Model comparison
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Differences vs. gpt-6-astra · max
Score, cost & time differences
Current baseline · gpt-6-astra · max
97Backend engineering
Compared with gpt-6-astra · max
- gpt-6.1-sol · max
Backend engineering: −2 ptsReference cost $1.06 ($3.74 less)Evaluation time 32m 36s (13m 5s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6-astra · max | gpt-6.1-sol · max |
|---|---|---|
| Backend engineering | gpt-6-astramax 97 | gpt-6.1-solmax 95−2 pts |
| Overall | gpt-6-astramax 88.50 | gpt-6.1-solmax 86.60−1.9 pts |
| Frontend interaction | gpt-6-astramax 94 | gpt-6.1-solmax 96+2 pts |
| Knowledge & Reasoning | gpt-6-astramax 95 | gpt-6.1-solmax 90−5 pts |
| Visual aesthetics | gpt-6-astramax 73 | gpt-6.1-solmax 66−7 pts |
| Maintainability | gpt-6-astramax 61 | gpt-6.1-solmax 70+9 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | gpt-6-astra · max | gpt-6.1-sol · max |
|---|---|---|
| Reference cost | gpt-6-astramax $4.80 | gpt-6.1-solmax $1.06−$3.74 |
| Evaluation time | gpt-6-astramax 45m 41s | gpt-6.1-solmax 32m 36s−28.7% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | gpt-6-astramax | gpt-6.1-solmax |
|---|---|---|
| Contracts and boundaries | 19 / 20 | 19 / 20 |
| Retries and failures | 20 / 20 | 20 / 20 |
| CI and adversarial review | 19 / 20 | 17 / 20 |
| Transactions and consistency | 20 / 20 | 19 / 20 |
| Caching and regression | 19 / 20 | 20 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-astramax | gpt-6.1-solmax |
|---|---|---|
| Layout and adaptation | 20 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 20 / 20 |
| Accessibility and feedback | 15 / 15 | 13 / 15 |
| State validation and regression | 19 / 25 | 23 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6-astramax | gpt-6.1-solmax |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 20 / 20 | 15 / 20 |
| Humanities and general knowledge | 35 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-astramax | gpt-6.1-solmax |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 18 / 20 | 15 / 20 |
| Typography and expression | 17 / 20 | 18 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-6-astramax | gpt-6.1-solmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 18 / 20 |
| State and lifecycle | 18 / 20 | 20 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.