Compare · pick a model
Compare the models people actually argue about.
Use shared tests, visible gaps, and close-call warnings before turning a benchmark lead into a public claim.
Compare controls
Keep the claim honest.
Use case and source filter stay visible up top. Edits, saves, follows, and links stay available without running the page.
Current frameBest for this use caseEveryday chatbot · All public sources
What should win?
Preset
Keep the same models, change the use case, and recompute the recommendation without resetting the page.
Sources
Models to compare
Keep the compare set tight. Add one model at a time, then prune aggressively.
Workspace utilities
Save, follow, or copy this exact setup only after the comparison looks right.
GPT-5.5 leads this compare set for everyday chatbot.
Read this page as a workspace for choosing between top models, not as a universal crown. The current frame is Everyday chatbot under best for this use case.
Visible tradeoffsThe current evidence supports a shortlist, not a single winner.
Leader for this use caseGPT-5.5
Closest objectionClaude Opus 4.7
Shared tests2 shared benchmarks · 0 close calls
SourcesAll public sources
- Why the leader is ahead
- Coding
- Where the evidence is thin
- 0 close-call benchmarks and 25 missing missing leader rows keep this from reading as settled.
- What to do next
- Inspect decisive benchmarks first, then open the disagreement page or head-to-head pages if the top line still feels too narrow.
2 of 40 benchmarks
| HiL-Bench SL · % Code · Coding | 29.1%n/a | 27.7%80% | 20.3%40% | 40% spread |
| Search Arena AR · rating Search · Search / tool use | 1,239n/a | 1,237n/a | 1,216n/a | n/a |
What is doing the visible work
- HiL-Bench
- SL · spread 40.0 · %
What changes the winner
- GPT-5.5
- 25 visible benchmark gaps still leave room for the result to move.
- Claude Opus 4.7
- 22 visible benchmark gaps still leave room for the result to move.
- Gemini 3.1 Pro
- 33 visible benchmark gaps still leave room for the result to move.
Where evidence is missing
GPT-5.5
Missing visible evidence on this compare surface
25
Claude Opus 4.7
Missing visible evidence on this compare surface
22
Gemini 3.1 Pro
Missing visible evidence on this compare surface
33
How this weighting reads the field
The current decision mode is grounded in the Everyday chatbot preset. This keeps the compare page connected to a visible use case instead of an unspoken “overall winner” claim.
score = 1.35 × chat text + 1.00 × reasoning math science + 0.85 × long contextcoverage floor = 60% · recency window = 120 days
Gemini 3.1 Pro
Google
82%
Go deeper
Open the disagreement page that answers your next question
Reading guide
How to read this workspace
Who wins most oftenBenchmarks with one clear percentile leader.Missing evidenceBenchmarks where a top model has no visible score.Decision readA public claim tied to an explicit use case and source filter.