Model comparison
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Differences vs. Qwen3.8-27B · default
Score, cost & time differences
Current baseline · Qwen3.8-27B · default
20Knowledge & reasoning
Compared with Qwen3.8-27B · default
- Gemini 3.7 Flash · default
Knowledge & reasoning: +5 ptsCost $0.007 ($1.12 less)Evaluation time 13m 48s (41m 13s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Qwen3.8-27B · default | Gemini 3.7 Flash · default |
|---|---|---|
| Knowledge & reasoning | Qwen3.8-27Bdefault 20 | Gemini 3.7 Flashdefault 25+5 pts |
| Overall | Qwen3.8-27Bdefault 52.55 | Gemini 3.7 Flashdefault 50.20−2.35 pts |
| Backend engineering | Qwen3.8-27Bdefault 59 | Gemini 3.7 Flashdefault 59Tied |
| Frontend interaction | Qwen3.8-27Bdefault 85 | Gemini 3.7 Flashdefault 67−18 pts |
| Visual aesthetics | Qwen3.8-27Bdefault 66 | Gemini 3.7 Flashdefault 70+4 pts |
| Maintainability | Qwen3.8-27Bdefault 59 | Gemini 3.7 Flashdefault 59Tied |
Knowledge & reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & reasoning evaluation| Metric | Qwen3.8-27B · default | Gemini 3.7 Flash · default |
|---|---|---|
| Cost | Qwen3.8-27Bdefault $1.12 | Gemini 3.7 Flashdefault $0.007−$1.12 |
| Evaluation time | Qwen3.8-27Bdefault 55m 1s | Gemini 3.7 Flashdefault 13m 48s−74.9% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 3.7 Flashdefault |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 12 / 20 |
| Retries and failures | 18 / 20 | 16 / 20 |
| CI and adversarial review | 9 / 20 | 9 / 20 |
| Transactions and consistency | 13 / 20 | 12 / 20 |
| Caching and regression | 10 / 20 | 10 / 20 |
Frontend interactionSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 3.7 Flashdefault |
|---|---|---|
| Layout and adaptation | 20 / 20 | 13 / 20 |
| Interaction behavior | 20 / 20 | 16 / 20 |
| State continuity | 13 / 20 | 13 / 20 |
| Accessibility and feedback | 15 / 15 | 10 / 15 |
| State validation and regression | 17 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 3.7 Flashdefault |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 5 / 15 |
| Computer science & AI | 5 / 15 | 0 / 15 |
| Science and engineering | 0 / 10 | 10 / 10 |
| Life sciences and medicine | 5 / 20 | 0 / 20 |
| Humanities and general knowledge | 5 / 40 | 10 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 3.7 Flashdefault |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 20 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 3.7 Flashdefault |
|---|---|---|
| Semantic clarity | 15 / 20 | 17 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 18 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.