Model comparison
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Differences vs. gpt-6-astra · xhigh
Score, cost & time differences
Current baseline · gpt-6-astra · xhigh
96Frontend interaction
Compared with gpt-6-astra · xhigh
- deepseek-v4.1-flash-1017 · max
Frontend interaction: tiedReference cost $0.062 ($1.45 less)Evaluation time 21m 0s (4m 39s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6-astra · xhigh | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Frontend interaction | gpt-6-astraxhigh 96 | deepseek-v4.1-flash-1017max 96Tied |
| Overall | gpt-6-astraxhigh 88.80 | deepseek-v4.1-flash-1017max 74.30−14.5 pts |
| Backend engineering | gpt-6-astraxhigh 95 | deepseek-v4.1-flash-1017max 72−23 pts |
| Knowledge & Reasoning | gpt-6-astraxhigh 95 | deepseek-v4.1-flash-1017max 75−20 pts |
| Visual aesthetics | gpt-6-astraxhigh 75 | deepseek-v4.1-flash-1017max 61−14 pts |
| Maintainability | gpt-6-astraxhigh 61 | deepseek-v4.1-flash-1017max 53−8 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | gpt-6-astra · xhigh | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Reference cost | gpt-6-astraxhigh $1.51 | deepseek-v4.1-flash-1017max $0.062−$1.45 |
| Evaluation time | gpt-6-astraxhigh 16m 21s | deepseek-v4.1-flash-1017max 21m 0s+28.4% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | gpt-6-astraxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Contracts and boundaries | 19 / 20 | 17 / 20 |
| Retries and failures | 19 / 20 | 15 / 20 |
| CI and adversarial review | 19 / 20 | 11 / 20 |
| Transactions and consistency | 18 / 20 | 14 / 20 |
| Caching and regression | 20 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-astraxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Layout and adaptation | 20 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 20 / 20 |
| Accessibility and feedback | 13 / 15 | 11 / 15 |
| State validation and regression | 23 / 25 | 25 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6-astraxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 20 / 20 | 15 / 20 |
| Humanities and general knowledge | 35 / 40 | 25 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-astraxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 15 / 20 |
| Typography and expression | 19 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 18 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-6-astraxhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 16 / 20 | 14 / 20 |
| State and lifecycle | 18 / 20 | 17 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.