Model comparison
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Differences vs. deepseek-v4.1-flash-1017 · xhigh
Score, cost & time differences
Current baseline · deepseek-v4.1-flash-1017 · xhigh
83Frontend interaction
Compared with deepseek-v4.1-flash-1017 · xhigh
- gpt-5.6-luna · xhigh
Frontend interaction: tiedReference cost $0.025 ($0.031 less)Evaluation time 12m 59s (6m 27s 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 · xhigh | gpt-5.6-luna · xhigh |
|---|---|---|
| Frontend interaction | deepseek-v4.1-flash-1017xhigh 83 | gpt-5.6-lunaxhigh 83Tied |
| Overall | deepseek-v4.1-flash-1017xhigh 69.90 | gpt-5.6-lunaxhigh 52.35−17.55 pts |
| Backend engineering | deepseek-v4.1-flash-1017xhigh 64 | gpt-5.6-lunaxhigh 56−8 pts |
| Knowledge & Reasoning | deepseek-v4.1-flash-1017xhigh 75 | gpt-5.6-lunaxhigh 25−50 pts |
| Visual aesthetics | deepseek-v4.1-flash-1017xhigh 57 | gpt-5.6-lunaxhigh 66+9 pts |
| Maintainability | deepseek-v4.1-flash-1017xhigh 57 | gpt-5.6-lunaxhigh 59+2 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | deepseek-v4.1-flash-1017 · xhigh | gpt-5.6-luna · xhigh |
|---|---|---|
| Reference cost | deepseek-v4.1-flash-1017xhigh $0.056 | gpt-5.6-lunaxhigh $0.025−$0.031 |
| Evaluation time | deepseek-v4.1-flash-1017xhigh 6m 31s | gpt-5.6-lunaxhigh 12m 59s+99% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4.1-flash-1017xhigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Contracts and boundaries | 13 / 20 | 8 / 20 |
| Retries and failures | 15 / 20 | 15 / 20 |
| CI and adversarial review | 9 / 20 | 13 / 20 |
| Transactions and consistency | 14 / 20 | 12 / 20 |
| Caching and regression | 13 / 20 | 8 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4.1-flash-1017xhigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 13 / 20 | 15 / 20 |
| Accessibility and feedback | 13 / 15 | 13 / 15 |
| State validation and regression | 19 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4.1-flash-1017xhigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 5 / 15 |
| Computer science & AI | 15 / 15 | 0 / 15 |
| Science and engineering | 5 / 10 | 0 / 10 |
| Life sciences and medicine | 15 / 20 | 5 / 20 |
| Humanities and general knowledge | 25 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4.1-flash-1017xhigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 15 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4.1-flash-1017xhigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 18 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.