For AI teams
We source, prepare, and deliver real-world operational data for AI training, evaluation, agent development, and domain-specific model improvement.
Use cases
Public data rarely shows how skilled operators actually diagnose, decide, and resolve. Our datasets come directly from companies doing that work every day.
Domain-specific corpora for pre-training, fine-tuning, and post-training on real operational language.
Held-out, expert-resolved cases to benchmark model accuracy on real-world technical tasks.
Multi-step workflows — from intake to resolution — that show how experts plan, act, and verify.
Diagnostic and decision processes captured inside systems of record, not on the public web.
We map what exists across our supplier network before you commit to a sourcing engagement.
Exclusive or limited-access licenses for datasets that give your models a durable edge.
Custom sourcing
Describe the task, domain, and format you need. We identify suppliers with matching records, run qualification, and deliver prepared datasets with clear licensing terms.
Source, collection period, systems, and rights chain recorded for every dataset.
PII and commercially sensitive fields removed or tokenized with documented methods.
Ongoing feeds available where suppliers produce new records each month.
Record structure
Illustrative example only. Figures do not represent a specific client or available dataset.
Share your target domain, task, and volume. We will come back with what is available and what can be sourced.