Model comparison
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Differences vs. gpt-5.6-terra · max
Score, cost & time differences
Current baseline · gpt-5.6-terra · max
55Knowledge & Reasoning
Compared with gpt-5.6-terra · max
- deepseek-v4-flash · high
Knowledge & Reasoning: tiedReference cost $0.26 ($0.59 less)Evaluation time 70m 1s (36m 9s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-5.6-terra · max | deepseek-v4-flash · high |
|---|---|---|
| Knowledge & Reasoning | gpt-5.6-terramax 55 | deepseek-v4-flashhigh 55Tied |
| Overall | gpt-5.6-terramax 65.90 | deepseek-v4-flashhigh 60.50−5.4 pts |
| Backend engineering | gpt-5.6-terramax 81 | deepseek-v4-flashhigh 58−23 pts |
| Frontend interaction | gpt-5.6-terramax 76 | deepseek-v4-flashhigh 76Tied |
| Visual aesthetics | gpt-5.6-terramax 61 | deepseek-v4-flashhigh 61Tied |
| Maintainability | gpt-5.6-terramax 61 | deepseek-v4-flashhigh 53−8 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | gpt-5.6-terra · max | deepseek-v4-flash · high |
|---|---|---|
| Reference cost | gpt-5.6-terramax $0.85 | deepseek-v4-flashhigh $0.26−$0.59 |
| Evaluation time | gpt-5.6-terramax 33m 52s | deepseek-v4-flashhigh 70m 1s+106.7% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | gpt-5.6-terramax | deepseek-v4-flashhigh |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 8 / 20 |
| Retries and failures | 17 / 20 | 16 / 20 |
| CI and adversarial review | 12 / 20 | 11 / 20 |
| Transactions and consistency | 17 / 20 | 10 / 20 |
| Caching and regression | 18 / 20 | 13 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-5.6-terramax | deepseek-v4-flashhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 16 / 20 |
| Interaction behavior | 17 / 20 | 20 / 20 |
| State continuity | 10 / 20 | 15 / 20 |
| Accessibility and feedback | 12 / 15 | 10 / 15 |
| State validation and regression | 19 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-5.6-terramax | deepseek-v4-flashhigh |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 10 / 15 |
| Computer science & AI | 10 / 15 | 10 / 15 |
| Science and engineering | 0 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 20 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-5.6-terramax | deepseek-v4-flashhigh |
|---|---|---|
| Composition | 18 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 15 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-5.6-terramax | deepseek-v4-flashhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 16 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 16 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.