Model comparison
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Differences vs. Kimi K3.1 Pro · max
Score, cost & time differences
Current baseline · Kimi K3.1 Pro · max
80.15Overall
Compared with Kimi K3.1 Pro · max
- Qwen4-Max-Preview · default
Overall: −1.35 ptsComparable cost unavailableEvaluation time 45m 38s (63m 55s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Kimi K3.1 Pro · max | Qwen4-Max-Preview · default |
|---|---|---|
| Overall | Kimi K3.1 Promax 80.15 | Qwen4-Max-Previewdefault 78.80−1.35 pts |
| Backend engineering | Kimi K3.1 Promax 81 | Qwen4-Max-Previewdefault 80−1 pts |
| Frontend interaction | Kimi K3.1 Promax 91 | Qwen4-Max-Previewdefault 78−13 pts |
| Knowledge & reasoning | Kimi K3.1 Promax 80 | Qwen4-Max-Previewdefault 90+10 pts |
| Visual aesthetics | Kimi K3.1 Promax 68 | Qwen4-Max-Previewdefault 59−9 pts |
| Maintainability | Kimi K3.1 Promax 64 | Qwen4-Max-Previewdefault 59−5 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | Kimi K3.1 Pro · max | Qwen4-Max-Preview · default |
|---|---|---|
| Cost | Kimi K3.1 Promax $5.00 | Qwen4-Max-Previewdefault N/A |
| Evaluation time | Kimi K3.1 Promax 109m 33s | Qwen4-Max-Previewdefault 45m 38s−58.3% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Kimi K3.1 Promax | Qwen4-Max-Previewdefault |
|---|---|---|
| Contracts and boundaries | 16 / 20 | 12 / 20 |
| Retries and failures | 18 / 20 | 19 / 20 |
| CI and adversarial review | 13 / 20 | 14 / 20 |
| Transactions and consistency | 19 / 20 | 18 / 20 |
| Caching and regression | 15 / 20 | 17 / 20 |
Frontend interactionSubscores
| Scoring dimension | Kimi K3.1 Promax | Qwen4-Max-Previewdefault |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 17 / 20 |
| State continuity | 15 / 20 | 18 / 20 |
| Accessibility and feedback | 15 / 15 | 10 / 15 |
| State validation and regression | 21 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Kimi K3.1 Promax | Qwen4-Max-Previewdefault |
|---|---|---|
| Mathematical reasoning | 15 / 15 | — |
| Computer science & AI | 5 / 15 | — |
| Science and engineering | 10 / 10 | — |
| Life sciences and medicine | 15 / 20 | — |
| Humanities and general knowledge | 35 / 40 | — |
Visual aestheticsSubscores
| Scoring dimension | Kimi K3.1 Promax | Qwen4-Max-Previewdefault |
|---|---|---|
| Composition | 20 / 20 | 18 / 20 |
| Spacing and alignment | 15 / 20 | 15 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 20 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Kimi K3.1 Promax | Qwen4-Max-Previewdefault |
|---|---|---|
| Semantic clarity | 16 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.