Model comparison
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Differences vs. gpt-6-astra · low
Score, cost & time differences
Current baseline · gpt-6-astra · low
90Backend engineering
Compared with gpt-6-astra · low
- gpt-6-astra · medium
Backend engineering: +1 ptsReference cost $1.50 ($0.027 less)Evaluation time 11m 51s (0m 43s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6-astra · low | gpt-6-astra · medium |
|---|---|---|
| Backend engineering | gpt-6-astralow 90 | gpt-6-astramedium 91+1 pts |
| Overall | gpt-6-astralow 85.25 | gpt-6-astramedium 84.00−1.25 pts |
| Frontend interaction | gpt-6-astralow 94 | gpt-6-astramedium 89−5 pts |
| Knowledge & Reasoning | gpt-6-astralow 85 | gpt-6-astramedium 85Tied |
| Visual aesthetics | gpt-6-astralow 78 | gpt-6-astramedium 75−3 pts |
| Maintainability | gpt-6-astralow 70 | gpt-6-astramedium 70Tied |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | gpt-6-astra · low | gpt-6-astra · medium |
|---|---|---|
| Reference cost | gpt-6-astralow $1.53 | gpt-6-astramedium $1.50−$0.027 |
| Evaluation time | gpt-6-astralow 12m 33s | gpt-6-astramedium 11m 51s−5.6% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-6-astralow | gpt-6-astramedium |
|---|---|---|
| Contracts and boundaries | 19 / 20 | 19 / 20 |
| Retries and failures | 19 / 20 | 20 / 20 |
| CI and adversarial review | 15 / 20 | 15 / 20 |
| Transactions and consistency | 18 / 20 | 17 / 20 |
| Caching and regression | 19 / 20 | 20 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-astralow | gpt-6-astramedium |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 15 / 20 |
| Accessibility and feedback | 15 / 15 | 13 / 15 |
| State validation and regression | 19 / 25 | 23 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6-astralow | gpt-6-astramedium |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 30 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-astralow | gpt-6-astramedium |
|---|---|---|
| Composition | 20 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 18 / 20 |
| Typography and expression | 19 / 20 | 18 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-6-astralow | gpt-6-astramedium |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 17 / 20 | 18 / 20 |
| State and lifecycle | 18 / 20 | 19 / 20 |
| Implementation economy | 19 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.