488
LiveBench64.1%
SWE-bench58.6%
Speed98 tok/s
Output cost$15/1M
01.AI

Yi-Lightning

Elo 1,475
LiveBench65%
SWE-bench63.4%
Speed130 tok/s
Output cost$0.14/1M

Frequently Asked Questions

Which is better overall, Grok 4 or Yi-Lightning?
Grok 4 has the higher preference Elo in our latest snapshot (1,488). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Grok 4 or Yi-Lightning?
Yi-Lightning leads SWE-bench at 63.4% vs 58.6%. 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 4 or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 230 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 4 accepts 256k 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 4 and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

Similar Head-to-Head Comparisons

All Grok 4 matchups →|All Yi-Lightning matchups →
Grok 4 vs Grok 3 (previous grok)Grok 4 vs Grok 4.6 (next grok)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Gemini 2.0 Flash Thinking vs Grok 4Grok 3 vs Yi-Lightning