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
40Knowledge & Reasoning
Compared with Gemini 3.8 Flash High · default
- glm-5.3-flash · max
Knowledge & Reasoning: tiedComparable cost unavailableEvaluation time 52m 31s (44m 37s 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 | glm-5.3-flash · max |
|---|---|---|
| Knowledge & Reasoning | Gemini 3.8 Flash Highdefault 40 | glm-5.3-flashmax 40Tied |
| Overall | Gemini 3.8 Flash Highdefault 59.80 | glm-5.3-flashmax 56.80−3 pts |
| Backend engineering | Gemini 3.8 Flash Highdefault 64 | glm-5.3-flashmax 54−10 pts |
| Frontend interaction | Gemini 3.8 Flash Highdefault 86 | glm-5.3-flashmax 75−11 pts |
| Visual aesthetics | Gemini 3.8 Flash Highdefault 66 | glm-5.3-flashmax 78+12 pts |
| Maintainability | Gemini 3.8 Flash Highdefault 59 | glm-5.3-flashmax 53−6 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | Gemini 3.8 Flash High · default | glm-5.3-flash · max |
|---|---|---|
| Reference cost | Gemini 3.8 Flash Highdefault N/A | glm-5.3-flashmax N/A |
| Evaluation time | Gemini 3.8 Flash Highdefault 7m 53s | glm-5.3-flashmax 52m 31s+565.8% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | glm-5.3-flashmax |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 7 / 20 |
| Retries and failures | 14 / 20 | 11 / 20 |
| CI and adversarial review | 13 / 20 | 9 / 20 |
| Transactions and consistency | 14 / 20 | 11 / 20 |
| Caching and regression | 14 / 20 | 16 / 20 |
Frontend interactionSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | glm-5.3-flashmax |
|---|---|---|
| Layout and adaptation | 20 / 20 | 16 / 20 |
| Interaction behavior | 20 / 20 | 17 / 20 |
| State continuity | 20 / 20 | 15 / 20 |
| Accessibility and feedback | 11 / 15 | 8 / 15 |
| State validation and regression | 15 / 25 | 19 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | glm-5.3-flashmax |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 5 / 15 |
| Computer science & AI | 10 / 15 | 5 / 15 |
| Science and engineering | 0 / 10 | 5 / 10 |
| Life sciences and medicine | 10 / 20 | 10 / 20 |
| Humanities and general knowledge | 15 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | glm-5.3-flashmax |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 18 / 20 |
| Color and surfaces | 19 / 20 | 20 / 20 |
| Control styling | 16 / 20 | 18 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Gemini 3.8 Flash Highdefault | glm-5.3-flashmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 18 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 16 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.