GPT-5.5 has the cleanest edge here.
Model vs model
Gemini 3.1 Pro vs GPT-5.5
A debate-ready pair page: current winner, counter-case, decisive benchmarks, and the caveat that should travel with the claim.
Gemini 3.1 Pro leads this compare set for everyday chatbot.
Visible tradeoffs0 shared benchmarks are still tie-heavy, so the win stays conditional. This compare uses the combined public record, with hybrid receipts labeled separately.
Left caseGemini 3.1 Pro wins 0 visible benchmarks · Reasoning / math / science · Long context
Right caseGPT-5.5 wins 2 visible benchmarks · Coding
Traveling caveat0 shared benchmarks are still tie-heavy, so the win stays conditional. This compare uses the combined public record, with hybrid receipts labeled separately.
Debate surface0 shared benchmarks still read as tie-heavy.
Gemini 3.1 Pro case
- Reasoning / math / science
- Long context
GPT-5.5 case
- Coding
What changes the outcome
- Gemini 3.1 Pro: 33 visible benchmark gaps still leave room for the result to move.
- GPT-5.5: 25 visible benchmark gaps still leave room for the result to move.
Why this result is surprising
- The visible shared surface is more decisive than usual for this compare set.
- HiL-Bench is doing a lot of the visible work in the public narrative.
Why this is not a clean win
- 0 shared benchmarks are still tie-heavy, so the win stays conditional. This compare uses the combined public record, with hybrid receipts labeled separately.
- GPT-5.5 remains the nearest counter-case once you change preset, mode, or missing-coverage assumptions.
Decisive benchmarks
bench
HiL-Bench
bench
Search Arena
GPT-5.5 has the cleanest edge here.
2 of 40 benchmarks
| HiL-Bench SL · % Code · Coding | 20.3%40% | 29.1%100% | 60% spread |
| Search Arena AR · rating Search · Search / tool use | 1,21885.2% | 1,23596.3% | 11.1% spread |