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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. Claude Sonnet 5 vs Grok 4.6

Pairwise benchmark snapshot · Aug 16, 2026

Claude Sonnet 5 vs Grok 4.6 benchmark

In this head-to-head showdown, Grok 4.6 delivers higher overall intelligence and human-preferred responses (Elo 1,592 vs 1,556), while Claude Sonnet 5 leads in SWE-bench software engineering benchmarks (73.8%), while Grok 4.6 is more budget-friendly at $6/1M per 1M output tokens, while Claude Sonnet 5 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: Grok 4.6 holds the advantage over Claude Sonnet 5 in overall benchmark performance and human evaluation rankings. Choose Grok 4.6 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Claude Sonnet 5 (3)Grok 4.6 (5)
Claude Sonnet 5
3 of 8 Wins
✓SWE-bench✓Time to first token✓Context window
Grok 4.6
5 of 8 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond✓Output price
Anthropic
Leads 3 of 8 metrics
Claude Sonnet 5

Anthropic workhorse. Official $2/$10 per 1M tokens made permanent on Aug 10 2026.

Sonnet 5Elo 1,556$10/1M out
xAI
Leads 5 of 8 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

Claude 5 Series Lineage & Sibling Variants

3 models

Currently comparing Claude Sonnet 5 vs Grok 4.6. Alternative family tiers available.

Active: Claude Sonnet 5
Claude Opus 5$25Claude Fable 5$50
Top Rival Showdowns for Claude Sonnet 5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGrok 4.6 Wins

Grok 4.6

Δ 36 Arena Elo pts

Throughput LeaderClaude Sonnet 5 Wins

Claude Sonnet 5

118 tok/s

Value per Dollar LeaderGrok 4.6 Wins

Grok 4.6

$6 / 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.

Claude Sonnet 5 (3)vsGrok 4.6 (5)
Claude Sonnet 5: 3W (38%)Overall: Grok 4.6Grok 4.6: 5W (62%)
← Claude Sonnet 52 tiesGrok 4.6 →
🏆Grok 4.6(4/5)

Intelligence & Reasoning

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

Benchmark
Claude Sonnet 5vsGrok 4.6
Preference Elo
1,556vs1,592+36
Coding Elo
1,562vs1,568+6
SWE-bench
73.8%vs69.1%+4.7%
LiveBench
70.4%vs71.4%+1%
GPQA Diamond
82.8%vs84.6%+1.8%
Claude Sonnet 5: 1WGrok 4.6: 4W
🏆Claude Sonnet 5(1/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 5vsGrok 4.6
Output speed
118 tok/svs118 tok/s
Time to first token
175 msvs195 ms+20 ms
Claude Sonnet 5: 1WGrok 4.6: 0W
Tied (1-1)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 5vsGrok 4.6
Output price
$10/1Mvs$6/1M+$4/1M
Input price
$2/1Mvs$2/1M
Context window
1Mvs500k+500k
Claude Sonnet 5: 1WGrok 4.6: 1W

Side-by-Side Benchmark Matrix

Preference Elo+36
Claude Sonnet 51,556
seed-bootstrap · Aug 16, 2026
Grok 4.61,592
seed-bootstrap · Aug 16, 2026
Coding Elo+6
Claude Sonnet 51,562
seed-bootstrap · Aug 16, 2026
Grok 4.61,568
seed-bootstrap · Aug 16, 2026
LiveBench+1%
Claude Sonnet 570.4%
seed-bootstrap · Aug 16, 2026
Grok 4.671.4%
seed-bootstrap · Aug 16, 2026
SWE-bench+4.7%
Claude Sonnet 573.8%
seed-bootstrap · Aug 16, 2026
Grok 4.669.1%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+1.8%
Claude Sonnet 582.8%
seed-bootstrap · Aug 16, 2026
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
Time to first token+20 ms
Claude Sonnet 5175 ms
seed-bootstrap · Aug 16, 2026
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
Output speed
Claude Sonnet 5118 tok/s
seed-bootstrap · Aug 16, 2026
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
Input price
Claude Sonnet 5$2/1M
seed-bootstrap · Aug 16, 2026
Grok 4.6$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$4/1M
Claude Sonnet 5$10/1M
seed-bootstrap · Aug 16, 2026
Grok 4.6$6/1M
seed-bootstrap · Aug 16, 2026
Context window+500k
Claude Sonnet 51M
seed-bootstrap · Aug 16, 2026
Grok 4.6500k
seed-bootstrap · Aug 16, 2026
BenchmarkClaude Sonnet 5Grok 4.6Advantage Delta
Preference Elo
1,556
seed-bootstrap · Aug 16, 2026
1,592
seed-bootstrap · Aug 16, 2026
+36
Coding Elo
1,562
seed-bootstrap · Aug 16, 2026
1,568
seed-bootstrap · Aug 16, 2026
+6
LiveBench
70.4%
seed-bootstrap · Aug 16, 2026
71.4%
seed-bootstrap · Aug 16, 2026
+1%
SWE-bench
73.8%
seed-bootstrap · Aug 16, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+4.7%
GPQA Diamond
82.8%
seed-bootstrap · Aug 16, 2026
84.6%
seed-bootstrap · Aug 16, 2026
+1.8%
Time to first token
175 ms
seed-bootstrap · Aug 16, 2026
195 ms
seed-bootstrap · Aug 16, 2026
+20 ms
Output speed
118 tok/s
seed-bootstrap · Aug 16, 2026
118 tok/s
seed-bootstrap · Aug 16, 2026
—
Input price
$2/1M
seed-bootstrap · Aug 16, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
—
Output price
$10/1M
seed-bootstrap · Aug 16, 2026
$6/1M
seed-bootstrap · Aug 16, 2026
+$4/1M
Context window
1M
seed-bootstrap · Aug 16, 2026
500k
seed-bootstrap · Aug 16, 2026
+500k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 27% with Grok 4.6
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Sonnet 5$220.00 / mo
In: $70Out: $150
Grok 4.6$160.00 / mo
In: $70Out: $90
Estimated Cost Delta

Grok 4.6 is estimated to save $60.00/month ($720/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Sonnet 5:Pick Claude Sonnet 5 when repo-level coding accuracy is the constraint.
  • 2
    Grok 4.6:Pick Grok 4.6 when you are optimizing output cost.
  • 3
    Claude Sonnet 5:Pick Claude Sonnet 5 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude Sonnet 5

Higher SWE-bench (73.8%).

High-volume chatGrok 4.6

Lower output list price ($6/1M).

Voice / low-latency UIClaude Sonnet 5

Lower TTFT (175 ms).

Long-document RAGClaude Sonnet 5

Larger window (1M).

Screenshots / visionGrok 4.6

Both accept images. Defaulting to the higher-Elo side (Grok 4.6).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Sonnet 5Higher SWE-bench (73.8%).
High-volume chatGrok 4.6Lower output list price ($6/1M).
Voice / low-latency UIClaude Sonnet 5Lower TTFT (175 ms).
Long-document RAGClaude Sonnet 5Larger window (1M).
Screenshots / visionGrok 4.6Both accept images. Defaulting to the higher-Elo side (Grok 4.6).

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.

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.

priceAug 10, 2026

Claude Sonnet 5 at $2/$10: the 2026 Anthropic workhorse

Aug 10 2026 made the $2/$10 list permanent. Sonnet is the default Claude unless the repo is actually on fire.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 5

Elo 1,556
SWE-bench73.8%
Speed (tok/s)118 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$10/1M
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

Frequently Asked Questions

Which is better overall, Claude Sonnet 5 or Grok 4.6?
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, Claude Sonnet 5 or Grok 4.6?
Claude Sonnet 5 leads SWE-bench at 73.8% vs 69.1%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Grok 4.6 output tokens are $6/1M versus $10/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 5 or Grok 4.6?
Claude Sonnet 5 has the lower time-to-first-token (175 ms vs 195 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude Sonnet 5 accepts 1M tokens versus 500k.
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 Sonnet 5 and Grok 4.6 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

  • compare · Aug 10, 2026

    Sonnet vs Opus in 2026: same family, different invoice

  • price · Aug 10, 2026

    Claude Sonnet 5 at $2/$10: the 2026 Anthropic workhorse

Similar Head-to-Head Comparisons

All Claude Sonnet 5 matchups →|All Grok 4.6 matchups →
Claude Sonnet 5 vs Claude Sonnet 4.5 (previous sonnet)Grok 4.6 vs Grok 4 (previous grok)Claude Opus 4.5 vs Claude Sonnet 5Claude Opus 4.6 vs Grok 4.6Claude Opus 4.8 vs Grok 4.6Claude Fable 5 vs Grok 4.6