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AI model outputs across 11 structural design cases.

These results are not possible by prompting existing LLMs directly. Every output was generated through RapidCAD's engineering pipeline — which parses your FEA file, enforces structural constraints, validates against physics-based solvers, and iterates until the design meets your load requirements.

A-Frame

A-Frame – problem setup
A-Frame – Claude Opus
A-Frame – Claude Sonnet
A-Frame – Gemini Flash
A-Frame – Gemini Pro

Arch Bridge

Arch Bridge – problem setup
Arch Bridge – Claude Opus
Arch Bridge – Claude Sonnet
Arch Bridge – Gemini Flash
Arch Bridge – Gemini Pro

Bracket with Internal Hole

Bracket with Internal Hole – problem setup
Bracket with Internal Hole – Claude Opus
Bracket with Internal Hole – Claude Sonnet
Bracket with Internal Hole – Gemini Flash
Bracket with Internal Hole – Gemini Pro

Cylindrical Pressure Vessel

Cylindrical Pressure Vessel – problem setup
Cylindrical Pressure Vessel – Claude Opus
Cylindrical Pressure Vessel – Claude Sonnet
Cylindrical Pressure Vessel – Gemini Flash
Cylindrical Pressure Vessel – Gemini Pro

Double Arch Bridge

Double Arch Bridge – problem setup
Double Arch Bridge – Claude Opus
Double Arch Bridge – Claude Sonnet
Double Arch Bridge – Gemini Flash
Double Arch Bridge – Gemini Pro

Fixed Beam — Point Load

Fixed Beam — Point Load – problem setup
Fixed Beam — Point Load – Claude Opus
Fixed Beam — Point Load – Claude Sonnet
Fixed Beam — Point Load – Gemini Flash
Fixed Beam — Point Load – Gemini Pro

L-Bracket

L-Bracket – problem setup
L-Bracket – Claude Opus
L-Bracket – Claude Sonnet
L-Bracket – Gemini Flash
L-Bracket – Gemini Pro

L-Bracket (Design Space)

L-Bracket (Design Space) – problem setup
L-Bracket (Design Space) – Claude Opus
L-Bracket (Design Space) – Claude Sonnet
L-Bracket (Design Space) – Gemini Flash
L-Bracket (Design Space) – Gemini Pro

T-Bending Beam

T-Bending Beam – problem setup
T-Bending Beam – Claude Opus
T-Bending Beam – Claude Sonnet
T-Bending Beam – Gemini Flash
T-Bending Beam – Gemini Pro

T-Shaped Column

T-Shaped Column – problem setup
T-Shaped Column – Claude Opus
T-Shaped Column – Claude Sonnet
T-Shaped Column – Gemini Flash
T-Shaped Column – Gemini Pro

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