model-performance (mqucifer)MCADConfidence: Medium

a generated Pi 5 NVMe case scored 30 of 34 on automated checks while its lid intersected the board's components, because the model worked from a description of the board rather than real vendor geometry.

Impact Analysis

Persona

Mechanical Designer

Team Size Impact

5x Multiplier

Prototype Delay

3 Days

Est. Annual Cost

$30,000

1 user · 1 month240 min
Rest of team960 min
Rest of year13,200 min

monthly_minutes × 12 × team_multiplier ÷ 60 × $75/hr = $30k/yr

$75/hr assumed rate.

Annual team-minutes decomposed from the reported monthly inputs.

Evidence & Sources

1 Sources

mqucifer/model-performance Issue #23: Component references to read and see, for cases with a real part

github.com

→

Analyst Notes

From the Grok pain-radar digest, Oct 25-26 2026 (Oct 25 daytime to Oct 26 morning slots). Verified live 2026-10-26: issue/PR read on GitHub; title and state confirmed.