Model comparison
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Differences vs. Gemini 3.7 Flash High · default
Score, cost & time differences
Current baseline · Gemini 3.7 Flash High · default
25Knowledge & Reasoning
Compared with Gemini 3.7 Flash High · default
- gpt-5.6-luna · xhigh
Knowledge & Reasoning: tiedReference cost $0.067 ($0.061 more)Evaluation time 39m 15s (25m 27s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Gemini 3.7 Flash High · default | gpt-5.6-luna · xhigh |
|---|---|---|
| Knowledge & Reasoning | Gemini 3.7 Flash Highdefault 25 | gpt-5.6-lunaxhigh 25Tied |
| Overall | Gemini 3.7 Flash Highdefault 51.95 | gpt-5.6-lunaxhigh 52.35+0.4 pts |
| Backend engineering | Gemini 3.7 Flash Highdefault 63 | gpt-5.6-lunaxhigh 56−7 pts |
| Frontend interaction | Gemini 3.7 Flash Highdefault 71 | gpt-5.6-lunaxhigh 83+12 pts |
| Visual aesthetics | Gemini 3.7 Flash Highdefault 70 | gpt-5.6-lunaxhigh 66−4 pts |
| Maintainability | Gemini 3.7 Flash Highdefault 59 | gpt-5.6-lunaxhigh 59Tied |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | Gemini 3.7 Flash High · default | gpt-5.6-luna · xhigh |
|---|---|---|
| Reference cost | Gemini 3.7 Flash Highdefault $0.007 | gpt-5.6-lunaxhigh $0.067+$0.061 |
| Evaluation time | Gemini 3.7 Flash Highdefault 13m 48s | gpt-5.6-lunaxhigh 39m 15s+184.4% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Contracts and boundaries | 12 / 20 | 8 / 20 |
| Retries and failures | 16 / 20 | 15 / 20 |
| CI and adversarial review | 9 / 20 | 13 / 20 |
| Transactions and consistency | 12 / 20 | 12 / 20 |
| Caching and regression | 14 / 20 | 8 / 20 |
Frontend interactionSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Layout and adaptation | 13 / 20 | 18 / 20 |
| Interaction behavior | 18 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 15 / 20 |
| Accessibility and feedback | 10 / 15 | 13 / 15 |
| State validation and regression | 15 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 10 / 10 | 0 / 10 |
| Life sciences and medicine | 0 / 20 | 5 / 20 |
| Humanities and general knowledge | 10 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 20 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Semantic clarity | 17 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.