Grok 4.1 Fast has the cleanest edge here.
Model vs model
Grok 4.1 Fast vs amazon-nova-experimental-chat-10-09
A debate-ready pair page: current winner, counter-case, decisive benchmarks, and the caveat that should travel with the claim.
Grok 4.1 Fast leads this compare set for everyday chatbot.
Thin verified coverage0 shared benchmarks are still tie-heavy, so the win stays conditional. This compare uses the combined public record, with hybrid receipts labeled separately.
Left caseGrok 4.1 Fast wins 1 visible benchmarks · Chat / text · Vision understanding
Right caseamazon-nova-experimental-chat-10-09 wins 0 visible benchmarks · Chat / text
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.
Grok 4.1 Fast case
- Chat / text
- Vision understanding
amazon-nova-experimental-chat-10-09 case
- Chat / text
What changes the outcome
- Grok 4.1 Fast: 33 visible benchmark gaps still leave room for the result to move.
- amazon-nova-experimental-chat-10-09: 39 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.
- Very few shared benchmarks are decisively separating these models.
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.
- amazon-nova-experimental-chat-10-09 remains the nearest counter-case once you change preset, mode, or missing-coverage assumptions.
Decisive benchmarks
bench
Text Arena
1 of 40 benchmarks
| Text Arena AR · rating Text · Chat / text | 1,40976.9% | 1,36464.6% | 12.3% spread |