Skip to main content

Model comparison

GPT-5.1-Codex vs Solar Pro 2

Data verified

Head-to-head evidence from 11 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

52.72/100
Margin
11.5pts
← winning
41.19/100
0 category wins0 category wins

Public leaderboard positions: GPT-5.1-Codex #99 (Estimated); Solar Pro 2 #167 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.1-Codex and Solar Pro 2 share 11 comparable benchmark results. 0 of 8 categories are comparable. 5 results are unique to GPT-5.1-Codex; 0 to Solar Pro 2.

Updated July 23, 2026
Shared results
11
GPT-5.1-Codex only
5
Solar Pro 2 only
0
Comparable categories
0 / 8

Benchmark data for GPT-5.1-Codex and Solar Pro 2 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 11 shared benchmark results across 5 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-Codex has the larger context window at 400K, compared with 128K for Solar Pro 2.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Operational comparison

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

MetricGPT-5.1-CodexSolar Pro 2Comparison
Input / output priceUSD per 1M tokensGPT-5.1-CodexNot availableSolar Pro 2Not availableA complete price comparison is not available.
Generation speedtokens per secondGPT-5.1-CodexNot availableSolar Pro 2Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.1-CodexNot availableSolar Pro 2Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.1-Codex400KSolar Pro 2128KGPT-5.1-Codex lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.1-CodexSolar Pro 2Result
τ²-bench resultsSource 83%31.9%GPT-5.1-Codex leads
Gert LabsSource 49.68%Not comparable
JobBenchSource 26.2%Not comparable
Coding
BenchmarkGPT-5.1-CodexSolar Pro 2Result
Vibe Code BenchSource 13.12%Not comparable
AA-SciCodeSource 40.2%24.8%GPT-5.1-Codex leads
Reasoning
BenchmarkGPT-5.1-CodexSolar Pro 2Result
AA-LCRSource 67.3%0.0%GPT-5.1-Codex leads
CritPtSource 5.7%0.0%GPT-5.1-Codex leads
Knowledge
BenchmarkGPT-5.1-CodexSolar Pro 2Result
Artificial Analysis Intelligence IndexSource 34.7%7.8%GPT-5.1-Codex leads
AA-GPQA DiamondSource 86.0%56.1%GPT-5.1-Codex leads
AA-HLESource 23.4%3.8%GPT-5.1-Codex leads
AA-Omniscience IndexSource -6.0%-61.7%GPT-5.1-Codex leads
AA-Omniscience AccuracySource 39.2%15.6%GPT-5.1-Codex leads
AA-Omniscience Hallucination RateSource 74.4%91.5%GPT-5.1-Codex leads
Multimodal
BenchmarkGPT-5.1-CodexSolar Pro 2Result
AA-MMMU-ProSource 72.5%Not comparable
Design Arena WebsiteSource 1191Not comparable
Inst. Following
BenchmarkGPT-5.1-CodexSolar Pro 2Result
AA-IFBenchSource 70.0%33.7%GPT-5.1-Codex leads
Frequently Asked Questions (2)

Can I compare GPT-5.1-Codex and Solar Pro 2 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.

Related Comparisons

Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.