Model comparison
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Differences vs. Gemini 3.8 Flash High · default
Score, cost & time differences
Current baseline · Gemini 3.8 Flash High · default
86Frontend interaction
Compared with Gemini 3.8 Flash High · default
- claude-opus-5 · max
Frontend interaction: +1 ptsReference cost $3.20 ($3.14 more)Evaluation time 24m 45s (20m 52s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Gemini 3.8 Flash High · default | claude-opus-5 · max |
|---|---|---|
| Frontend interaction | Gemini 3.8 Flash Highdefault 86 | claude-opus-5max 87+1 pts |
| Overall | Gemini 3.8 Flash Highdefault 59.80 | claude-opus-5max 81.70+21.9 pts |
| Backend engineering | Gemini 3.8 Flash Highdefault 64 | claude-opus-5max 70+6 pts |
| Knowledge & Reasoning | Gemini 3.8 Flash Highdefault 40 | claude-opus-5max 95+55 pts |
| Visual aesthetics | Gemini 3.8 Flash Highdefault 66 | claude-opus-5max 73+7 pts |
| Maintainability | Gemini 3.8 Flash Highdefault 59 | claude-opus-5max 61+2 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | Gemini 3.8 Flash High · default | claude-opus-5 · max |
|---|---|---|
| Reference cost | Gemini 3.8 Flash Highdefault $0.062 | claude-opus-5max $3.20+$3.14 |
| Evaluation time | Gemini 3.8 Flash Highdefault 3m 52s | claude-opus-5max 24m 45s+539.1% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | claude-opus-5max |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 11 / 20 |
| Retries and failures | 14 / 20 | 15 / 20 |
| CI and adversarial review | 13 / 20 | 14 / 20 |
| Transactions and consistency | 14 / 20 | 15 / 20 |
| Caching and regression | 14 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | claude-opus-5max |
|---|---|---|
| Layout and adaptation | 20 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 20 / 20 |
| Accessibility and feedback | 11 / 15 | 12 / 15 |
| State validation and regression | 15 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | claude-opus-5max |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 15 / 15 |
| Computer science & AI | 10 / 15 | 10 / 15 |
| Science and engineering | 0 / 10 | 10 / 10 |
| Life sciences and medicine | 10 / 20 | 20 / 20 |
| Humanities and general knowledge | 15 / 40 | 40 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | claude-opus-5max |
|---|---|---|
| Composition | 19 / 20 | 18 / 20 |
| Spacing and alignment | 17 / 20 | 18 / 20 |
| Typography and expression | 16 / 20 | 18 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | claude-opus-5max |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 16 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.