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Model comparison

Claude 3 Haiku vs GPT-5.1

Data verified

Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

21.39/100
Margin
32.3pts
winning →
OpenAI
53.65/100
0 category wins0 category wins

Public leaderboard positions: Claude 3 Haiku #194 (Supported); GPT-5.1 #94 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 3 Haiku and GPT-5.1 share 12 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Claude 3 Haiku; 9 to GPT-5.1.

Updated July 20, 2026
Shared results
12
Claude 3 Haiku only
0
GPT-5.1 only
9
Comparable categories
0 / 8

Benchmark data for Claude 3 Haiku and GPT-5.1 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

GPT-5.1 is priced at $1.25 input / $10.00 output per 1M tokens, versus $0.25 input / $1.25 output per 1M tokens for Claude 3 Haiku.

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 3 Haiku and GPT-5.1
CategoryClaude 3 HaikuΔGPT-5.1
MathClaude 3 HaikuNot measuredMarginNo overlapGPT-5.126.4

Operational comparison

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

MetricClaude 3 HaikuGPT-5.1Comparison
Input / output priceUSD per 1M tokensClaude 3 Haiku$0.25 input / $1.25 outputGPT-5.1$1.25 input / $10 outputClaude 3 Haiku has the lower combined listed price.
Generation speedtokens per secondClaude 3 Haiku138 tok/sGPT-5.1111 tok/sClaude 3 Haiku has the higher measured throughput.
First-answer latencyseconds to first tokenClaude 3 Haiku1.16 sGPT-5.157.47 sClaude 3 Haiku reaches the first token sooner.
Context windowmaximum listed tokensClaude 3 Haiku200KGPT-5.1200KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkClaude 3 HaikuGPT-5.1Result
τ²-bench resultsSource 21.1%81.9%GPT-5.1 leads
AA Agentic IndexSource 21.0%Not comparable
Gert LabsSource 41.24%Not comparable
GDPval-AASource 24.4%Not comparable
GDPval-AASource 987Not comparable
Coding
BenchmarkClaude 3 HaikuGPT-5.1Result
AA-SciCodeSource 18.6%43.3%GPT-5.1 leads
Vibe Code BenchSource 24.61%Not comparable
AA Coding IndexSource 49.4%Not comparable
Reasoning
BenchmarkClaude 3 HaikuGPT-5.1Result
AA-LCRSource 21.0%75.0%GPT-5.1 leads
CritPtSource 0.0%4.9%GPT-5.1 leads
Knowledge
BenchmarkClaude 3 HaikuGPT-5.1Result
Artificial Analysis Intelligence IndexSource 3.9%36.9%GPT-5.1 leads
AA-GPQA DiamondSource 37.4%87.3%GPT-5.1 leads
AA-HLESource 3.9%26.5%GPT-5.1 leads
AA-Omniscience IndexSource -47.6%5.6%GPT-5.1 leads
AA-Omniscience AccuracySource 17.2%37.6%GPT-5.1 leads
AA-Omniscience Hallucination RateSource 78.2%51.3%GPT-5.1 leads
Math
BenchmarkClaude 3 HaikuGPT-5.1Result
FrontierMath v2 (Tiers 1-3)Source 31.034%Not comparable
FrontierMath v2 (Tier 4)Source 12.500%Not comparable
Multimodal
BenchmarkClaude 3 HaikuGPT-5.1Result
AA-MMMU-ProSource 30.8%75.5%GPT-5.1 leads
Design Arena WebsiteSource 1220Not comparable
Inst. Following
BenchmarkClaude 3 HaikuGPT-5.1Result
AA-IFBenchSource 36.1%72.9%GPT-5.1 leads
Frequently Asked Questions (3)

Can I compare Claude 3 Haiku and GPT-5.1 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Claude 3 Haiku and GPT-5.1 today?

Claude 3 Haiku: $0.25 input / $1.25 output per 1M tokens GPT-5.1: $1.25 input / $10.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 20, 2026

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