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Every score has a dated snapshot.

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  3. Claude Sonnet 4.5 vs OpenAI: GPT-5.1-Codex

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Claude Sonnet 4.5 vs OpenAI: GPT-5.1-Codex benchmark

In this head-to-head showdown, OpenAI: GPT-5.1-Codex is more budget-friendly at $10/1M 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: Choose Claude Sonnet 4.5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose OpenAI: GPT-5.1-Codex if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
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Anthropic
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
OpenAI: GPT-5.1-Codex

Auto-discovered from OpenRouter (openai/gpt-5.1-codex). Preview until a second source matches.

$10/1M out

Claude 4 Series Family & Variants (5)

Speed, cost, and intelligence tradeoffs across the Anthropic lineup

vs Base Model
Claude Opus 4.5
Anthropic
Base Model
Reasoning
Elo1568
Speed62 t/s
In /1M$5
Out /1M$25
View specs →vs this
Claude Opus 4.6
Anthropic
Opus 4.6
Reasoning
Elo1574
Speed64 t/s
In /1M$5
Out /1M$25
+6 Elo0% price
View specs →vs this
Claude Sonnet 4.5
Anthropic
Sonnet 4.5
Elo1524
Speed88 t/s
In /1M$3
Out /1M$15
-44 Elo-40% price1.4x speed
Selected
Claude Opus 4.8
Anthropic
Opus 4.8
Reasoning
Elo1598
Speed66 t/s
In /1M$5
Out /1M$25
+30 Elo0% price1.1x speed
View specs →vs this
Claude Haiku 4.5
Anthropic
Haiku 4.5
Elo1438
Speed175 t/s
In /1M$1
Out /1M$5
-130 Elo-80% price2.8x speed
View specs →vs this
Top Rival Showdowns for Claude Sonnet 4.5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar Leader

OpenAI: GPT-5.1-Codex

$10 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageClaude Sonnet 4.5 5/6
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude Sonnet 4.5 (8)vsOpenAI: GPT-5.1-Codex (2)
Claude Sonnet 4.5: 8W (80%)Overall: Claude Sonnet 4.5OpenAI: GPT-5.1-Codex: 2W (20%)
← Claude Sonnet 4.5OpenAI: GPT-5.1-Codex →
Claude Sonnet 4.5 (5/5)

Intelligence & Reasoning

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

Preference Elo
1,524vs—
Coding Elo
1,531vs—
SWE-bench
70.1%vs—
LiveBench
67.4%vs—
GPQA Diamond
80.2%vs—
Claude Sonnet 4.5: 5WOpenAI: GPT-5.1-Codex: 0W
Claude Sonnet 4.5 (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
88 tok/svs—
Time to first token
240 msvs—
Claude Sonnet 4.5: 2WOpenAI: GPT-5.1-Codex: 0W
OpenAI: GPT-5.1-Codex (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$15/1Mvs$10/1M
Input price
$3/1Mvs$1.25/1M
Context window
1Mvs400k
Claude Sonnet 4.5: 1WOpenAI: GPT-5.1-Codex: 2W

Side-by-Side Benchmark Matrix

Preference Elo
Claude Sonnet 4.51,524
lmarena · Aug 17, 2026
OpenAI: GPT-5.1-Codex—
Coding Elo
Claude Sonnet 4.51,531
lmarena · Aug 17, 2026
OpenAI: GPT-5.1-Codex—
LiveBench
Claude Sonnet 4.567.4%
livebench · Aug 17, 2026
OpenAI: GPT-5.1-Codex—
SWE-bench
Claude Sonnet 4.570.1%
swebench · Aug 17, 2026
OpenAI: GPT-5.1-Codex—
GPQA Diamond
Claude Sonnet 4.580.2%
seed-bootstrap · Aug 1, 2026
OpenAI: GPT-5.1-Codex—
Time to first token
Claude Sonnet 4.5240 ms
seed-bootstrap · Aug 1, 2026
OpenAI: GPT-5.1-Codex—
Output speed
Claude Sonnet 4.588 tok/s
seed-bootstrap · Aug 1, 2026
OpenAI: GPT-5.1-Codex—
Input priceOpenAI: GPT-5.1-Codex (+$1.75/1M)
Claude Sonnet 4.5$3/1M
openrouter · Aug 17, 2026
OpenAI: GPT-5.1-Codex$1.25/1M
openrouter · Aug 17, 2026
Output priceOpenAI: GPT-5.1-Codex (+$5/1M)
Claude Sonnet 4.5$15/1M
openrouter · Aug 17, 2026
OpenAI: GPT-5.1-Codex$10/1M
openrouter · Aug 17, 2026
Context windowClaude Sonnet 4.5 (+600k)
Claude Sonnet 4.51M
openrouter · Aug 17, 2026
OpenAI: GPT-5.1-Codex400k
openrouter · Aug 17, 2026
BenchmarkClaude Sonnet 4.5OpenAI: GPT-5.1-CodexAdvantage Delta
Preference Elo
1,524
lmarena · Aug 17, 2026
——
Coding Elo
1,531
lmarena · Aug 17, 2026
——
LiveBench
67.4%
livebench · Aug 17, 2026
——
SWE-bench
70.1%
swebench · Aug 17, 2026
——
GPQA Diamond
80.2%
seed-bootstrap · Aug 1, 2026
——
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$3/1M
openrouter · Aug 17, 2026
$1.25/1M
openrouter · Aug 17, 2026
OpenAI: GPT-5.1-Codex (+$1.75/1M)
Output price
$15/1M
openrouter · Aug 17, 2026
$10/1M
openrouter · Aug 17, 2026
OpenAI: GPT-5.1-Codex (+$5/1M)
Context window
1M
openrouter · Aug 17, 2026
400k
openrouter · Aug 17, 2026
Claude Sonnet 4.5 (+600k)
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 41% with OpenAI: GPT-5.1-Codex
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
OpenAI: GPT-5.1-Codex$193.75 / mo
In: $43.75Out: $150
Estimated Cost Delta

OpenAI: GPT-5.1-Codex is estimated to save $136.25/month ($1,635/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI: GPT-5.1-Codex:Pick OpenAI: GPT-5.1-Codex when you are optimizing output cost.
  • 2
    Claude Sonnet 4.5:Pick Claude Sonnet 4.5 for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatOpenAI: GPT-5.1-Codex

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

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGClaude Sonnet 4.5

Larger window (1M).

Screenshots / visionClaude Sonnet 4.5

Claude Sonnet 4.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatOpenAI: GPT-5.1-CodexLower output list price ($10/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGClaude Sonnet 4.5Larger window (1M).
Screenshots / visionClaude Sonnet 4.5Claude Sonnet 4.5 is the side marked multimodal in the catalog.

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.

Community Sentiment

Cast Your Matchup Vote

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
Anthropic

Claude Sonnet 4.5

Elo 1,524
LiveBench67.4%
SWE-bench70.1%
Speed88 tok/s
Output cost$15/1M
OpenAI

OpenAI: GPT-5.1-Codex

Elo n/a
LiveBench—
SWE-bench—
Speed—
Output cost$10/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4.5 or OpenAI: GPT-5.1-Codex?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Claude Sonnet 4.5 or OpenAI: GPT-5.1-Codex?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
OpenAI: GPT-5.1-Codex 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 OpenAI: GPT-5.1-Codex?
We do not have TTFT for both models.
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 OpenAI: GPT-5.1-Codex 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

Similar Head-to-Head Comparisons

All Claude Sonnet 4.5 matchups →|All OpenAI: GPT-5.1-Codex matchups →
Claude Sonnet 4.5 vs Claude Sonnet 4 (previous sonnet)Claude Sonnet 4.5 vs Claude Sonnet 5 (next sonnet)GPT-4.5 Orion vs Claude Sonnet 4.5GPT-5.6 Terra vs Claude Sonnet 4.5GPT-5 vs Claude Sonnet 4.5Claude Opus 4.5 vs Claude Sonnet 4.5