The Great Inversion: Margin Flip & When to Invest

Part 2 of the Deep-Tech Founders series — By SilverX Fund Investment Team

Software margins are compressing. Hardware margins are expanding. The decade-long dominance of software economics is inverting, and the investment timing question — when to enter deep-tech companies across the TRL curve — has never been more consequential.

The Margin Inversion

SaaS gross margins (70–85%) are compressing as AI infrastructure costs rise and AI agents displace per-seat license revenue. Meanwhile, deep-tech hardware companies — specialized chips, advanced sensors, power electronics — are seeing gross margin expansion as they move from commodity components to system-level solutions with proprietary IP.

Timing the Deep-Tech Investment Cycle

Early (TRL 4–5): Highest risk, maximum upside. Requires domain conviction and long time horizon.
Mid (TRL 6–7): Technology proven in controlled environment; commercial risk dominates. Best for systematic deep-tech investors.
Late (TRL 8–9): Lowest technology risk; commercial execution is the variable. Growth equity territory.

Published by SilverX Fund Research. Read Part 1 | View all research