Model comparison
GPT-5.4 Pro vs GPT-6 Sol
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 49.2 on the Noometry Index. GPT-6 Sol costs 17× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 1 shared benchmarks.
Summary
- They share 1 benchmark with published results for both. GPT-5.4 Pro scores higher in 3 categories and GPT-6 Sol in 1 category; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.4 Pro leads 72.0 to 35.8.
- GPT-6 Sol is cheaper at $2 / $10 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
Side by side
| GPT-5.4 Pro | GPT-6 Sol | |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 58.8 | 49.2 |
| Released | 2026-03-05 | 2026-09-22 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 1.05M |
| Max output | 128K | 128K |
| Input $ / M tokens | $30 | $2 |
| Output $ / M tokens | $180 | $10 |
| Results tracked | 16 | 22 |
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Category by category
Coding GPT-6 Sol leads
GPT-5.4 Pro: 42.6 (#89), GPT-6 Sol: 59.6 (#11)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| DeepSWE | — | 68.8% |
| FrontierCode | — | 49.3% |
| LMArena WebDev | — | 1692 |
| WeirdML | 57.4% | — |
| LMArena Coding | — | 1453 |
Agentic & Tool Use Not comparable
GPT-5.4 Pro: —, GPT-6 Sol: 33.5 (#49)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| GDP.pdf | — | 28% |
Reasoning GPT-5.4 Pro leads
GPT-5.4 Pro: 71.0 (#10), GPT-6 Sol: 49.3 (#34)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| NYT Connections (extended) | — | 90.1% |
| ARC-AGI-1 | 94.5% | — |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| EBR-Bench | — | 53.3% |
| LMArena Hard Prompts | — | 1420 |
| Epoch Capabilities Index | 159.12 | — |
Math GPT-5.4 Pro leads
GPT-5.4 Pro: 72.0 (#17), GPT-6 Sol: 35.8 (#135)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| LMArena Math | — | 1404 |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |
Knowledge GPT-5.4 Pro leads
GPT-5.4 Pro: 68.3 (#6), GPT-6 Sol: 43.0 (#87)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| Vectara Hallucination Rate | 8.3% | 6.5% |
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| LMArena Expert | — | 1449 |
Multimodal Not comparable
GPT-5.4 Pro: —, GPT-6 Sol: 47.6 (#9)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| Furniture Assembly | — | 58.3% |
Multilingual Not comparable
GPT-5.4 Pro: —, GPT-6 Sol: 51.0 (#113)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| LMArena Non-English | — | 1389 |
| LMArena Chinese | — | 1416 |
| LMArena Russian | — | 1407 |
| LMArena Spanish | — | 1377 |
Instruction Following Not comparable
GPT-5.4 Pro: —, GPT-6 Sol: 74.4 (#97)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| LMArena Instruction Following | — | 1406 |
Long Context Not comparable
GPT-5.4 Pro: —, GPT-6 Sol: 43.2 (#100)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| LMArena Longer Query | — | 1415 |
Writing & Preference Not comparable
GPT-5.4 Pro: —, GPT-6 Sol: 72.3 (#15)
| Benchmark | GPT-5.4 Pro | GPT-6 Sol |
|---|---|---|
| LMArena Text | — | 1396 |
| LMArena Creative Writing | — | 1392 |
| EQ-Bench Creative Writing | — | 2125 |
| LMArena Multi-Turn | — | 1405 |
Frequently asked questions
Is GPT-5.4 Pro better than GPT-6 Sol?
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 49.2 on the Noometry Index. GPT-6 Sol costs 17× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Which is cheaper, GPT-5.4 Pro or GPT-6 Sol?
GPT-6 Sol is cheaper. It lists at $2 per million input tokens and $10 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is GPT-5.4 Pro or GPT-6 Sol better for coding?
GPT-6 Sol scores higher on coding benchmarks: 59.6 versus 42.6 in the Noometry coding category.
Which has the bigger context window?
Both accept 1.05M tokens.
How many benchmarks do GPT-5.4 Pro and GPT-6 Sol share?
1 benchmark has published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and GPT-6 Sol has 22.