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Producer · builder · hunter of unexplored workflow

We capture live human workflows and turn them into AI training data

We shadow real human work in live environments to collect high-quality, structured data for AI and agent training. Our focus is on real behavior, edge cases, and domain expertise across high-stakes use cases like healthcare, fintech, scientific research, customer service, and global brands.

Privacy and compliance come first. We work through secure, private licensee arrangements and specialized data pipelines — never open-market scraping.

From sourcing to delivery, we handle collection, structuring, human review, and dataset delivery aligned with your contracts and regulatory requirements.

Capturing workflow events as it happens.

Available for domain-specific filtering, custom segmentation, and client-defined dataset construction.

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How we work with you

How we source

We observe live workflows, identify the important actions and decisions, and capture the right signals for training.

What we deliver

Structured datasets built from real work, shaped for AI and agent training, domain filtering, and client-specific use cases.

Why it matters

This gives you fresher, more relevant data than synthetic-only or scraped-market approaches.

Compliance first

We operate under private licensee arrangements and data handling rules aligned with your contracts and regulatory needs.

Domain-specific training data

Structured outputs for models that must hold up under scrutiny—tagged, categorized, and pipeline-ready.

Domain-Specific Training Data

We provide structured datasets across high-value domains:

  • Scientific Research — technical reasoning, hypothesis, structured outputs
  • Fintech — market analysis, compliance, financial modeling prompts
  • Healthcare— medical reasoning, structured Q&A, regulated data formats
  • Global brands — brand-safe tone, policy-bound prompts, and campaign-aligned task design
  • Customer service — realistic dialogue, escalation patterns, and resolution-quality rubrics

All datasets are categorized, tagged, and ready for training pipelines.

HITeam — Human Quality Layer

Human intervention where automation alone is not enough for your risk profile.

HITeam — Human Quality Layer

We integrate a Human Intervention Team (HITeam) to ensure dataset quality.

Capabilities:

  • Prompt validation based on client policy
  • Response accuracy checks
  • Output grading and scoring
  • Custom evaluation frameworks

This helps improve training reliability, output control, and enterprise alignment.

About us

onPrmptAI delivers structured training data by shadowing live expert workflows in healthcare, fintech, global brands, research, and customer service—not generic labeling. Two anonymization levels remove PII and refine trace IDs before licensed delivery.

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Access, legal review path, and demos

For regulated dataset acquisition, custom training pipelines, or enterprise integration—tell us your domain, policy constraints, and timeline. We respond with a clear next step, not a generic catalog push.

  • Request dataset samples under NDA / licensee terms where applicable
  • Define custom dataset requirements and evaluation hooks
  • Schedule a demo with our team
Request AccessBook Demo
Inquiry

Tell us what dataset categories, prompt assets, or training data structures you are looking for.

Email: contact@onprmtai.com