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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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  2. Comparisons
  3. Grok 4.6 vs Yi-Large

Pairwise benchmark snapshot · Aug 16, 2026

Grok 4.6 vs Yi-Large benchmark

In this head-to-head showdown, Grok 4.6 delivers higher overall intelligence and human-preferred responses (Elo 1,592 vs 1,430), while Grok 4.6 leads in SWE-bench software engineering benchmarks (69.1%), while Yi-Large is more budget-friendly at $0.3/1M per 1M output tokens, while Grok 4.6 provides faster response streaming (118 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Grok 4.6 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Yi-Large 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

Grok 4.6 (8)Yi-Large (2)
Grok 4.6
8 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
Yi-Large
2 of 10 Wins
✓Input price✓Output price
xAI
Leads 8 of 10 metrics
Grok 4.6

xAI Aug 12 2026 post-training refresh of Grok 4.5. Same $2/$6 API price, 500k context, stronger agentic traces.

Elo 1,592$6/1M out
01.AI
Leads 2 of 10 metrics
Yi-Large

01.AI full-scale dense model for complex instruction following.

Elo 1,430$0.3/1M out
Top Rival Showdowns for Grok 4.6
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGrok 4.6 Wins

Grok 4.6

Δ 162 Arena Elo pts

Throughput LeaderGrok 4.6 Wins

Grok 4.6

118 tok/s

Value per Dollar LeaderYi-Large Wins

Yi-Large

$0.3 / 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 4.6 (8)vsYi-Large (2)
Grok 4.6: 8W (80%)Overall: Grok 4.6Yi-Large: 2W (20%)
← Grok 4.6Yi-Large →
🏆Grok 4.6(5/5)

Intelligence & Reasoning

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

Benchmark
Grok 4.6vsYi-Large
Preference Elo
1,592vs1,430+162
Coding Elo
1,568vs1,410+158
SWE-bench
69.1%vs53.8%+15.3%
LiveBench
71.4%vs60.5%+10.9%
GPQA Diamond
84.6%vs72.4%+12.2%
Grok 4.6: 5WYi-Large: 0W
🏆Grok 4.6(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Grok 4.6vsYi-Large
Output speed
118 tok/svs90 tok/s+28 tok/s
Time to first token
195 msvs220 ms+25 ms
Grok 4.6: 2WYi-Large: 0W
🏆Yi-Large(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Grok 4.6vsYi-Large
Output price
$6/1Mvs$0.3/1M+$5.7/1M
Input price
$2/1Mvs$0.3/1M+$1.7/1M
Context window
500kvs33k+467k
Grok 4.6: 1WYi-Large: 2W

Side-by-Side Benchmark Matrix

Preference Elo+162
Grok 4.61,592
seed-bootstrap · Aug 16, 2026
Yi-Large1,430
seed-bootstrap · Aug 1, 2026
Coding Elo+158
Grok 4.61,568
seed-bootstrap · Aug 16, 2026
Yi-Large1,410
seed-bootstrap · Aug 1, 2026
LiveBench+10.9%
Grok 4.671.4%
seed-bootstrap · Aug 16, 2026
Yi-Large60.5%
seed-bootstrap · Aug 1, 2026
SWE-bench+15.3%
Grok 4.669.1%
seed-bootstrap · Aug 16, 2026
Yi-Large53.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+12.2%
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
Yi-Large72.4%
seed-bootstrap · Aug 1, 2026
Time to first token+25 ms
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
Yi-Large220 ms
seed-bootstrap · Aug 1, 2026
Output speed+28 tok/s
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
Yi-Large90 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.7/1M
Grok 4.6$2/1M
seed-bootstrap · Aug 16, 2026
Yi-Large$0.3/1M
seed-bootstrap · Aug 1, 2026
Output price+$5.7/1M
Grok 4.6$6/1M
seed-bootstrap · Aug 16, 2026
Yi-Large$0.3/1M
seed-bootstrap · Aug 1, 2026
Context window+467k
Grok 4.6500k
seed-bootstrap · Aug 16, 2026
Yi-Large33k
seed-bootstrap · Aug 1, 2026
BenchmarkGrok 4.6Yi-LargeAdvantage Delta
Preference Elo
1,592
seed-bootstrap · Aug 16, 2026
1,430
seed-bootstrap · Aug 1, 2026
+162
Coding Elo
1,568
seed-bootstrap · Aug 16, 2026
1,410
seed-bootstrap · Aug 1, 2026
+158
LiveBench
71.4%
seed-bootstrap · Aug 16, 2026
60.5%
seed-bootstrap · Aug 1, 2026
+10.9%
SWE-bench
69.1%
seed-bootstrap · Aug 16, 2026
53.8%
seed-bootstrap · Aug 1, 2026
+15.3%
GPQA Diamond
84.6%
seed-bootstrap · Aug 16, 2026
72.4%
seed-bootstrap · Aug 1, 2026
+12.2%
Time to first token
195 ms
seed-bootstrap · Aug 16, 2026
220 ms
seed-bootstrap · Aug 1, 2026
+25 ms
Output speed
118 tok/s
seed-bootstrap · Aug 16, 2026
90 tok/s
seed-bootstrap · Aug 1, 2026
+28 tok/s
Input price
$2/1M
seed-bootstrap · Aug 16, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$1.7/1M
Output price
$6/1M
seed-bootstrap · Aug 16, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$5.7/1M
Context window
500k
seed-bootstrap · Aug 16, 2026
33k
seed-bootstrap · Aug 1, 2026
+467k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 91% with Yi-Large
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Grok 4.6$160.00 / mo
In: $70Out: $90
Yi-Large$15.00 / mo
In: $10.5Out: $4.5
Estimated Cost Delta

Yi-Large is estimated to save $145.00/month ($1,740/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Grok 4.6:Pick Grok 4.6 when repo-level coding accuracy is the constraint.
  • 2
    Yi-Large:Pick Yi-Large when you are optimizing output cost.
  • 3
    Grok 4.6:Pick Grok 4.6 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGrok 4.6

Higher SWE-bench (69.1%).

High-volume chatYi-Large

Lower output list price ($0.3/1M).

Voice / low-latency UIGrok 4.6

Lower TTFT (195 ms).

Long-document RAGGrok 4.6

Larger window (500k).

Screenshots / visionGrok 4.6

Grok 4.6 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGrok 4.6Higher SWE-bench (69.1%).
High-volume chatYi-LargeLower output list price ($0.3/1M).
Voice / low-latency UIGrok 4.6Lower TTFT (195 ms).
Long-document RAGGrok 4.6Larger window (500k).
Screenshots / visionGrok 4.6Grok 4.6 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 12, 2026

Grok vs ChatGPT: price and Elo, not a personality contest

Brand hub remaps to top xAI vs top OpenAI. After Aug 12 that is Grok 4.6 vs Sol.

launchAug 12, 2026

Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

xAI’s Aug 12 2026 refresh of Grok 4.5. 500k context. The Grok vs ChatGPT hub remaps here.

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 AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
xAI

Grok 4.6

Elo 1,592
SWE-bench69.1%
Speed (tok/s)118 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$6/1M
01.AI

Yi-Large

Elo 1,430
SWE-bench53.8%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$0.3/1M

Frequently Asked Questions

Which is better overall, Grok 4.6 or Yi-Large?
Grok 4.6 has the higher preference Elo in our latest snapshot (1,592). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Grok 4.6 or Yi-Large?
Grok 4.6 leads SWE-bench at 69.1% vs 53.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Large output tokens are $0.3/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 4.6 or Yi-Large?
Grok 4.6 has the lower time-to-first-token (195 ms vs 220 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 4.6 accepts 500k tokens versus 33k.
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 4.6 and Yi-Large Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 12, 2026

    Grok vs ChatGPT: price and Elo, not a personality contest

  • launch · Aug 12, 2026

    Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

Similar Head-to-Head Comparisons

All Grok 4.6 matchups →|All Yi-Large matchups →
Grok 4.6 vs Grok 4 (previous grok)Yi-Large vs Yi-Lightning (next other)Claude Opus 4.8 vs Grok 4.6GPT-5.6 Sol vs Grok 4.6Claude Opus 4.6 vs Grok 4.6Gemini 3.6 Pro vs Grok 4.6