Model comparison
Compare models or reasoning efforts by score, evaluation time and estimated cost.
Available modelsSelected 2 / 3
Measured results
Differences are relative to the first column
claude-opus-4-8Frontend +17 pts · Reasoning −5 pts
| Metric | grok-bot · Undisclosed | claude-opus-4-8 · xhigh |
|---|---|---|
| Overall | 76.35 | 76.80+0.45 pts |
| Backend engineering | 65 | 61−4 pts |
| Frontend interaction | 70 | 87+17 pts |
| Knowledge & reasoning | 95 | 90−5 pts |
| Visual aesthetics | 68 | 68Tied |
| Maintainability | 59 | 55−4 pts |
Cost & time
Complete evaluation| Metric | grok-bot · Undisclosed | claude-opus-4-8 · xhigh |
|---|---|---|
| Reference cost | N/A | $9.18 |
| Evaluation time | 39m 33s | 102m 10s+158.3% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | grok-botUndisclosed | claude-opus-4-8xhigh |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 7 / 20 |
| Retries and failures | 15 / 20 | 16 / 20 |
| CI and adversarial review | 11 / 20 | 11 / 20 |
| Transactions and consistency | 14 / 20 | 15 / 20 |
| Caching and regression | 16 / 20 | 12 / 20 |
Frontend interactionSubscores
| Scoring dimension | grok-botUndisclosed | claude-opus-4-8xhigh |
|---|---|---|
| Layout and adaptation | 16 / 20 | 20 / 20 |
| Interaction behavior | 19 / 20 | 20 / 20 |
| State continuity | 10 / 20 | 20 / 20 |
| Accessibility and feedback | 10 / 15 | 12 / 15 |
| State validation and regression | 15 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | grok-botUndisclosed | claude-opus-4-8xhigh |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 10 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 20 / 20 | 20 / 20 |
| Humanities and general knowledge | 35 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | grok-botUndisclosed | claude-opus-4-8xhigh |
|---|---|---|
| Composition | 19 / 20 | 20 / 20 |
| Spacing and alignment | 18 / 20 | 16 / 20 |
| Typography and expression | 17 / 20 | 17 / 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 | grok-botUndisclosed | claude-opus-4-8xhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 16 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.