The Hidden Economics of Document AI

At small scale, document AI looks like a technical problem. At enterprise scale, it becomes an economics problem.

That’s because tiny differences in cost and performance compound dramatically when you process thousands or millions of pages.

The real challenge isn’t choosing the cheapest tool or the most accurate tool in isolation. It’s finding the right balance between:

  • Accuracy
  • Scalability
  • Operational cost
  • Downstream rework

Low accuracy creates hidden labor costs. High prices limit adoption. The best systems win on the balance, not just the headline metric.