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About onPrmptAI

onPrmptAI delivers high-quality, structured AI training data by shadowing real, live human workflows in high-stakes domains like healthcare, fintech, global brands, scientific research, and customer service—not basic prompt/response labeling. We specialize in capturing unexplored, edge-case scenarios from these authentic operations, then process the data through two rigorous anonymization levels: Level 1 removes PII (names, IDs, contacts), and Level 2 handles trace ID testing plus final cleanup for product lineage tracking.

Simplified product summary

We embed in live expert workflows (for example doctors charting cases or bankers spotting fraud) to record raw, real-time actions and decisions. This produces fresh, domain-specific datasets that generic labeling cannot match. Output is fully anonymized, licensed, and delivery-ready under your compliance rules—no scraping or synthetics.

Key process steps

How we work

  • Shadowing — Observe and capture genuine human-in-the-loop workflows for unexplored cases, ensuring quality and relevance.
  • Level 1 anonymization — Strip all PII to protect privacy (HIPAA/GDPR-aligned).
  • Level 2 anonymization — Test and scrub trace IDs, finalize cleanup for traceable, clean datasets.
  • Delivery — Structured files (JSON, and similar formats) handed off with provenance docs, fully licensed for your AI training.

Structured handoff with documentation and licensing for your AI training programs.

High-impact examples

Healthcare

Shadow ER triage workflows to capture rare symptom-decision traces; anonymize patient details for AI diagnostic training.

Fintech

Record live fraud analyst reviews of edge transactions; strip account data for model improvement.

Global brands

Track customer service reps handling novel complaints; anonymize for sentiment AI.

Research

Observe lab protocol deviations in trials; clean for compliance-monitoring models.