Model comparison
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Available modelsSelected 2 / 5
Differences vs. GPT-5.6 Luna · max
Score, cost & time differences
Current baseline · GPT-5.6 Luna · max
51.45Overall
Compared with GPT-5.6 Luna · max
- GLM-5.3-Flash · max
Overall: +3 ptsComparable cost unavailableEvaluation time 102m 55s (16m 40s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | GPT-5.6 Luna · max | GLM-5.3-Flash · max |
|---|---|---|
| Overall | GPT-5.6 Lunamax 51.45 | GLM-5.3-Flashmax 54.45+3 pts |
| Backend engineering | GPT-5.6 Lunamax 61 | GLM-5.3-Flashmax 52−9 pts |
| Frontend interaction | GPT-5.6 Lunamax 74 | GLM-5.3-Flashmax 71−3 pts |
| Knowledge & reasoning | GPT-5.6 Lunamax 25 | GLM-5.3-Flashmax 40+15 pts |
| Visual aesthetics | GPT-5.6 Lunamax 59 | GLM-5.3-Flashmax 70+11 pts |
| Maintainability | GPT-5.6 Lunamax 61 | GLM-5.3-Flashmax 53−8 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | GPT-5.6 Luna · max | GLM-5.3-Flash · max |
|---|---|---|
| Cost | GPT-5.6 Lunamax $0.35 | GLM-5.3-Flashmax $0.081 |
| Evaluation time | GPT-5.6 Lunamax 86m 14s | GLM-5.3-Flashmax 102m 55s+19.3% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | GPT-5.6 Lunamax | GLM-5.3-Flashmax |
|---|---|---|
| Contracts and boundaries | 7 / 20 | 7 / 20 |
| Retries and failures | 15 / 20 | 11 / 20 |
| CI and adversarial review | 13 / 20 | 9 / 20 |
| Transactions and consistency | 16 / 20 | 11 / 20 |
| Caching and regression | 10 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | GPT-5.6 Lunamax | GLM-5.3-Flashmax |
|---|---|---|
| Layout and adaptation | 17 / 20 | 16 / 20 |
| Interaction behavior | 17 / 20 | 15 / 20 |
| State continuity | 12 / 20 | 13 / 20 |
| Accessibility and feedback | 13 / 15 | 8 / 15 |
| State validation and regression | 15 / 25 | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | GPT-5.6 Lunamax | GLM-5.3-Flashmax |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 5 / 15 |
| Science and engineering | 0 / 10 | 5 / 10 |
| Life sciences and medicine | 0 / 20 | 10 / 20 |
| Humanities and general knowledge | 15 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | GPT-5.6 Lunamax | GLM-5.3-Flashmax |
|---|---|---|
| Composition | 17 / 20 | 18 / 20 |
| Spacing and alignment | 17 / 20 | 17 / 20 |
| Typography and expression | 15 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 18 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | GPT-5.6 Lunamax | GLM-5.3-Flashmax |
|---|---|---|
| Semantic clarity | 16 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 18 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 16 / 20 |
| Implementation economy | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.