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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. GPT-4.5 Orion vs Grok 4.6

Pairwise benchmark snapshot · Aug 16, 2026

GPT-4.5 Orion 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 1,540), while GPT-4.5 Orion leads in SWE-bench software engineering benchmarks (71%), 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 GPT-4.5 Orion 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

GPT-4.5 Orion (1)Grok 4.6 (9)
GPT-4.5 Orion
1 of 10 Wins
✓SWE-bench
Grok 4.6
9 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
OpenAI
Leads 1 of 10 metrics
GPT-4.5 Orion

OpenAI largest dense non-reasoning model with expansive world knowledge and reduced hallucinations.

Elo 1,540$150/1M out
xAI
Leads 9 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
Top Rival Showdowns for GPT-4.5 Orion
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGrok 4.6 Wins

Grok 4.6

Δ 52 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.

GPT-4.5 Orion (1)vsGrok 4.6 (9)
GPT-4.5 Orion: 1W (10%)Overall: Grok 4.6Grok 4.6: 9W (90%)
← GPT-4.5 OrionGrok 4.6 →
🏆Grok 4.6(4/5)

Intelligence & Reasoning

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

Benchmark
GPT-4.5 OrionvsGrok 4.6
Preference Elo
1,540vs1,592+52
Coding Elo
1,520vs1,568+48
SWE-bench
71%vs69.1%+1.9%
LiveBench
68.5%vs71.4%+2.9%
GPQA Diamond
84%vs84.6%+0.6%
GPT-4.5 Orion: 1WGrok 4.6: 4W
🏆Grok 4.6(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4.5 OrionvsGrok 4.6
Output speed
60 tok/svs118 tok/s+58 tok/s
Time to first token
350 msvs195 ms+155 ms
GPT-4.5 Orion: 0WGrok 4.6: 2W
🏆Grok 4.6(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4.5 OrionvsGrok 4.6
Output price
$150/1Mvs$6/1M+$144/1M
Input price
$75/1Mvs$2/1M+$73/1M
Context window
128kvs500k+372k
GPT-4.5 Orion: 0WGrok 4.6: 3W

Side-by-Side Benchmark Matrix

Preference Elo+52
GPT-4.5 Orion1,540
seed-bootstrap · Aug 1, 2026
Grok 4.61,592
seed-bootstrap · Aug 16, 2026
Coding Elo+48
GPT-4.5 Orion1,520
seed-bootstrap · Aug 1, 2026
Grok 4.61,568
seed-bootstrap · Aug 16, 2026
LiveBench+2.9%
GPT-4.5 Orion68.5%
seed-bootstrap · Aug 1, 2026
Grok 4.671.4%
seed-bootstrap · Aug 16, 2026
SWE-bench+1.9%
GPT-4.5 Orion71%
seed-bootstrap · Aug 1, 2026
Grok 4.669.1%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+0.6%
GPT-4.5 Orion84%
seed-bootstrap · Aug 1, 2026
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
Time to first token+155 ms
GPT-4.5 Orion350 ms
seed-bootstrap · Aug 1, 2026
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
Output speed+58 tok/s
GPT-4.5 Orion60 tok/s
seed-bootstrap · Aug 1, 2026
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$73/1M
GPT-4.5 Orion$75/1M
seed-bootstrap · Aug 1, 2026
Grok 4.6$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$144/1M
GPT-4.5 Orion$150/1M
seed-bootstrap · Aug 1, 2026
Grok 4.6$6/1M
seed-bootstrap · Aug 16, 2026
Context window+372k
GPT-4.5 Orion128k
seed-bootstrap · Aug 1, 2026
Grok 4.6500k
seed-bootstrap · Aug 16, 2026
BenchmarkGPT-4.5 OrionGrok 4.6Advantage Delta
Preference Elo
1,540
seed-bootstrap · Aug 1, 2026
1,592
seed-bootstrap · Aug 16, 2026
+52
Coding Elo
1,520
seed-bootstrap · Aug 1, 2026
1,568
seed-bootstrap · Aug 16, 2026
+48
LiveBench
68.5%
seed-bootstrap · Aug 1, 2026
71.4%
seed-bootstrap · Aug 16, 2026
+2.9%
SWE-bench
71%
seed-bootstrap · Aug 1, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+1.9%
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
84.6%
seed-bootstrap · Aug 16, 2026
+0.6%
Time to first token
350 ms
seed-bootstrap · Aug 1, 2026
195 ms
seed-bootstrap · Aug 16, 2026
+155 ms
Output speed
60 tok/s
seed-bootstrap · Aug 1, 2026
118 tok/s
seed-bootstrap · Aug 16, 2026
+58 tok/s
Input price
$75/1M
seed-bootstrap · Aug 1, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
+$73/1M
Output price
$150/1M
seed-bootstrap · Aug 1, 2026
$6/1M
seed-bootstrap · Aug 16, 2026
+$144/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
500k
seed-bootstrap · Aug 16, 2026
+372k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 97% 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)
GPT-4.5 Orion$4,875.00 / mo
In: $2,625Out: $2,250
Grok 4.6$160.00 / mo
In: $70Out: $90
Estimated Cost Delta

Grok 4.6 is estimated to save $4,715.00/month ($56,580/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-4.5 Orion:Pick GPT-4.5 Orion when repo-level coding accuracy is the constraint.
  • 2
    Grok 4.6:Pick Grok 4.6 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 agentsGPT-4.5 Orion

Higher SWE-bench (71%).

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 agentsGPT-4.5 OrionHigher SWE-bench (71%).
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
OpenAI

GPT-4.5 Orion

Elo 1,540
SWE-bench71%
Speed (tok/s)60 tok/s
Input / 1M Tokens$75/1M
Output / 1M Tokens$150/1M
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, GPT-4.5 Orion 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, GPT-4.5 Orion or Grok 4.6?
GPT-4.5 Orion leads SWE-bench at 71% 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 $150/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4.5 Orion or Grok 4.6?
Grok 4.6 has the lower time-to-first-token (195 ms vs 350 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 128k.
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. GPT-4.5 Orion 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

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

Similar Head-to-Head Comparisons

All GPT-4.5 Orion matchups →|All Grok 4.6 matchups →
GPT-4.5 Orion vs OpenAI o1 (previous gpt-flagship)GPT-4.5 Orion vs GPT-5 (next gpt-flagship)Grok 4.6 vs Grok 4 (previous grok)GPT-5.6 Terra vs GPT-4.5 OrionOpenAI o3-mini vs GPT-4.5 OrionGPT-5.6 Sol vs Grok 4.6