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Model comparison

Claude Haiku 4.5 vs o3-mini

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

55.85/100
Margin
9.3pts
← winning
OpenAI
46.59/100
1 category wins0 category wins

Public leaderboard positions: Claude Haiku 4.5 #80 (Estimated); o3-mini #141 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude Haiku 4.5 and o3-mini share 1 comparable benchmark result. 1 of 8 categories are comparable. 4 results are unique to Claude Haiku 4.5; 9 to o3-mini.

Updated July 24, 2026
Shared results
1
Claude Haiku 4.5 only
4
o3-mini only
9
Comparable categories
1 / 8

Pick Claude Haiku 4.5 if you want the stronger benchmark profile. o3-mini only becomes the better choice if you want the cheaper token bill or you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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, 55.85 to 46.59. 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 coding, where it averages 73.3 against 49.3. The single biggest benchmark swing on the page is SWE-bench Verified, 73.3% to 49.3%.

Claude Haiku 4.5 is also the more expensive model on tokens at $1.00 input / $5.00 output per 1M tokens, versus $1.10 input / $4.40 output per 1M tokens for o3-mini. o3-mini is the reasoning model in the pair, while Claude Haiku 4.5 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.

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 o3-mini
CategoryClaude Haiku 4.5Δo3-mini
CodingClaude Haiku 4.573.3Margin 24.0o3-mini49.3
KnowledgeClaude Haiku 4.5Not measuredMarginNo overlapo3-mini77.2
MathClaude Haiku 4.54.9MarginNo overlapo3-miniNot measured
Inst. FollowingClaude Haiku 4.5Not measuredMarginNo overlapo3-mini93.9

Decisive benchmark drivers

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

More
A · Claude Haiku 4.5B · o3-mini
  1. SWE-bench Verified

    Coding
    Source ↗
    A 73.3%B 49.3%
    Winner: Claude Haiku 4.5Δ 24
    SWE-bench Verified: Claude Haiku 4.5 scored 73.3%; o3-mini scored 49.3%. 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 4.5o3-miniComparison
Input / output priceUSD per 1M tokensClaude Haiku 4.5$1 input / $5 outputo3-mini$1.1 input / $4.4 outputo3-mini has the lower combined listed price.
Generation speedtokens per secondClaude Haiku 4.5Not availableo3-mini160 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Haiku 4.5Not availableo3-mini7.12 sA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Haiku 4.5200Ko3-mini200KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkClaude Haiku 4.5o3-miniResult
JobBenchSource 16.0%Not comparable
τ²-bench resultsSource 28.7%Not comparable
CodingClaude Haiku 4.5 wins
BenchmarkClaude Haiku 4.5o3-miniResult
SWE-bench VerifiedSource 73.3%49.3%Claude Haiku 4.5 leads
AA-SciCodeSource 39.9%Not comparable
Knowledge
BenchmarkClaude Haiku 4.5o3-miniResult
MMLUSource 86.9%Not comparable
GPQASource 77.2%Not comparable
Artificial Analysis Intelligence IndexSource 19.0%Not comparable
AA-GPQA DiamondSource 74.8%Not comparable
AA-HLESource 8.7%Not comparable
Math
BenchmarkClaude Haiku 4.5o3-miniResult
FrontierMath v2 (Tiers 1-3)Source 5.903%Not comparable
FrontierMath v2 (Tier 4)Source 2.083%Not comparable
AIME 2024Source 87.3%Not comparable
Multimodal
BenchmarkClaude Haiku 4.5o3-miniResult
Design Arena WebsiteSource 1152Not comparable
Inst. Following
BenchmarkClaude Haiku 4.5o3-miniResult
IFEvalSource 93.9%Not comparable
Frequently Asked Questions (2)

Which is better, Claude Haiku 4.5 or o3-mini?

Claude Haiku 4.5 is ahead on BenchLM's BenchAlign leaderboard, 55.85 to 46.59. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 73.3% and 49.3%.

Which is better for coding, Claude Haiku 4.5 or o3-mini?

Claude Haiku 4.5 has the edge for coding in this comparison, averaging 73.3 versus 49.3. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

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Last updated: July 24, 2026