Model comparison
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Differences vs. Qwen3.8-27B · default
Score, cost & time differences
Current baseline · Qwen3.8-27B · default
85Frontend interaction
Compared with Qwen3.8-27B · default
- Gemini 4 Hydrogen · xhigh
Frontend interaction: tiedCost $0.64 ($0.39 more)Evaluation time 6m 4s (20m 26s 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 4 Hydrogen · xhigh |
|---|---|---|
| Frontend interaction | Qwen3.8-27Bdefault 85 | Gemini 4 Hydrogenxhigh 85Tied |
| Overall | Qwen3.8-27Bdefault 52.55 | Gemini 4 Hydrogenxhigh 80.70+28.15 pts |
| Backend engineering | Qwen3.8-27Bdefault 59 | Gemini 4 Hydrogenxhigh 83+24 pts |
| Knowledge & reasoning | Qwen3.8-27Bdefault 20 | Gemini 4 Hydrogenxhigh 85+65 pts |
| Visual aesthetics | Qwen3.8-27Bdefault 66 | Gemini 4 Hydrogenxhigh 70+4 pts |
| Maintainability | Qwen3.8-27Bdefault 59 | Gemini 4 Hydrogenxhigh 61+2 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | Qwen3.8-27B · default | Gemini 4 Hydrogen · xhigh |
|---|---|---|
| Cost | Qwen3.8-27Bdefault $0.24 | Gemini 4 Hydrogenxhigh $0.64+$0.39 |
| Evaluation time | Qwen3.8-27Bdefault 26m 31s | Gemini 4 Hydrogenxhigh 6m 4s−77.1% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 4 Hydrogenxhigh |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 13 / 20 |
| Retries and failures | 18 / 20 | 17 / 20 |
| CI and adversarial review | 9 / 20 | 18 / 20 |
| Transactions and consistency | 13 / 20 | 18 / 20 |
| Caching and regression | 10 / 20 | 17 / 20 |
Frontend interactionSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 4 Hydrogenxhigh |
|---|---|---|
| Layout and adaptation | 20 / 20 | — |
| Interaction behavior | 20 / 20 | — |
| State continuity | 13 / 20 | — |
| Accessibility and feedback | 15 / 15 | — |
| State validation and regression | 17 / 25 | — |
Knowledge & reasoningSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 4 Hydrogenxhigh |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 15 / 15 |
| Computer science & AI | 5 / 15 | 10 / 15 |
| Science and engineering | 0 / 10 | 10 / 10 |
| Life sciences and medicine | 5 / 20 | 15 / 20 |
| Humanities and general knowledge | 5 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 4 Hydrogenxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 18 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Qwen3.8-27Bdefault | Gemini 4 Hydrogenxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.