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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 3.7 Sonnet vs GPT-4o

Pairwise benchmark snapshot · Aug 17, 2026

Claude 3.7 Sonnet vs GPT-4o benchmark

In this head-to-head showdown, Claude 3.7 Sonnet delivers higher overall intelligence and human-preferred responses (Elo 1,362 vs 1,335), while Claude 3.7 Sonnet leads in SWE-bench software engineering benchmarks (70.3%), while GPT-4o 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 3.7 Sonnet if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-4o if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
WhatsAppTelegramXLinkedInReddit
Anthropic
Claude 3.7 Sonnet

Hybrid-reasoning Sonnet from 2025. Kept for historical compare pages.

Elo 1,362$15/1M out
OpenAI
GPT-4o

Previous OpenAI flagship. Still a common compare baseline on legacy pages.

Elo 1,335$10/1M out

Claude 3.7 Sonnet Thinking Depth & Cost Scaler

Simulate accuracy gains vs added response time & token cost

Mode: Medium (16k budget)

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
240 ms
Standard speed
Reasoning Depth
~3,200
Internal tokens
Cost / 1k Calls
$54.00
9.0× standard bill
Accuracy Boost
+5.2% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude 3.7 Sonnet
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

Claude 3.7 Sonnet

Δ 27 Arena Elo pts

Throughput Leader

GPT-4o

110 tok/s

Value per Dollar Leader

GPT-4o

$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 3.7 Sonnet 4/6
Head-to-Head Comparison

Overall Matchup Breakdown

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

Claude 3.7 Sonnet (5)vsGPT-4o (4)
Claude 3.7 Sonnet: 5W (56%)Overall: Claude 3.7 SonnetGPT-4o: 4W (44%)
← Claude 3.7 SonnetGPT-4o →
Claude 3.7 Sonnet (4/5)

Intelligence & Reasoning

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

Preference Elo
1,362vs1,335
Coding Elo
—vs—
SWE-bench
70.3%vs54.8%
LiveBench
58.4%vs54.2%
GPQA Diamond
78.5%vs73.2%
Claude 3.7 Sonnet: 4WGPT-4o: 0W
GPT-4o (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
85 tok/svs110 tok/s
Time to first token
240 msvs180 ms
Claude 3.7 Sonnet: 0WGPT-4o: 2W
GPT-4o (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$15/1Mvs$10/1M
Input price
$3/1Mvs$2.5/1M
Context window
200kvs128k
Claude 3.7 Sonnet: 1WGPT-4o: 2W

Side-by-Side Benchmark Matrix

Preference EloClaude 3.7 Sonnet (+27)
Claude 3.7 Sonnet1,362
lmarena · Aug 17, 2026
GPT-4o1,335
lmarena · Aug 17, 2026
LiveBenchClaude 3.7 Sonnet (+4.2%)
Claude 3.7 Sonnet58.4%
livebench · Aug 17, 2026
GPT-4o54.2%
livebench · Aug 17, 2026
SWE-benchClaude 3.7 Sonnet (+15.5%)
Claude 3.7 Sonnet70.3%
swebench · Aug 17, 2026
GPT-4o54.8%
swebench · Aug 17, 2026
GPQA DiamondClaude 3.7 Sonnet (+5.3%)
Claude 3.7 Sonnet78.5%
seed-bootstrap · Aug 1, 2026
GPT-4o73.2%
seed-bootstrap · Aug 1, 2026
Time to first tokenGPT-4o (+60 ms)
Claude 3.7 Sonnet240 ms
seed-bootstrap · Aug 1, 2026
GPT-4o180 ms
seed-bootstrap · Aug 1, 2026
Output speedGPT-4o (+25 tok/s)
Claude 3.7 Sonnet85 tok/s
seed-bootstrap · Aug 1, 2026
GPT-4o110 tok/s
seed-bootstrap · Aug 1, 2026
Input priceGPT-4o (+$0.5/1M)
Claude 3.7 Sonnet$3/1M
seed-bootstrap · Aug 1, 2026
GPT-4o$2.5/1M
openrouter · Aug 17, 2026
Output priceGPT-4o (+$5/1M)
Claude 3.7 Sonnet$15/1M
seed-bootstrap · Aug 1, 2026
GPT-4o$10/1M
openrouter · Aug 17, 2026
Context windowClaude 3.7 Sonnet (+72k)
Claude 3.7 Sonnet200k
seed-bootstrap · Aug 1, 2026
GPT-4o128k
openrouter · Aug 17, 2026
BenchmarkClaude 3.7 SonnetGPT-4oAdvantage Delta
Preference Elo
1,362
lmarena · Aug 17, 2026
1,335
lmarena · Aug 17, 2026
Claude 3.7 Sonnet (+27)
LiveBench
58.4%
livebench · Aug 17, 2026
54.2%
livebench · Aug 17, 2026
Claude 3.7 Sonnet (+4.2%)
SWE-bench
70.3%
swebench · Aug 17, 2026
54.8%
swebench · Aug 17, 2026
Claude 3.7 Sonnet (+15.5%)
GPQA Diamond
78.5%
seed-bootstrap · Aug 1, 2026
73.2%
seed-bootstrap · Aug 1, 2026
Claude 3.7 Sonnet (+5.3%)
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
180 ms
seed-bootstrap · Aug 1, 2026
GPT-4o (+60 ms)
Output speed
85 tok/s
seed-bootstrap · Aug 1, 2026
110 tok/s
seed-bootstrap · Aug 1, 2026
GPT-4o (+25 tok/s)
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$2.5/1M
openrouter · Aug 17, 2026
GPT-4o (+$0.5/1M)
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$10/1M
openrouter · Aug 17, 2026
GPT-4o (+$5/1M)
Context window
200k
seed-bootstrap · Aug 1, 2026
128k
openrouter · Aug 17, 2026
Claude 3.7 Sonnet (+72k)
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 28% with GPT-4o
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude 3.7 Sonnet$330.00 / mo
In: $105Out: $225
GPT-4o$237.50 / mo
In: $87.5Out: $150
Estimated Cost Delta

GPT-4o is estimated to save $92.50/month ($1,110/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude 3.7 Sonnet:Pick Claude 3.7 Sonnet when repo-level coding accuracy is the constraint.
  • 2
    GPT-4o:Pick GPT-4o when you are optimizing output cost.
  • 3
    GPT-4o:Pick GPT-4o when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsClaude 3.7 Sonnet

Higher SWE-bench (70.3%).

High-volume chatGPT-4o

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

Voice / low-latency UIGPT-4o

Lower TTFT (180 ms).

Long-document RAGClaude 3.7 Sonnet

Larger window (200k).

Screenshots / visionClaude 3.7 Sonnet

Both accept images. Defaulting to the higher-Elo side (Claude 3.7 Sonnet).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsClaude 3.7 SonnetHigher SWE-bench (70.3%).
High-volume chatGPT-4oLower output list price ($10/1M).
Voice / low-latency UIGPT-4oLower TTFT (180 ms).
Long-document RAGClaude 3.7 SonnetLarger window (200k).
Screenshots / visionClaude 3.7 SonnetBoth accept images. Defaulting to the higher-Elo side (Claude 3.7 Sonnet).

Related Editorial Dispatches & Benchmark Notes

View all news
newsFeb 25, 2025

Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

2025 hybrid-reasoning Sonnet. Deprecated for buying, kept for old compare URLs and “what did 3.7 score?”

newsMay 13, 2024

GPT-4o stays as the 2024 compare anchor people still search

Deprecated for buying. Kept because “4o vs sonnet” is still a typed query.

Community Sentiment

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
Anthropic

Claude 3.7 Sonnet

Elo 1,362
LiveBench58.4%
SWE-bench70.3%
Speed85 tok/s
Output cost$15/1M
OpenAI

GPT-4o

Elo 1,335
LiveBench54.2%
SWE-bench54.8%
Speed110 tok/s
Output cost$10/1M

Frequently Asked Questions

Which is better overall, Claude 3.7 Sonnet or GPT-4o?
Claude 3.7 Sonnet has the higher preference Elo in our latest snapshot (1,362). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude 3.7 Sonnet or GPT-4o?
Claude 3.7 Sonnet leads SWE-bench at 70.3% vs 54.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-4o output tokens are $10/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.7 Sonnet or GPT-4o?
GPT-4o has the lower time-to-first-token (180 ms vs 240 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude 3.7 Sonnet accepts 200k 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. Claude 3.7 Sonnet and GPT-4o Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • news · Feb 25, 2025

    Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

  • news · May 13, 2024

    GPT-4o stays as the 2024 compare anchor people still search

Similar Head-to-Head Comparisons

All Claude 3.7 Sonnet matchups →|All GPT-4o matchups →
Claude 3.7 Sonnet vs Claude 3.5 Sonnet (previous sonnet)Claude 3.7 Sonnet vs Claude Sonnet 4 (next sonnet)GPT-4o vs GPT-4 Turbo (previous gpt-flagship)GPT-4o vs OpenAI: o1 (next gpt-flagship)Claude Opus 4.5 vs Claude 3.7 SonnetClaude Opus 4.6 vs Claude 3.7 Sonnet