CompareLLM
CompareLLM.ai
Live
Explore
Compare
Decide
Track
Learn
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Claude Sonnet 4 vs OpenAI: GPT-5.6 Sol Pro

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

Claude Sonnet 4 vs OpenAI: GPT-5.6 Sol Pro benchmark

In this head-to-head showdown, Claude Sonnet 4 is more budget-friendly at $15/1M 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: Both Claude Sonnet 4 and OpenAI: GPT-5.6 Sol Pro present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:Share:
WhatsAppTelegramXLinkedIn
Executive Verdict Summary

Claude Sonnet 4 holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
Claude Sonnet 4Top code solve rate
ReasoningGPQA / Live
Claude Sonnet 4Top logical accuracy
Best Value$/1M Tok
Claude Sonnet 4Lowest API billing cost
Speed / TokTok/Sec
Claude Sonnet 4Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

Claude Sonnet 4 (2)OpenAI: GPT-5.6 Sol Pro (1)
Claude Sonnet 4
2 of 3 Wins
✓Input price✓Output price
OpenAI: GPT-5.6 Sol Pro
1 of 3 Wins
✓Context window
Anthropic
Leads 2 of 3
Claude Sonnet 4

First Sonnet 4 generation. Bridge between 3.5/3.7 and Sonnet 5.

Elo 1,455In: $3 · Out: $15/1M
OpenAI
Leads 1 of 3
OpenAI: GPT-5.6 Sol Pro

Auto-discovered from OpenRouter (openai/gpt-5.6-sol-pro). Preview until a second source matches.

In: $5 · Out: $30/1M
Top Rival Showdowns for Claude Sonnet 4
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 LeaderClaude Sonnet 4 Wins

Claude Sonnet 4

$15 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

Claude Sonnet 4 (9)vsOpenAI: GPT-5.6 Sol Pro (1)
Claude Sonnet 4: 9W (90%)Overall: Claude Sonnet 4OpenAI: GPT-5.6 Sol Pro: 1W (10%)
← Claude Sonnet 4OpenAI: GPT-5.6 Sol Pro →
🏆Claude Sonnet 4 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Sonnet 4vsOpenAI: GPT-5.6 Sol Pro
Preference Elo
1,455vs—
Coding Elo
1,468vs—
SWE-bench
62.8%vs—
LiveBench
63.2%vs—
GPQA Diamond
76.4%vs—
Claude Sonnet 4: 5WOpenAI: GPT-5.6 Sol Pro: 0W
🏆Claude Sonnet 4 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4vsOpenAI: GPT-5.6 Sol Pro
Output speed
92 tok/svs—
Time to first token
220 msvs—
Claude Sonnet 4: 2WOpenAI: GPT-5.6 Sol Pro: 0W
🏆Claude Sonnet 4 Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4vsOpenAI: GPT-5.6 Sol Pro
Output price
$15/1Mvs$30/1M+$15/1M
Input price
$3/1Mvs$5/1M+$2/1M
Context window
1Mvs1.1M+50k
Claude Sonnet 4: 2WOpenAI: GPT-5.6 Sol Pro: 1W

Side-by-Side Benchmark Matrix

Claude Sonnet 4OpenAI: GPT-5.6 Sol Pro
Preference Elo
Claude Sonnet 41,455
OpenAI: GPT-5.6 Sol Pro—
Coding Elo
Claude Sonnet 41,468
OpenAI: GPT-5.6 Sol Pro—
LiveBench
Claude Sonnet 463.2%
OpenAI: GPT-5.6 Sol Pro—
SWE-bench
Claude Sonnet 462.8%
OpenAI: GPT-5.6 Sol Pro—
GPQA Diamond
Claude Sonnet 476.4%
OpenAI: GPT-5.6 Sol Pro—
Time to first token
Claude Sonnet 4220 ms
OpenAI: GPT-5.6 Sol Pro—
Output speed
Claude Sonnet 492 tok/s
OpenAI: GPT-5.6 Sol Pro—
Input priceClaude Sonnet 4 +$2/1M
Claude Sonnet 4$3/1M
OpenAI: GPT-5.6 Sol Pro$5/1M
Output priceClaude Sonnet 4 +$15/1M
Claude Sonnet 4$15/1M
OpenAI: GPT-5.6 Sol Pro$30/1M
Context windowOpenAI: GPT-5.6 Sol Pro +50k
Claude Sonnet 41M
OpenAI: GPT-5.6 Sol Pro1.1M
BenchmarkClaude Sonnet 4OpenAI: GPT-5.6 Sol ProAdvantage Delta
Preference Elo
1,455
lmarena · Aug 17, 2026
——
Coding Elo
1,468
lmarena · Aug 17, 2026
——
LiveBench
63.2%
livebench · Aug 17, 2026
——
SWE-bench
62.8%
swebench · Aug 17, 2026
——
GPQA Diamond
76.4%
seed-bootstrap · Aug 1, 2026
——
Time to first token
220 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
92 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$3/1M
openrouter · Aug 17, 2026
$5/1M
openrouter · Aug 17, 2026
+$2/1M
Output price
$15/1M
openrouter · Aug 17, 2026
$30/1M
openrouter · Aug 17, 2026
+$15/1M
Context window
1M
openrouter · Aug 17, 2026
1.1M
openrouter · Aug 17, 2026
+50k

Workload Cost & Savings Calculator

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

Save 47% with Claude Sonnet 4
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$330.00 / mo
In: $105Out: $225
OpenAI: GPT-5.6 Sol Pro$625.00 / mo
In: $175Out: $450
Estimated Cost Delta

Claude Sonnet 4 is estimated to save $295.00/month ($3,540/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Claude Sonnet 4:Pick Claude Sonnet 4 when you are optimizing output cost.
  • 2
    OpenAI: GPT-5.6 Sol Pro:Pick OpenAI: GPT-5.6 Sol Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatClaude Sonnet 4

Lower output list price ($15/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGOpenAI: GPT-5.6 Sol Pro

Larger window (1.1M).

Screenshots / visionClaude Sonnet 4

Claude Sonnet 4 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatClaude Sonnet 4Lower output list price ($15/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGOpenAI: GPT-5.6 Sol ProLarger window (1.1M).
Screenshots / visionClaude Sonnet 4Claude Sonnet 4 is the side marked multimodal in the catalog.

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/claude-sonnet-4-vs-gpt-5-6-sol-pro/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 4

Elo 1,455
SWE-bench62.8%
Speed (tok/s)92 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
OpenAI

OpenAI: GPT-5.6 Sol Pro

Elo n/a
SWE-bench—
Speed (tok/s)1.1M
Input / 1M Tokens$5/1M
Output / 1M Tokens$30/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4 or OpenAI: GPT-5.6 Sol Pro?
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 or OpenAI: GPT-5.6 Sol Pro?
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?
Claude Sonnet 4 output tokens are $15/1M versus $30/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4 or OpenAI: GPT-5.6 Sol Pro?
We do not have TTFT for both models.
Which has the larger context window?
OpenAI: GPT-5.6 Sol Pro accepts 1.1M tokens versus 1M.
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 and OpenAI: GPT-5.6 Sol Pro Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Claude Sonnet 4 matchups →|All OpenAI: GPT-5.6 Sol Pro matchups →
Claude Sonnet 4 vs Claude 3.7 Sonnet (previous sonnet)Claude Sonnet 4 vs Claude Sonnet 4.5 (next sonnet)GPT-4.5 Orion vs Claude Sonnet 4GPT-5.6 Terra vs Claude Sonnet 4Claude Sonnet 5 vs Claude Sonnet 4GPT-5 vs Claude Sonnet 4