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Model comparison

Claude Haiku 4.5 vs GPT-4o

Data verified

Head-to-head evidence from 2 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

56.58/100
Margin
15.1pts
← winning
OpenAI
41.49/100
1 category wins0 category wins

Public leaderboard positions: Claude Haiku 4.5 #77 (Estimated); GPT-4o #165 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude Haiku 4.5 and GPT-4o share 2 comparable benchmark results. 1 of 8 categories are comparable. 3 results are unique to Claude Haiku 4.5; 11 to GPT-4o.

Updated July 20, 2026
Shared results
2
Claude Haiku 4.5 only
3
GPT-4o only
11
Comparable categories
1 / 8

Pick Claude Haiku 4.5 if you want the stronger benchmark profile. GPT-4o only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 2 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Claude Haiku 4.5 is clearly ahead on the BenchAlign aggregate, 56.58 to 41.49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Claude Haiku 4.5's sharpest advantage is in mathematics, where it averages 4.9 against 0.3. The single biggest benchmark swing on the page is FrontierMath v2 (Tiers 1-3), 5.903% to 0.345%.

GPT-4o is also the more expensive model on tokens at $2.50 input / $10.00 output per 1M tokens, versus $1.00 input / $5.00 output per 1M tokens for Claude Haiku 4.5. That is roughly 2.0x on output cost alone. Claude Haiku 4.5 gives you the larger context window at 200K, compared with 128K for GPT-4o.

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 Haiku 4.5 and GPT-4o
CategoryClaude Haiku 4.5ΔGPT-4o
MathClaude Haiku 4.54.9Margin 4.6GPT-4o0.3
CodingClaude Haiku 4.573.3MarginNo overlapGPT-4oNot measured

Decisive benchmark drivers

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

More
A · Claude Haiku 4.5B · GPT-4o
  1. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 5.903%B 0.345%
    Winner: Claude Haiku 4.5Δ 5.6
    FrontierMath v2 (Tiers 1-3): Claude Haiku 4.5 scored 5.903%; GPT-4o scored 0.345%. Claude Haiku 4.5 wins this benchmark.

Operational comparison

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

MetricClaude Haiku 4.5GPT-4oComparison
Input / output priceUSD per 1M tokensClaude Haiku 4.5$1 input / $5 outputGPT-4o$2.5 input / $10 outputClaude Haiku 4.5 has the lower combined listed price.
Generation speedtokens per secondClaude Haiku 4.5Not availableGPT-4o131 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Haiku 4.5Not availableGPT-4o0.81 sA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Haiku 4.5200KGPT-4o128KClaude Haiku 4.5 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude Haiku 4.5GPT-4oResult
JobBenchSource 16.0%Not comparable
τ²-bench resultsSource 25.1%Not comparable
Coding
BenchmarkClaude Haiku 4.5GPT-4oResult
SWE-bench VerifiedSource 73.3%Not comparable
AA-SciCodeSource 33.3%Not comparable
Reasoning
BenchmarkClaude Haiku 4.5GPT-4oResult
AA-LCRSource 0.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkClaude Haiku 4.5GPT-4oResult
Artificial Analysis Intelligence IndexSource 11.2%Not comparable
AA-GPQA DiamondSource 54.3%Not comparable
AA-HLESource 3.3%Not comparable
AA-Omniscience IndexSource -10.7%Not comparable
AA-Omniscience AccuracySource 19.7%Not comparable
AA-Omniscience Hallucination RateSource 37.9%Not comparable
MathClaude Haiku 4.5 wins
BenchmarkClaude Haiku 4.5GPT-4oResult
FrontierMath v2 (Tiers 1-3)Source 5.903%0.345%Claude Haiku 4.5 leads
FrontierMath v2 (Tier 4)Source 2.083%Not comparable
Multimodal
BenchmarkClaude Haiku 4.5GPT-4oResult
Design Arena WebsiteSource 1154864Claude Haiku 4.5 leads
Inst. Following
BenchmarkClaude Haiku 4.5GPT-4oResult
AA-IFBenchSource 34.3%Not comparable
Frequently Asked Questions (2)

Which is better, Claude Haiku 4.5 or GPT-4o?

Claude Haiku 4.5 is ahead on BenchLM's BenchAlign leaderboard, 56.58 to 41.49. The biggest single separator in this matchup is FrontierMath v2 (Tiers 1-3), where the scores are 5.903% and 0.345%.

Which is better for math, Claude Haiku 4.5 or GPT-4o?

Claude Haiku 4.5 has the edge for math in this comparison, averaging 4.9 versus 0.3. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.

Related Comparisons

Last updated: July 20, 2026

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