The main risk is strategic rather than technological. Innodata must turn concentrated, at-will AI program work into embedded assurance,
retained-IP datasets, and repeatable enterprise or federal revenue before customers internalize more of the stack. Near-term financing looks manageable, but concentration, mix volatility,
ATM dilution optionality, and execution through the leadership transition keep the outcome range wide.