What approach does Appen take to AI research services?

“Appen treats AI research as a managed operation: we combine context engineering, calibrated LLM-as-a-judge evaluation, synthetic data generation, and expert-in-the-loop review into a single workflow embedded directly in your research program, run to measurable quality standards rather than staffed by headcount alone.”