The setup is “more designs, more orders”: AI boosts the number of constructs run per program, and Twist’s job is to be the default, high-confidence factory. The stock’s upside is mainly a de-risking path (
gross margin durability +
EBITDA breakeven) plus steady share gains in DNA and
NGS consumables—not a blue-sky platform take-rate story. A mid-single-digit forward
EV/Revenue is plausible if profitability is proven and volatility (customer timing, funding cycles) is reduced.