Model comparison
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Differences vs. DeepSeek V4.1 Flash (1017) · max
Score, cost & time differences
Current baseline · DeepSeek V4.1 Flash (1017) · max
74.20Overall
Compared with DeepSeek V4.1 Flash (1017) · max
- QoDuck · xhigh
Overall: +1.45 ptsComparable cost unavailableEvaluation time 44m 58s (19m 52s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | DeepSeek V4.1 Flash (1017) · max | QoDuck · xhigh |
|---|---|---|
| Overall | DeepSeek V4.1 Flash (1017)max 74.20 | QoDuckxhigh 75.65+1.45 pts |
| Backend engineering | DeepSeek V4.1 Flash (1017)max 69 | QoDuckxhigh 70+1 pts |
| Frontend interaction | DeepSeek V4.1 Flash (1017)max 91 | QoDuckxhigh 80−11 pts |
| Knowledge & reasoning | DeepSeek V4.1 Flash (1017)max 75 | QoDuckxhigh 85+10 pts |
| Visual aesthetics | DeepSeek V4.1 Flash (1017)max 61 | QoDuckxhigh 64+3 pts |
| Maintainability | DeepSeek V4.1 Flash (1017)max 53 | QoDuckxhigh 55+2 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | DeepSeek V4.1 Flash (1017) · max | QoDuck · xhigh |
|---|---|---|
| Cost | DeepSeek V4.1 Flash (1017)max $0.45 | QoDuckxhigh N/A |
| Evaluation time | DeepSeek V4.1 Flash (1017)max 64m 50s | QoDuckxhigh 44m 58s−30.6% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | DeepSeek V4.1 Flash (1017)max | QoDuckxhigh |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 13 / 20 |
| Retries and failures | 15 / 20 | 17 / 20 |
| CI and adversarial review | 11 / 20 | 14 / 20 |
| Transactions and consistency | 14 / 20 | 17 / 20 |
| Caching and regression | 12 / 20 | 9 / 20 |
Frontend interactionSubscores
| Scoring dimension | DeepSeek V4.1 Flash (1017)max | QoDuckxhigh |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 18 / 20 | 20 / 20 |
| State continuity | 17 / 20 | 8 / 20 |
| Accessibility and feedback | 11 / 15 | 13 / 15 |
| State validation and regression | 25 / 25 | 21 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | DeepSeek V4.1 Flash (1017)max | QoDuckxhigh |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 10 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 25 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | DeepSeek V4.1 Flash (1017)max | QoDuckxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 15 / 20 | 18 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 16 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | DeepSeek V4.1 Flash (1017)max | QoDuckxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 17 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.