The main risks are (1) adoption timing—proving repeatable, CFO-auditable savings at scale, (2) substitution—classical AI optimization plus incumbent enterprise software distribution, (3) revenue lumpiness and customer concentration, and (4) valuation—
multiple compression can overwhelm solid operational progress.