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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. Claude Sonnet 4.5 vs GPT-5

Pairwise benchmark snapshot · Aug 17, 2026

Claude Sonnet 4.5 vs GPT-5 benchmark

In this head-to-head showdown, GPT-5 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,524), while Claude Sonnet 4.5 leads in SWE-bench software engineering benchmarks (70.1%), while GPT-5 is more budget-friendly at $10/1M per 1M output tokens, while Claude Sonnet 4.5 provides faster response streaming (88 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: GPT-5 holds the advantage over Claude Sonnet 4.5 in overall benchmark performance and human evaluation rankings. Choose GPT-5 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

Claude Sonnet 4.5 (4)GPT-5 (6)
Claude Sonnet 4.5
4 of 10 Wins
✓SWE-bench✓Time to first token✓Output speed✓Context window
GPT-5
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond✓Input price✓Output price
Anthropic
Leads 4 of 10 metrics
Claude Sonnet 4.5

Workhorse Anthropic model: most of Opus coding quality at a mid-tier price.

Sonnet 4.5Elo 1,524$15/1M out
OpenAI
Leads 6 of 10 metrics
GPT-5

OpenAI flagship reasoning model for 2025–26. Strong general preference Elo and multimodal coverage.

Elo 1,558$10/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Sonnet 4.5 vs GPT-5. Alternative family tiers available.

Active: Claude Sonnet 4.5
Claude Opus 4.5$25Claude Opus 4.6$25Claude Opus 4.8$25Claude Haiku 4.5$5

GPT-5 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
290 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$18.63
5.1× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude Sonnet 4.5
All Matchups
Compare vs:vs GPT-5 minivs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5 Wins

GPT-5

Δ 34 Arena Elo pts

Throughput LeaderClaude Sonnet 4.5 Wins

Claude Sonnet 4.5

88 tok/s

Value per Dollar LeaderGPT-5 Wins

GPT-5

$10 / 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 4.5 (4)vsGPT-5 (6)
Claude Sonnet 4.5: 4W (40%)Overall: GPT-5GPT-5: 6W (60%)
← Claude Sonnet 4.5GPT-5 →
🏆GPT-5(4/5)

Intelligence & Reasoning

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

Benchmark
Claude Sonnet 4.5vsGPT-5
Preference Elo
1,524vs1,558+34
Coding Elo
1,531vs1,540+9
SWE-bench
70.1%vs68.4%+1.7%
LiveBench
67.4%vs69.8%+2.4%
GPQA Diamond
80.2%vs85.2%+5%
Claude Sonnet 4.5: 1WGPT-5: 4W
🏆Claude Sonnet 4.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4.5vsGPT-5
Output speed
88 tok/svs78 tok/s+10 tok/s
Time to first token
240 msvs290 ms+50 ms
Claude Sonnet 4.5: 2WGPT-5: 0W
🏆GPT-5(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4.5vsGPT-5
Output price
$15/1Mvs$10/1M+$5/1M
Input price
$3/1Mvs$1.25/1M+$1.75/1M
Context window
1Mvs400k+600k
Claude Sonnet 4.5: 1WGPT-5: 2W

Side-by-Side Benchmark Matrix

Preference Elo+34
Claude Sonnet 4.51,524
lmarena · Aug 17, 2026
GPT-51,558
lmarena · Aug 17, 2026
Coding Elo+9
Claude Sonnet 4.51,531
lmarena · Aug 17, 2026
GPT-51,540
lmarena · Aug 17, 2026
LiveBench+2.4%
Claude Sonnet 4.567.4%
livebench · Aug 17, 2026
GPT-569.8%
livebench · Aug 17, 2026
SWE-bench+1.7%
Claude Sonnet 4.570.1%
swebench · Aug 17, 2026
GPT-568.4%
swebench · Aug 17, 2026
GPQA Diamond+5%
Claude Sonnet 4.580.2%
seed-bootstrap · Aug 1, 2026
GPT-585.2%
seed-bootstrap · Aug 1, 2026
Time to first token+50 ms
Claude Sonnet 4.5240 ms
seed-bootstrap · Aug 1, 2026
GPT-5290 ms
seed-bootstrap · Aug 1, 2026
Output speed+10 tok/s
Claude Sonnet 4.588 tok/s
seed-bootstrap · Aug 1, 2026
GPT-578 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.75/1M
Claude Sonnet 4.5$3/1M
openrouter · Aug 17, 2026
GPT-5$1.25/1M
openrouter · Aug 17, 2026
Output price+$5/1M
Claude Sonnet 4.5$15/1M
openrouter · Aug 17, 2026
GPT-5$10/1M
openrouter · Aug 17, 2026
Context window+600k
Claude Sonnet 4.51M
openrouter · Aug 17, 2026
GPT-5400k
openrouter · Aug 17, 2026
BenchmarkClaude Sonnet 4.5GPT-5Advantage Delta
Preference Elo
1,524
lmarena · Aug 17, 2026
1,558
lmarena · Aug 17, 2026
+34
Coding Elo
1,531
lmarena · Aug 17, 2026
1,540
lmarena · Aug 17, 2026
+9
LiveBench
67.4%
livebench · Aug 17, 2026
69.8%
livebench · Aug 17, 2026
+2.4%
SWE-bench
70.1%
swebench · Aug 17, 2026
68.4%
swebench · Aug 17, 2026
+1.7%
GPQA Diamond
80.2%
seed-bootstrap · Aug 1, 2026
85.2%
seed-bootstrap · Aug 1, 2026
+5%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
290 ms
seed-bootstrap · Aug 1, 2026
+50 ms
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
78 tok/s
seed-bootstrap · Aug 1, 2026
+10 tok/s
Input price
$3/1M
openrouter · Aug 17, 2026
$1.25/1M
openrouter · Aug 17, 2026
+$1.75/1M
Output price
$15/1M
openrouter · Aug 17, 2026
$10/1M
openrouter · Aug 17, 2026
+$5/1M
Context window
1M
openrouter · Aug 17, 2026
400k
openrouter · Aug 17, 2026
+600k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 41% with GPT-5
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 4.5$330.00 / mo
In: $105Out: $225
GPT-5$193.75 / mo
In: $43.75Out: $150
Estimated Cost Delta

GPT-5 is estimated to save $136.25/month ($1,635/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 when repo-level coding accuracy is the constraint.
  • 2
    GPT-5:Pick GPT-5 when you are optimizing output cost.
  • 3
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude Sonnet 4.5

Higher SWE-bench (70.1%).

High-volume chatGPT-5

Lower output list price ($10/1M).

Voice / low-latency UIClaude Sonnet 4.5

Lower TTFT (240 ms).

Long-document RAGClaude Sonnet 4.5

Larger window (1M).

Screenshots / visionGPT-5

Both accept images. Defaulting to the higher-Elo side (GPT-5).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude Sonnet 4.5Higher SWE-bench (70.1%).
High-volume chatGPT-5Lower output list price ($10/1M).
Voice / low-latency UIClaude Sonnet 4.5Lower TTFT (240 ms).
Long-document RAGClaude Sonnet 4.5Larger window (1M).
Screenshots / visionGPT-5Both accept images. Defaulting to the higher-Elo side (GPT-5).

Related Editorial Dispatches & Benchmark Notes

View all news
launchFeb 18, 2026

Claude Sonnet 4.5 is the previous workhorse — still a valid vs baseline

Most of Opus 4.5 coding at a mid-tier price. Sonnet 5 replaced it as the buy; 4.5 remains a compare baseline.

launchAug 8, 2025

GPT-5 (2025) remains the legacy OpenAI flagship baseline

Still a common compare target. 5.6 Sol replaced it as the buy; GPT-5 stays for old URLs.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 4.5

Elo 1,524
SWE-bench70.1%
Speed (tok/s)88 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
OpenAI

GPT-5

Elo 1,558
SWE-bench68.4%
Speed (tok/s)78 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$10/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4.5 or GPT-5?
GPT-5 has the higher preference Elo in our latest snapshot (1,558). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Sonnet 4.5 or GPT-5?
Claude Sonnet 4.5 leads SWE-bench at 70.1% vs 68.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5 output tokens are $10/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4.5 or GPT-5?
Claude Sonnet 4.5 has the lower time-to-first-token (240 ms vs 290 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude Sonnet 4.5 accepts 1M tokens versus 400k.
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 4.5 and GPT-5 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Feb 18, 2026

    Claude Sonnet 4.5 is the previous workhorse — still a valid vs baseline

  • launch · Aug 8, 2025

    GPT-5 (2025) remains the legacy OpenAI flagship baseline

Similar Head-to-Head Comparisons

All Claude Sonnet 4.5 matchups →|All GPT-5 matchups →
Claude Sonnet 4.5 vs Claude Sonnet 4 (previous sonnet)Claude Sonnet 4.5 vs Claude Sonnet 5 (next sonnet)GPT-5 vs GPT-4.5 Orion (previous gpt-flagship)GPT-5 vs GPT-5.6 Sol (next gpt-flagship)GPT-4.5 Orion vs Claude Sonnet 4.5GPT-5.6 Terra vs GPT-5