The upside case is mainly execution: converting late-stage qualifications into repeat, multi-customer production ramps, then using process learning + automation to hold margins while scaling. If AAOI reduces “quarter-to-quarter drama” (ship timing,
yield, working-capital spikes) the market can price it less like a trading vehicle and more like an AI infrastructure supplier with durability.