Escalated by after refund for exceeded policy cap; approved by finance lead.
What are you looking for?
Licensed, de-identified workflow data and expert traces from real companies, packaged to your schema. Tell us the spec; we'll send a sample plan.
Workflow data your models haven't seen.
Real workflows, not synthetic
Multi-step trajectories from companies and professionals doing the actual work, including the corrections.
De-identified by default
Names, contact details and identifiers removed in processing, with entity-consistent placeholders preserved.
Clear provenance
Every source licensed under a signed agreement with its owner. Chain of consent ships with the data.
Packaged to spec
Formats, schemas and labels matched to your SFT, RL or eval pipeline. Train/test splits on request.
Catalog preview.
Sample listings · volumes indicativeMonth-end accrual for reversed; variance traced to invoice and corrected.
Counsel for struck clause 9.2; indemnity capped at after second turn.
Hotfix by rolls back idempotency key change; incident closed.
Site lead flagged rebar spec mismatch on before pour.
Adjuster reviewed claim for denied water damage; appeal cites exclusion.
Signed license per source owner
Automated detection + human QA
Originals deleted post-processing
Mutual NDA before any sample
