Thesis
Innodata can grow well beyond a classic IT-services outcome if it converts frontier-lab know-how into reusable datasets, evaluation controls, and trusted AI operations while reducing customer concentration; that creates a credible path to much higher revenue quality, though not a pure-software end state.
Last Economy Alignment
Cheaper cognition expands demand for data, evaluation, and AI trust layers, and Innodata has real workflow and security control points. But it does not own the model, compute, or most customer data, so value capture still depends on shifting from labor-led delivery toward reusable IP and recurring controls.