Model comparison
Selected 2 / 5See the differences. Choose what matters to you.
Differences vs. deepseek-v4.1-flash-1017 · max
Score, cost & time differences
Current baseline · deepseek-v4.1-flash-1017 · max
96Frontend interaction
Compared with deepseek-v4.1-flash-1017 · max
- gpt-6-astra · xhigh
Frontend interaction: tiedReference cost $1.51 ($1.45 more)Evaluation time 16m 21s (4m 39s less)
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-6-astra · xhigh |
|---|---|---|
| Frontend interaction | deepseek-v4.1-flash-1017max 96 | gpt-6-astraxhigh 96Tied |
| Overall | deepseek-v4.1-flash-1017max 74.30 | gpt-6-astraxhigh 88.80+14.5 pts |
| Backend engineering | deepseek-v4.1-flash-1017max 72 | gpt-6-astraxhigh 95+23 pts |
| Knowledge & Reasoning | deepseek-v4.1-flash-1017max 75 | gpt-6-astraxhigh 95+20 pts |
| Visual aesthetics | deepseek-v4.1-flash-1017max 61 | gpt-6-astraxhigh 75+14 pts |
| Maintainability | deepseek-v4.1-flash-1017max 53 | gpt-6-astraxhigh 61+8 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | deepseek-v4.1-flash-1017 · max | gpt-6-astra · xhigh |
|---|---|---|
| Reference cost | deepseek-v4.1-flash-1017max $0.062 | gpt-6-astraxhigh $1.51+$1.45 |
| Evaluation time | deepseek-v4.1-flash-1017max 21m 0s | gpt-6-astraxhigh 16m 21s−22.1% |
Capability profiles
Show up to five models. Select names to focus the chart.
Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-6-astraxhigh |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 19 / 20 |
| Retries and failures | 15 / 20 | 19 / 20 |
| CI and adversarial review | 11 / 20 | 19 / 20 |
| Transactions and consistency | 14 / 20 | 18 / 20 |
| Caching and regression | 15 / 20 | 20 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-6-astraxhigh |
|---|---|---|
| Layout and adaptation | 20 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 20 / 20 |
| Accessibility and feedback | 11 / 15 | 13 / 15 |
| State validation and regression | 25 / 25 | 23 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-6-astraxhigh |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 5 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 25 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-6-astraxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 15 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 19 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 18 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | gpt-6-astraxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 14 / 20 | 16 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.