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Model comparison

Composer 2 Fast vs o3

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
0/100
Margin
47.8pts
winning →
OpenAI
47.84/100
0 category wins0 category wins

Public leaderboard positions: Composer 2 Fast unranked (Not scored); o3 #129 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Composer 2 Fast and o3 share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Composer 2 Fast; 17 to o3.

Updated July 17, 2026
Shared results
0
Composer 2 Fast only
1
o3 only
17
Comparable categories
0 / 8

Benchmark data for Composer 2 Fast and o3 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 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.

Operational comparison

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

MetricComposer 2 Fasto3Comparison
Input / output priceUSD per 1M tokensComposer 2 FastNot availableo3$2 input / $8 outputA complete price comparison is not available.
Generation speedtokens per secondComposer 2 FastNot availableo3118 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenComposer 2 FastNot availableo35.38 sA complete latency comparison is not available.
Context windowmaximum listed tokensComposer 2 Fast200Ko3200KListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkComposer 2 Fasto3Result
τ²-bench resultsSource 80.7%Not comparable
Coding
BenchmarkComposer 2 Fasto3Result
React Native EvalsSource 94.9%Not comparable
Terminal-Bench HardSource 37.1%Not comparable
AA-SciCodeSource 41.0%Not comparable
Reasoning
BenchmarkComposer 2 Fasto3Result
AA-LCRSource 69.3%Not comparable
CritPtSource 1.1%Not comparable
Knowledge
BenchmarkComposer 2 Fasto3Result
Artificial Analysis Intelligence IndexSource 30.4%Not comparable
AA-GPQA DiamondSource 82.7%Not comparable
AA-HLESource 20.0%Not comparable
AA-Omniscience IndexSource -15.3%Not comparable
AA-Omniscience AccuracySource 38.4%Not comparable
AA-Omniscience Hallucination RateSource 87.1%Not comparable
Math
BenchmarkComposer 2 Fasto3Result
AA MATH-500Source 99.2%Not comparable
FrontierMath v2 (Tiers 1-3)Source 18.685%Not comparable
FrontierMath v2 (Tier 4)Source 2.083%Not comparable
Multimodal
BenchmarkComposer 2 Fasto3Result
AA-MMMU-ProSource 70.1%Not comparable
Design Arena WebsiteSource 1071Not comparable
Inst. Following
BenchmarkComposer 2 Fasto3Result
AA-IFBenchSource 71.4%Not comparable
Frequently Asked Questions (3)

Can I compare Composer 2 Fast and o3 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 Composer 2 Fast and o3 today?

o3: $2.00 input / $8.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 17, 2026

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