Reasoning
The upside case is not just more project volume. It depends on proving that AI data work can mature into a trusted operating layer for evaluation, safety, and regulated workflows. If concentration falls and newer enterprise, federal, and physical-AI programs recur, Innodata can earn a better multiple than a generic outsourcer, though still below pure software leaders because revenue remains services-heavy.