Model comparison
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Differences vs. deepseek-v4.1-flash-1017 · max
Score, cost & time differences
Current baseline · deepseek-v4.1-flash-1017 · max
74.30Overall
Compared with deepseek-v4.1-flash-1017 · max
- gpt-5.6-sol · max
Overall: −0.15 ptsReference cost $3.25 ($2.80 more)Evaluation time 87m 21s (22m 31s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | deepseek-v4.1-flash-1017 · max | gpt-5.6-sol · max |
|---|---|---|
| Overall | deepseek-v4.1-flash-1017max 74.30 | gpt-5.6-solmax 74.15−0.15 pts |
| Backend engineering | deepseek-v4.1-flash-1017max 72 | gpt-5.6-solmax 85+13 pts |
| Frontend interaction | deepseek-v4.1-flash-1017max 96 | gpt-5.6-solmax 73−23 pts |
| Knowledge & Reasoning | deepseek-v4.1-flash-1017max 75 | gpt-5.6-solmax 75Tied |
| Visual aesthetics | deepseek-v4.1-flash-1017max 61 | gpt-5.6-solmax 66+5 pts |
| Maintainability | deepseek-v4.1-flash-1017max 53 | gpt-5.6-solmax 64+11 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | deepseek-v4.1-flash-1017 · max | gpt-5.6-sol · max |
|---|---|---|
| Reference cost | deepseek-v4.1-flash-1017max $0.45 | gpt-5.6-solmax $3.25+$2.80 |
| Evaluation time | deepseek-v4.1-flash-1017max 64m 50s | gpt-5.6-solmax 87m 21s+34.7% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-5.6-solmax |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 17 / 20 |
| Retries and failures | 15 / 20 | 18 / 20 |
| CI and adversarial review | 11 / 20 | 13 / 20 |
| Transactions and consistency | 14 / 20 | 18 / 20 |
| Caching and regression | 15 / 20 | 19 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-5.6-solmax |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 10 / 20 |
| Accessibility and feedback | 11 / 15 | 10 / 15 |
| State validation and regression | 25 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-5.6-solmax |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 10 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 10 / 20 |
| Humanities and general knowledge | 25 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-5.6-solmax |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 15 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-5.6-solmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 14 / 20 | 17 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.