Model comparison
GPT-5.4 Pro vs Solar Pro4
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 42.1 on the Noometry Index. Solar Pro4 costs 129× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 0 shared benchmarks.
UpstageSummary
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 28.5.
- Solar Pro4 is cheaper at $0.30 / $1.20 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 524K.
Side by side
| GPT-5.4 Pro | Solar Pro4 | |
|---|---|---|
| Provider | OpenAI | Upstage |
| Noometry Index | 58.9 | 42.1 |
| Released | 2026-03-05 | 2026-08-06 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 524K |
| Max output | 128K | 131K |
| Input $ / M tokens | $30 | $0.30 |
| Output $ / M tokens | $180 | $1.20 |
| Results tracked | 16 | 18 |
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Category by category
Coding GPT-5.4 Pro leads
GPT-5.4 Pro: 43.2 (#90), Solar Pro4: 40.1 (#149)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| LMArena WebDev | — | 1371 |
| WeirdML | 57.4% | — |
| LMArena Coding | — | 1437 |
Reasoning GPT-5.4 Pro leads
GPT-5.4 Pro: 70.7 (#13), Solar Pro4: 28.5 (#104)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| ARC-AGI-1 | 94.5% | — |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| LMArena Hard Prompts | — | 1399 |
| Epoch Capabilities Index | 158.93 | — |
Math GPT-5.4 Pro leads
GPT-5.4 Pro: 72.4 (#22), Solar Pro4: 38.8 (#128)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| LMArena Math | — | 1416 |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |
Knowledge GPT-5.4 Pro leads
GPT-5.4 Pro: 68.3 (#7), Solar Pro4: 39.8 (#129)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| Vectara Hallucination Rate | 8.3% | — |
| LMArena Expert | — | 1427 |
Multilingual Not comparable
GPT-5.4 Pro: —, Solar Pro4: 48.7 (#139)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| LMArena Non-English | — | 1361 |
| LMArena Chinese | — | 1415 |
| LMArena French | — | 1397 |
| LMArena German | — | 1364 |
| LMArena Japanese | — | 1309 |
| LMArena Korean | — | 1382 |
| LMArena Russian | — | 1360 |
| LMArena Spanish | — | 1401 |
Instruction Following Not comparable
GPT-5.4 Pro: —, Solar Pro4: 72.7 (#132)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| LMArena Instruction Following | — | 1377 |
Long Context Not comparable
GPT-5.4 Pro: —, Solar Pro4: 42.1 (#130)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| LMArena Longer Query | — | 1381 |
Writing & Preference Not comparable
GPT-5.4 Pro: —, Solar Pro4: 56.5 (#138)
| Benchmark | GPT-5.4 Pro | Solar Pro4 |
|---|---|---|
| LMArena Text | — | 1386 |
| LMArena Creative Writing | — | 1316 |
| LMArena Multi-Turn | — | 1385 |
Frequently asked questions
Is GPT-5.4 Pro better than Solar Pro4?
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 42.1 on the Noometry Index. Solar Pro4 costs 129× 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 Solar Pro4?
Solar Pro4 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is GPT-5.4 Pro or Solar Pro4 better for coding?
GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 40.1 in the Noometry coding category.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 524K.
How many benchmarks do GPT-5.4 Pro and Solar Pro4 share?
0 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Solar Pro4 has 18.