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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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  3. Grok 4.6 vs OpenAI o1

Pairwise benchmark snapshot · Aug 16, 2026

Grok 4.6 vs OpenAI o1 benchmark

In this head-to-head showdown, Grok 4.6 delivers higher overall intelligence and human-preferred responses (Elo 1,592 vs 1,512), while Grok 4.6 leads in SWE-bench software engineering benchmarks (69.1%), while Grok 4.6 is more budget-friendly at $6/1M 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: Grok 4.6 holds the advantage over OpenAI o1 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

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

Grok 4.6 (10)OpenAI o1 (0)
Grok 4.6
10 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
OpenAI o1
0 of 10 Wins
Competitive baseline across remaining benchmarks
xAI
Leads 10 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
OpenAI
OpenAI o1

OpenAI pioneer reasoning foundation model designed for complex science, math, and multi-step reasoning.

Elo 1,512$60/1M out

OpenAI o1 Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

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
420 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$115.50
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
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 80 Arena Elo pts

Throughput LeaderGrok 4.6 Wins

Grok 4.6

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.

Grok 4.6 (10)vsOpenAI o1 (0)
Grok 4.6: 10W (100%)Overall: Grok 4.6OpenAI o1: 0W (0%)
← Grok 4.6OpenAI o1 →
🏆Grok 4.6(5/5)

Intelligence & Reasoning

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

Benchmark
Grok 4.6vsOpenAI o1
Preference Elo
1,592vs1,512+80
Coding Elo
1,568vs1,485+83
SWE-bench
69.1%vs48.9%+20.2%
LiveBench
71.4%vs65.4%+6%
GPQA Diamond
84.6%vs78%+6.6%
Grok 4.6: 5WOpenAI o1: 0W
🏆Grok 4.6(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Grok 4.6vsOpenAI o1
Output speed
118 tok/svs45 tok/s+73 tok/s
Time to first token
195 msvs420 ms+225 ms
Grok 4.6: 2WOpenAI o1: 0W
🏆Grok 4.6(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Grok 4.6vsOpenAI o1
Output price
$6/1Mvs$60/1M+$54/1M
Input price
$2/1Mvs$15/1M+$13/1M
Context window
500kvs200k+300k
Grok 4.6: 3WOpenAI o1: 0W

Side-by-Side Benchmark Matrix

Preference Elo+80
Grok 4.61,592
seed-bootstrap · Aug 16, 2026
OpenAI o11,512
seed-bootstrap · Aug 1, 2026
Coding Elo+83
Grok 4.61,568
seed-bootstrap · Aug 16, 2026
OpenAI o11,485
seed-bootstrap · Aug 1, 2026
LiveBench+6%
Grok 4.671.4%
seed-bootstrap · Aug 16, 2026
OpenAI o165.4%
seed-bootstrap · Aug 1, 2026
SWE-bench+20.2%
Grok 4.669.1%
seed-bootstrap · Aug 16, 2026
OpenAI o148.9%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+6.6%
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
OpenAI o178%
seed-bootstrap · Aug 1, 2026
Time to first token+225 ms
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
OpenAI o1420 ms
seed-bootstrap · Aug 1, 2026
Output speed+73 tok/s
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
OpenAI o145 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$13/1M
Grok 4.6$2/1M
seed-bootstrap · Aug 16, 2026
OpenAI o1$15/1M
seed-bootstrap · Aug 1, 2026
Output price+$54/1M
Grok 4.6$6/1M
seed-bootstrap · Aug 16, 2026
OpenAI o1$60/1M
seed-bootstrap · Aug 1, 2026
Context window+300k
Grok 4.6500k
seed-bootstrap · Aug 16, 2026
OpenAI o1200k
seed-bootstrap · Aug 1, 2026
BenchmarkGrok 4.6OpenAI o1Advantage Delta
Preference Elo
1,592
seed-bootstrap · Aug 16, 2026
1,512
seed-bootstrap · Aug 1, 2026
+80
Coding Elo
1,568
seed-bootstrap · Aug 16, 2026
1,485
seed-bootstrap · Aug 1, 2026
+83
LiveBench
71.4%
seed-bootstrap · Aug 16, 2026
65.4%
seed-bootstrap · Aug 1, 2026
+6%
SWE-bench
69.1%
seed-bootstrap · Aug 16, 2026
48.9%
seed-bootstrap · Aug 1, 2026
+20.2%
GPQA Diamond
84.6%
seed-bootstrap · Aug 16, 2026
78%
seed-bootstrap · Aug 1, 2026
+6.6%
Time to first token
195 ms
seed-bootstrap · Aug 16, 2026
420 ms
seed-bootstrap · Aug 1, 2026
+225 ms
Output speed
118 tok/s
seed-bootstrap · Aug 16, 2026
45 tok/s
seed-bootstrap · Aug 1, 2026
+73 tok/s
Input price
$2/1M
seed-bootstrap · Aug 16, 2026
$15/1M
seed-bootstrap · Aug 1, 2026
+$13/1M
Output price
$6/1M
seed-bootstrap · Aug 16, 2026
$60/1M
seed-bootstrap · Aug 1, 2026
+$54/1M
Context window
500k
seed-bootstrap · Aug 16, 2026
200k
seed-bootstrap · Aug 1, 2026
+300k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 89% 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)
Grok 4.6$160.00 / mo
In: $70Out: $90
OpenAI o1$1,425.00 / mo
In: $525Out: $900
Estimated Cost Delta

Grok 4.6 is estimated to save $1,265.00/month ($15,180/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
    Grok 4.6:Pick Grok 4.6 when time-to-first-token matters more than peak Elo.
  • 3
    Grok 4.6:Pick Grok 4.6 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsGrok 4.6

Higher SWE-bench (69.1%).

High-volume chatGrok 4.6

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

Voice / low-latency UIGrok 4.6

Lower TTFT (195 ms).

Long-document RAGGrok 4.6

Larger window (500k).

Screenshots / visionGrok 4.6

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGrok 4.6Higher SWE-bench (69.1%).
High-volume chatGrok 4.6Lower output list price ($6/1M).
Voice / low-latency UIGrok 4.6Lower TTFT (195 ms).
Long-document RAGGrok 4.6Larger window (500k).
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.

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
OpenAI

OpenAI o1

Elo 1,512
SWE-bench48.9%
Speed (tok/s)45 tok/s
Input / 1M Tokens$15/1M
Output / 1M Tokens$60/1M

Frequently Asked Questions

Which is better overall, Grok 4.6 or OpenAI o1?
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 OpenAI o1?
Grok 4.6 leads SWE-bench at 69.1% vs 48.9%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Grok 4.6 output tokens are $6/1M versus $60/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 4.6 or OpenAI o1?
Grok 4.6 has the lower time-to-first-token (195 ms vs 420 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 200k.
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 OpenAI o1 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 OpenAI o1 matchups →
Grok 4.6 vs Grok 4 (previous grok)OpenAI o1 vs GPT-4o (previous gpt-flagship)OpenAI o1 vs GPT-4.5 Orion (next gpt-flagship)GPT-5.6 Sol vs Grok 4.6OpenAI o3-mini vs Grok 4.6GPT-5 vs Grok 4.6