CRM & sales
Salesforce · HubSpot · Microsoft Dynamics · industry-specific CRMs
Lead activity, pipeline changes, communications, proposals, wins, losses and customer outcomes.
For businesses
Years of it already sit inside the tools your team uses every day. Scoped and licensed properly, that history can serve AI training and evaluation without transferring ownership of your systems.
Operating history / Potential value
$100K–$4M+
Indicative potential licensing values. Actual value and buyer interest vary.
A request, a decision, an outcome. Connected records capture the judgment behind everyday business operations.
OPERATING RECORD / 0418
The shape of a useful dataset
A lead, ticket, claim, order or task enters a system
The information your team gathers to understand it
What was approved, quoted, escalated or declined, and why
The work performed: responses, dispatches, fixes, filings
How it ended: won or lost, resolved or returned, paid or disputed
Datasets that connect all five stages are the ones AI developers value most. Isolated documents show fragments. Connected workflows teach judgment.
Already in your systems
Valuable data does not need to be created. It already exists inside everyday business tools, organized by the workflows they capture.
Salesforce · HubSpot · Microsoft Dynamics · industry-specific CRMs
Lead activity, pipeline changes, communications, proposals, wins, losses and customer outcomes.
QuickBooks · NetSuite · Xero · SAP · billing and FP&A platforms
Approvals, reconciliations, close processes, invoice workflows, exceptions, forecasts and financial outcomes.
Jira · Asana · Monday · Linear · Notion · Confluence
Tasks, project history, status changes, ownership, dependencies, documentation and completed outcomes.
Zendesk · Intercom · ServiceNow · help-desk and call-center systems
Incoming issues, categorization, escalation, responses, resolution and satisfaction outcomes.
Slack · Microsoft Teams · email · calendars · meeting transcripts
The decision-making that surrounds the work. Privacy, employee rights and third-party communications require careful review here.
Google Drive · SharePoint · Dropbox · Word, Excel, Docs, Sheets
Most useful when a document can be connected to the workflow and decision that produced it.
Snowflake · BigQuery · Databricks · internal databases
Structured records connecting activity across multiple business systems.
Field-service dispatch · TMS and WMS · e-commerce and fulfillment · property management · claims · applicant tracking · healthcare administration
Often the deepest, most specialized workflow data a business holds. Regulated industries require substantially greater privacy, consent and regulatory review.
02 / Recognize your workflow
Different industries. The same valuable thread: a real problem, an informed decision, a measurable result.
Invoice and purchase order do not reconcile.
Reviewer identifies a partial delivery and adjusts the accrual.
Adjustment approved. Period closed with a clear audit trail.
Synthetic examples · illustrative only · not customer data
Other sectors can qualify. Regulated industries require additional privacy, consent, and regulatory review.
Qualification
Company size is a guideline, not a rule. Opportunities outside this range can still qualify.
Large enough to run real systems at volume; small enough to decide quickly.
Depth matters more than recency. Older records are often easier to license, not harder.
Thousands of completed workflows, not dozens.
Actual operations, not demo, test or synthetic records.
Work that requires judgment a generalist would not have.
The same job traceable across CRM, tickets, documents and finance.
You can tell how things ended: resolved, shipped, paid, won, lost.
The company owns, or can establish the right to license, what is in scope.
An owner or executive who can act on the opportunity.
No two datasets are alike. Buyers weigh:
[ Your next asset starts here ]
The assessment starts with a description of your systems and workflows. No raw data, no credentials, no obligation.