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Model comparison

Claude Sonnet 4.5 vs GPT-4.1 mini

Data verified

Head-to-head evidence from 4 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

52.89/100
Margin
9.8pts
← winning
43.1/100
3 category wins0 category wins

Public leaderboard positions: Claude Sonnet 4.5 #98 (Estimated); GPT-4.1 mini #160 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude Sonnet 4.5 and GPT-4.1 mini share 4 comparable benchmark results. 3 of 8 categories are comparable. 8 results are unique to Claude Sonnet 4.5; 18 to GPT-4.1 mini.

Updated July 24, 2026
Shared results
4
Claude Sonnet 4.5 only
8
GPT-4.1 mini only
18
Comparable categories
3 / 8

Pick Claude Sonnet 4.5 if you want the stronger benchmark profile. GPT-4.1 mini only becomes the better choice if you want the cheaper token bill or you need the larger 1M context window.

Confidence note. This is a partial-evidence comparison with 4 shared benchmark results across 4 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Claude Sonnet 4.5 is clearly ahead on the BenchAlign aggregate, 52.89 to 43.1. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Claude Sonnet 4.5's sharpest advantage is in coding, where it averages 77.2 against 23.6. The single biggest benchmark swing on the page is SWE-bench Verified, 77.2% to 23.6%.

Claude Sonnet 4.5 is also the more expensive model on tokens at $3.00 input / $15.00 output per 1M tokens, versus $0.40 input / $1.60 output per 1M tokens for GPT-4.1 mini. That is roughly 9.4x on output cost alone. GPT-4.1 mini gives you the larger context window at 1M, compared with 200K for Claude Sonnet 4.5.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Claude Sonnet 4.5 and GPT-4.1 mini
CategoryClaude Sonnet 4.5ΔGPT-4.1 mini
CodingClaude Sonnet 4.577.2Margin 53.6GPT-4.1 mini23.6
KnowledgeClaude Sonnet 4.583.4Margin 19.2GPT-4.1 mini64.2
MathClaude Sonnet 4.511.2Margin 6.7GPT-4.1 mini4.5
AgenticClaude Sonnet 4.555.4MarginNo overlapGPT-4.1 miniNot measured
ReasoningClaude Sonnet 4.513.6MarginNo overlapGPT-4.1 miniNot measured
Inst. FollowingClaude Sonnet 4.5Not measuredMarginNo overlapGPT-4.1 mini88.5

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Claude Sonnet 4.5B · GPT-4.1 mini
  1. SWE-bench Verified

    Coding
    Source ↗
    A 77.2%B 23.6%
    Winner: Claude Sonnet 4.5Δ 53.6
    SWE-bench Verified: Claude Sonnet 4.5 scored 77.2%; GPT-4.1 mini scored 23.6%. Claude Sonnet 4.5 wins this benchmark.
  2. GPQA

    Knowledge
    Source ↗
    A 83.4%B 64.2%
    Winner: Claude Sonnet 4.5Δ 19.2
    GPQA: Claude Sonnet 4.5 scored 83.4%; GPT-4.1 mini scored 64.2%. Claude Sonnet 4.5 wins this benchmark.
  3. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 13.495%B 4.483%
    Winner: Claude Sonnet 4.5Δ 9
    FrontierMath v2 (Tiers 1-3): Claude Sonnet 4.5 scored 13.495%; GPT-4.1 mini scored 4.483%. Claude Sonnet 4.5 wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricClaude Sonnet 4.5GPT-4.1 miniComparison
Input / output priceUSD per 1M tokensClaude Sonnet 4.5$3 input / $15 outputGPT-4.1 mini$0.4 input / $1.6 outputGPT-4.1 mini has the lower combined listed price.
Generation speedtokens per secondClaude Sonnet 4.5Not availableGPT-4.1 mini80 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Sonnet 4.5Not availableGPT-4.1 mini0.76 sA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Sonnet 4.5200KGPT-4.1 mini1MGPT-4.1 mini lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
Terminal-Bench 2.0Source 50%Not comparable
OSWorld-VerifiedSource 61.4%Not comparable
VITA-BenchSource 17.0%Not comparable
Gert LabsSource 48.51%Not comparable
JobBenchSource 27.7%Not comparable
AA Agentic IndexSource 1.7%Not comparable
τ²-bench resultsSource 52.9%Not comparable
GDPval-AASource 0.4%Not comparable
GDPval-AASource 508Not comparable
CodingClaude Sonnet 4.5 wins
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
SWE-bench VerifiedSource 77.2%23.6%Claude Sonnet 4.5 leads
AA Coding IndexSource 20.2%Not comparable
AA-SciCodeSource 40.4%Not comparable
Reasoning
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
ARC-AGI-2Source 13.6%Not comparable
AA-LCRSource 42.3%Not comparable
CritPtSource 0.0%Not comparable
KnowledgeClaude Sonnet 4.5 wins
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
GPQASource 83.4%64.2%Claude Sonnet 4.5 leads
MMLUSource 87.5%Not comparable
Artificial Analysis Intelligence IndexSource 14.8%Not comparable
AA-GPQA DiamondSource 66.4%Not comparable
AA-HLESource 4.6%Not comparable
AA-Omniscience IndexSource -50.1%Not comparable
AA-Omniscience AccuracySource 17.5%Not comparable
AA-Omniscience Hallucination RateSource 82.0%Not comparable
MathClaude Sonnet 4.5 wins
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
AIME 2025Source 87%Not comparable
FrontierMath v2 (Tiers 1-3)Source 13.495%4.483%Claude Sonnet 4.5 leads
FrontierMath v2 (Tier 4)Source 4.167%Not comparable
Multimodal
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
Design Arena WebsiteSource 12191027Claude Sonnet 4.5 leads
AA-MMMU-ProSource 58.7%Not comparable
Inst. Following
BenchmarkClaude Sonnet 4.5GPT-4.1 miniResult
IFEvalSource 88.5%Not comparable
AA-IFBenchSource 38.3%Not comparable
Frequently Asked Questions (4)

Which is better, Claude Sonnet 4.5 or GPT-4.1 mini?

Claude Sonnet 4.5 is ahead on BenchLM's BenchAlign leaderboard, 52.89 to 43.1. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 77.2% and 23.6%.

Which is better for knowledge tasks, Claude Sonnet 4.5 or GPT-4.1 mini?

Claude Sonnet 4.5 has the edge for knowledge tasks in this comparison, averaging 83.4 versus 64.2. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for coding, Claude Sonnet 4.5 or GPT-4.1 mini?

Claude Sonnet 4.5 has the edge for coding in this comparison, averaging 77.2 versus 23.6. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

Which is better for math, Claude Sonnet 4.5 or GPT-4.1 mini?

Claude Sonnet 4.5 has the edge for math in this comparison, averaging 11.2 versus 4.5. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.

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Last updated: July 24, 2026