Model comparison
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Differences vs. gpt-6.1-sol · medium
Score, cost & time differences
Current baseline · gpt-6.1-sol · medium
83.85Overall
Compared with gpt-6.1-sol · medium
- claude-sonnet-5-5 · xhigh
Overall: −1.55 ptsReference cost $2.80 ($1.39 more)Evaluation time 48m 32s (19m 38s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6.1-sol · medium | claude-sonnet-5-5 · xhigh |
|---|---|---|
| Overall | gpt-6.1-solmedium 83.85 | claude-sonnet-5-5xhigh 82.30−1.55 pts |
| Backend engineering | gpt-6.1-solmedium 89 | claude-sonnet-5-5xhigh 86−3 pts |
| Frontend interaction | gpt-6.1-solmedium 83 | claude-sonnet-5-5xhigh 89+6 pts |
| Knowledge & Reasoning | gpt-6.1-solmedium 90 | claude-sonnet-5-5xhigh 85−5 pts |
| Visual aesthetics | gpt-6.1-solmedium 73 | claude-sonnet-5-5xhigh 73Tied |
| Maintainability | gpt-6.1-solmedium 70 | claude-sonnet-5-5xhigh 66−4 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | gpt-6.1-sol · medium | claude-sonnet-5-5 · xhigh |
|---|---|---|
| Reference cost | gpt-6.1-solmedium $1.41 | claude-sonnet-5-5xhigh $2.80+$1.39 |
| Evaluation time | gpt-6.1-solmedium 28m 54s | claude-sonnet-5-5xhigh 48m 32s+68% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-6.1-solmedium | claude-sonnet-5-5xhigh |
|---|---|---|
| Contracts and boundaries | 16 / 20 | 15 / 20 |
| Retries and failures | 18 / 20 | 18 / 20 |
| CI and adversarial review | 16 / 20 | 16 / 20 |
| Transactions and consistency | 19 / 20 | 18 / 20 |
| Caching and regression | 20 / 20 | 19 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6.1-solmedium | claude-sonnet-5-5xhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 17 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 20 / 20 |
| Accessibility and feedback | 13 / 15 | 15 / 15 |
| State validation and regression | 17 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6.1-solmedium | claude-sonnet-5-5xhigh |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 10 / 15 |
| Computer science & AI | 15 / 15 | 10 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 35 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6.1-solmedium | claude-sonnet-5-5xhigh |
|---|---|---|
| Composition | 19 / 20 | 20 / 20 |
| Spacing and alignment | 17 / 20 | 16 / 20 |
| Typography and expression | 18 / 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-6.1-solmedium | claude-sonnet-5-5xhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 18 / 20 | 16 / 20 |
| State and lifecycle | 19 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 19 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.