For AI labs and research teams

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.

Data types *
Pick all that apply
Timeline *
Use case
How to reach you
We reply within one business day. Samples are de-identified and covered by an NDA.

Workflow data your models haven't seen.

01

Real workflows, not synthetic

Multi-step trajectories from companies and professionals doing the actual work, including the corrections.

02

De-identified by default

Names, contact details and identifiers removed in processing, with entity-consistent placeholders preserved.

03

Clear provenance

Every source licensed under a signed agreement with its owner. Chain of consent ships with the data.

04

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 indicative
TasksLST-0412
B2B SaaS · customer support
14,200 support tickets, 3 yrs

Escalated by after refund for exceeded policy cap; approved by finance lead.

JSONLConversation traces
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Raw dataLST-0388
Accounting · mid-market
62K ledger entries, 5 yrs

Month-end accrual for reversed; variance traced to invoice and corrected.

ParquetCSV
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DocumentsLST-0371
Legal · commercial contracts
3,100 contracts + redlines

Counsel for struck clause 9.2; indemnity capped at after second turn.

JSONLPDF + text
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CodebasesLST-0355
Fintech · payments platform
4 repos, 38K commits

Hotfix by rolls back idempotency key change; incident closed.

Repo snapshotsJSONL
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MessagesLST-0349
Construction · general contractor
210K messages, 4 yrs

Site lead flagged rebar spec mismatch on before pour.

Conversation traces
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Expert tracesLST-0330
Insurance · claims adjusting
480 expert traces, 6 adjusters

Adjuster reviewed claim for denied water damage; appeal cites exclusion.

JSONLConversation traces
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Delivery formats
JSONLParquetCSVConversation tracesRepo snapshots
Compliance
Consent chain
Signed license per source owner
PII removal
Automated detection + human QA
Retention
Originals deleted post-processing
NDA
Mutual NDA before any sample