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Model comparison

GPT-4 Turbo vs o3

Data verified

Head-to-head evidence from 3 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

27.44/100
Margin
20.4pts
winning →
OpenAI
47.89/100
0 category wins0 category wins

Public leaderboard positions: GPT-4 Turbo #188 (Supported); o3 #131 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-4 Turbo and o3 share 3 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to GPT-4 Turbo; 13 to o3.

Updated July 20, 2026
Shared results
3
GPT-4 Turbo only
1
o3 only
13
Comparable categories
0 / 8

Benchmark data for GPT-4 Turbo and o3 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 2 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-4 Turbo is priced at $10.00 input / $30.00 output per 1M tokens, versus $2.00 input / $8.00 output per 1M tokens for o3. o3 has the larger context window at 200K, compared with 128K for GPT-4 Turbo.

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 GPT-4 Turbo and o3
CategoryGPT-4 TurboΔo3
MathGPT-4 TurboNot measuredMarginNo overlapo314.5

Operational comparison

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

MetricGPT-4 Turboo3Comparison
Input / output priceUSD per 1M tokensGPT-4 Turbo$10 input / $30 outputo3$2 input / $8 outputo3 has the lower combined listed price.
Generation speedtokens per secondGPT-4 Turbo30 tok/so3118 tok/so3 has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-4 Turbo2.84 so35.38 sGPT-4 Turbo reaches the first token sooner.
Context windowmaximum listed tokensGPT-4 Turbo128Ko3200Ko3 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-4 Turboo3Result
τ²-bench resultsSource 80.7%Not comparable
Coding
BenchmarkGPT-4 Turboo3Result
AA Coding IndexSource 21.5%Not comparable
AA-SciCodeSource 31.9%41.0%o3 leads
Reasoning
BenchmarkGPT-4 Turboo3Result
AA-LCRSource 69.3%Not comparable
CritPtSource 1.1%Not comparable
Knowledge
BenchmarkGPT-4 Turboo3Result
Artificial Analysis Intelligence IndexSource 7.9%30.4%o3 leads
AA-HLESource 3.3%20.0%o3 leads
AA-GPQA DiamondSource 82.7%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
BenchmarkGPT-4 Turboo3Result
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
BenchmarkGPT-4 Turboo3Result
AA-MMMU-ProSource 70.1%Not comparable
Design Arena WebsiteSource 1069Not comparable
Inst. Following
BenchmarkGPT-4 Turboo3Result
AA-IFBenchSource 71.4%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-4 Turbo 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 GPT-4 Turbo and o3 today?

GPT-4 Turbo: $10.00 input / $30.00 output per 1M tokens 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 20, 2026

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