Kimi K3.1 Pro is the stronger all-rounder.
Scores updated · 5 tests both models report · How we compare
Where each one wins
Tests won in each of the one area where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
Images and charts rests on a single test.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
The biggest differences
The tests each model wins by the widest margin, up to three each. Scores are out of 100.
Where Kimi K3.1 Pro pulls ahead
- Harder college exam questions with imagesMMMU-Pro+8.4points ahead
Where Inkling 2 Small pulls ahead
No clear win on a test scored out of 100.
Every test, side by side
All 5 tests both models report. The winning score is in its model's colour; marks a score checked independently.
Other results4 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- Terminal-Bench-Science 0.1Kimi K3.1 Pro by 32.45.738.1+32.4
- HLE-DiamondKimi K3.1 Pro by 10.728.739.4+10.7
- PostTrain Bench v1.2Kimi K3.1 Pro by 4.631.936.5+4.6
- DeepSWE 1.1Kimi K3.1 Pro by 3.472.175.5+3.4
Questions people ask
Which is better, Inkling 2 Small or Kimi K3.1 Pro?
Kimi K3.1 Pro wins the one area where both have results: images and charts. Inkling 2 Small wins none.
How do you compare the two?
We use the 5 benchmark tests both models have published scores on. The verdict counts the 1 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 4 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.