PRIM-004 · Geometric Primitives · difficulty 1/5
Square-base pyramid frustum
sha256:8b701e2ddc40cf12…
§1Prompt verbatim
Solid frustum with 50 × 50 mm square base and 20 × 20 mm square top, height 30 mm, all four side faces plane. Origin at base centre. Output watertight solid.
§2Ground-truth spec
bbox50.0 × 50.0 × 30.0 mm
shells1
V−E+F2
genus0
watertighttrue
manifoldtrue
acceptance ε±0.03 mm
§3Reference render
canonical reference · drag to orbit, scroll to zoom
Visualisation is rebuilt in-browser from the canonical parametric description. Scoring is performed against the held-out reference STEP file (sha-256 fingerprint above).
§4Per-agent renders
reference + 10 agent outputs · scored against the held-out STEP
vol IoU · BREP · manifold
canonical reference
REFERENCE
canonical · ground truth
1.000100✓
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.9416✓
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.8586✓
Human Baseline (Mech-E)
Human Baseline (Mech-E)
n=4 senior engineers
0.8136✓
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.80510✓
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.6778✓
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.67110✓
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.66511✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.6269✓
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.6230✗
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.61411✓
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.5900✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.58511✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.57411✗
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.56611✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.5319✗
Trellis 3D
Trellis 3D
Microsoft Research
0.5280✗
Claude Haiku 4.5 → CadQuery
Claude Haiku 4.5 → CadQuery
Anthropic + CadQuery 2.4
0.47814✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.41717✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.39914✗
no manifold solid produced
Spline AI
Spline AI
Spline.design
—2✗
Each tile is rebuilt from the canonical parametric description and degraded to match the agent's scored profile (tessellation, non-manifold face removal, dimension scale jitter, missing features). Image-only diffusion models render visually plausible meshes but score in the single digits on BREP fidelity — the geometry is not a manifold solid even when the render reads clean.
§5Per-agent metrics
ranked by Vol IoU · same data as the leaderboard, restricted to this task
| Agent | Vol IoU | Bidirectional Chamfer | Watert. | Manif. | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|
| Zoo Text-to-CAD | 0.941 | 0.081 | ✓ | 0.990 | 1.000 | — | 7.7s | $0.201 |
| DeepCAD | 0.858 | 0.095 | ✓ | 0.973 | 0.000 | — | 5.5s | $0.023 |
| Human Baseline (Mech-E) | 0.813 | 0.131 | ✓ | 0.975 | 0.000 | — | 661.3s | $6.926 |
| Adam (CADcrush) | 0.805 | 0.136 | ✓ | 0.969 | 0.000 | — | 9.6s | $0.285 |
| Qwen3 Coder → CadQuery | 0.677 | 0.141 | ✓ | 0.955 | 0.000 | — | 12.8s | $0.026 |
| CAD-Coder R1 | 0.671 | 0.108 | ✓ | 0.958 | 0.000 | — | 6.6s | $0.004 |
| Claude Opus 4.7 → CadQuery | 0.665 | 0.136 | ✓ | 0.948 | 0.000 | — | 42.9s | $0.392 |
| Gemini 2.5 Flash → CadQuery | 0.626 | 0.112 | ✓ | 0.953 | 0.000 | — | 12.7s | $0.018 |
| Gemini 2.5 Pro → OpenSCAD | 0.623 | 0.169 | ✓ | 0.939 | 0.000 | — | 29.5s | $0.091 |
| OpenAI o4 (reasoning) → CadQuery | 0.614 | 0.137 | ✓ | 0.950 | 0.000 | — | 108.7s | $0.958 |
| Claude Opus 4.7 → OpenSCAD | 0.590 | 0.142 | ✓ | 0.943 | 0.000 | — | 25.4s | $0.305 |
| Claude Sonnet 4.6 → CadQuery | 0.585 | 0.159 | ✓ | 0.939 | 0.000 | — | 14.5s | $0.062 |
| GPT-5 → CadQuery | 0.574 | 0.175 | ✓ | 0.938 | 0.000 | — | 34.1s | $0.172 |
| DeepSeek R1 (reasoning) → CadQuery | 0.566 | 0.153 | ✓ | 0.930 | 0.000 | — | 120.5s | $0.036 |
| GPT-5 Mini → OpenSCAD | 0.531 | 0.163 | ✓ | 0.934 | 0.000 | — | 15.6s | $0.009 |
| Trellis 3D | 0.528 | 0.188 | ✓ | 0.927 | 0.000 | — | 14.0s | $0.041 |
| Claude Haiku 4.5 → CadQuery | 0.478 | 0.164 | ✓ | 0.922 | 0.000 | — | 8.5s | $0.017 |
| Hunyuan3D-2 | 0.417 | 0.214 | × | 0.910 | 0.000 | — | 30.6s | $0.080 |
| Llama 3.3 70B → OpenSCAD | 0.399 | 0.210 | ✓ | 0.913 | 0.000 | — | 18.4s | $0.021 |
| Spline AI kernel error: BRepCheck_NotClosed | 0.000 | — | × | 0.000 | 0.000 | — | 5.8s | $0.038 |