2/28/2026

Macadamia Labs

AI agents for automating engineering and back-office processes in industrial engineering (EPC) firms

Disclaimer: This report is based on publicly available information and AI analysis. It does not constitute investment advice. Always conduct your own due diligence before making investment decisions.
56

Macadamia Labs

AI agents for automating engineering and back-office processes in industrial engineering (EPC) firms

58
Risk
Execution, regulatory & market risk
65
Team
Experience, domain fit & gaps
62
Market
TAM size, growth rate & timing
38
Traction
Evidence of demand & momentum

Executive Summary

Macadamia Labs is a YC W25 pre-seed company (2 founders, $500K raised) building a suite of AI agents — CAD Technician, Safety Engineer, QA Inspector, Cost Estimator, and Data Entry Clerk — purpose-built for industrial EPC firms. The core thesis is credible: EPC workflows are document-heavy, repetitive, and desperately underserved by modern software. The founding pair (SpaceX-pedigreed mechanical engineer + TU Delft AI/CS co-founder) is arguably the best possible team composition for this problem. The single biggest risk is everything else: a 2-person team selling into 12–24 month enterprise procurement cycles with $500K in the bank, in a space where Autodesk, Hexagon, and a clutch of better-funded startups are all converging on the same customer. At this stage, Macadamia is a bet on the founders and the thesis — not on proven traction.

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