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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 vs OpenAI o3-mini

Pairwise benchmark snapshot · Aug 1, 2026

Claude Sonnet 4 vs OpenAI o3-mini benchmark

In this head-to-head showdown, OpenAI o3-mini delivers higher overall intelligence and human-preferred responses (Elo 1,560 vs 1,455), while OpenAI o3-mini leads in SWE-bench software engineering benchmarks (78.5%), while OpenAI o3-mini is more budget-friendly at $4.4/1M per 1M output tokens, while Claude Sonnet 4 provides faster response streaming (92 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: OpenAI o3-mini holds the advantage over Claude Sonnet 4 in overall benchmark performance and human evaluation rankings. Choose OpenAI o3-mini for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

8 direct benchmark disciplines evaluated across capability, speed, and cost

Claude Sonnet 4 (1)OpenAI o3-mini (7)
Claude Sonnet 4
1 of 8 Wins
✓Time to first token
OpenAI o3-mini
7 of 8 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price
Anthropic
Leads 1 of 8 metrics
Claude Sonnet 4

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

Elo 1,455$15/1M out
OpenAI
Leads 7 of 8 metrics
OpenAI o3-mini

OpenAI cost-efficient reasoning model with adjustable thinking effort and top coding benchmark scores.

o3-miniElo 1,560$4.4/1M out

OpenAI o3-mini 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
$8.47
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
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 LeaderOpenAI o3-mini Wins

OpenAI o3-mini

Δ 105 Arena Elo pts

Throughput LeaderClaude Sonnet 4 Wins

Claude Sonnet 4

92 tok/s

Value per Dollar LeaderOpenAI o3-mini Wins

OpenAI o3-mini

$4.4 / 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

Claude Sonnet 4 (1)vsOpenAI o3-mini (7)
Claude Sonnet 4: 1W (13%)Overall: OpenAI o3-miniOpenAI o3-mini: 7W (87%)
← Claude Sonnet 42 tiesOpenAI o3-mini →
🏆OpenAI o3-mini(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Sonnet 4vsOpenAI o3-mini
Preference Elo
1,455vs1,560+105
Coding Elo
1,468vs1,585+117
SWE-bench
62.8%vs78.5%+15.7%
LiveBench
63.2%vs72.4%+9.2%
GPQA Diamond
76.4%vs87.2%+10.8%
Claude Sonnet 4: 0WOpenAI o3-mini: 5W
🏆Claude Sonnet 4(1/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4vsOpenAI o3-mini
Output speed
92 tok/svs92 tok/s
Time to first token
220 msvs290 ms+70 ms
Claude Sonnet 4: 1WOpenAI o3-mini: 0W
🏆OpenAI o3-mini(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4vsOpenAI o3-mini
Output price
$15/1Mvs$4.4/1M+$10.6/1M
Input price
$3/1Mvs$1.1/1M+$1.9/1M
Context window
200kvs200k
Claude Sonnet 4: 0WOpenAI o3-mini: 2W

Side-by-Side Benchmark Matrix

Preference Elo+105
Claude Sonnet 41,455
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini1,560
seed-bootstrap · Aug 1, 2026
Coding Elo+117
Claude Sonnet 41,468
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini1,585
seed-bootstrap · Aug 1, 2026
LiveBench+9.2%
Claude Sonnet 463.2%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini72.4%
seed-bootstrap · Aug 1, 2026
SWE-bench+15.7%
Claude Sonnet 462.8%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini78.5%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+10.8%
Claude Sonnet 476.4%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini87.2%
seed-bootstrap · Aug 1, 2026
Time to first token+70 ms
Claude Sonnet 4220 ms
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini290 ms
seed-bootstrap · Aug 1, 2026
Output speed
Claude Sonnet 492 tok/s
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini92 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.9/1M
Claude Sonnet 4$3/1M
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini$1.1/1M
seed-bootstrap · Aug 1, 2026
Output price+$10.6/1M
Claude Sonnet 4$15/1M
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini$4.4/1M
seed-bootstrap · Aug 1, 2026
Context window
Claude Sonnet 4200k
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini200k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude Sonnet 4OpenAI o3-miniAdvantage Delta
Preference Elo
1,455
seed-bootstrap · Aug 1, 2026
1,560
seed-bootstrap · Aug 1, 2026
+105
Coding Elo
1,468
seed-bootstrap · Aug 1, 2026
1,585
seed-bootstrap · Aug 1, 2026
+117
LiveBench
63.2%
seed-bootstrap · Aug 1, 2026
72.4%
seed-bootstrap · Aug 1, 2026
+9.2%
SWE-bench
62.8%
seed-bootstrap · Aug 1, 2026
78.5%
seed-bootstrap · Aug 1, 2026
+15.7%
GPQA Diamond
76.4%
seed-bootstrap · Aug 1, 2026
87.2%
seed-bootstrap · Aug 1, 2026
+10.8%
Time to first token
220 ms
seed-bootstrap · Aug 1, 2026
290 ms
seed-bootstrap · Aug 1, 2026
+70 ms
Output speed
92 tok/s
seed-bootstrap · Aug 1, 2026
92 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 1, 2026
+$1.9/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$4.4/1M
seed-bootstrap · Aug 1, 2026
+$10.6/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
200k
seed-bootstrap · Aug 1, 2026
—
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 68% with OpenAI o3-mini
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 o3-mini$104.50 / mo
In: $38.5Out: $66
Estimated Cost Delta

OpenAI o3-mini is estimated to save $225.50/month ($2,706/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI o3-mini:Pick OpenAI o3-mini when repo-level coding accuracy is the constraint.
  • 2
    Claude Sonnet 4:Pick Claude Sonnet 4 when time-to-first-token matters more than peak Elo.
  • 3
    OpenAI o3-mini:Pick OpenAI o3-mini as the default general assistant.

Recommended Workload Routing

Repo / coding agentsOpenAI o3-mini

Higher SWE-bench (78.5%).

High-volume chatOpenAI o3-mini

Lower output list price ($4.4/1M).

Voice / low-latency UIClaude Sonnet 4

Lower TTFT (220 ms).

Long-document RAGClaude Sonnet 4

Larger window (200k).

Screenshots / visionClaude Sonnet 4

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsOpenAI o3-miniHigher SWE-bench (78.5%).
High-volume chatOpenAI o3-miniLower output list price ($4.4/1M).
Voice / low-latency UIClaude Sonnet 4Lower TTFT (220 ms).
Long-document RAGClaude Sonnet 4Larger window (200k).
Screenshots / visionClaude Sonnet 4Claude Sonnet 4 is the side marked multimodal in the catalog.
Community Sentiment

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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 o3-mini

Elo 1,560
SWE-bench78.5%
Speed (tok/s)92 tok/s
Input / 1M Tokens$1.1/1M
Output / 1M Tokens$4.4/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4 or OpenAI o3-mini?
OpenAI o3-mini has the higher preference Elo in our latest snapshot (1,560). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Sonnet 4 or OpenAI o3-mini?
OpenAI o3-mini leads SWE-bench at 78.5% vs 62.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
OpenAI o3-mini output tokens are $4.4/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4 or OpenAI o3-mini?
Claude Sonnet 4 has the lower time-to-first-token (220 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 accepts 200k tokens versus 200k.
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 o3-mini 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 o3-mini matchups →
Claude Sonnet 4 vs Claude 3.7 Sonnet (previous sonnet)Claude Sonnet 4 vs Claude Sonnet 4.5 (next sonnet)OpenAI o3-mini vs OpenAI o1-mini (previous gpt-mini)OpenAI o3-mini vs GPT-5 mini (next gpt-mini)Claude Sonnet 4.5 vs OpenAI o3-miniGPT-4.5 Orion vs OpenAI o3-mini