Abundant: On-demand human workforce for AI agents
Summary
Abundant provides specialized human operators who handle agent edge cases, ensuring 100% reliability while generating training data.Why We Built ThisAfter working with hundreds of AI agent builders across several industries, weve observed a critical pattern: demos are easy, but production applications are hard. Agents perform well in a constrained environment, but fail unexpectedly in the wild, making them unreliable for production use.This problem is especially acute in regulated industries. Agents just cannot meet these requirements alone.Whats worse, companies are forced to choose between two bad options:We built Abundant to solve this. Example: Handling multi-step checkouts with unexpected popupsExpert Document Review: Experts catch subtle compliance issues and help AI understand context. Example: Identifying non-standard contract clausesCustomer Support: Operators take over or approve actions where LLMs fail today.