Seven places useful training data may already exist in your business

Start with workflows your team can explain

The most productive data conversation often starts with a department manager, not a storage report. Ask where the team records requests, decisions, exceptions, and outcomes. A software name tells you where to look; the workflow tells you why the records might matter.

Troveo publicly describes business data across categories including customer support, CRM, IT service management, financial operations, and inventory. The examples below are places to investigate inside your own business, not a statement that all records in those systems are eligible.

Customer support, sales, and IT service

• Customer support: A resolved case can connect a problem with follow-up questions, troubleshooting, and a final answer. Check whether “closed” means resolved or simply inactive.
• Sales and account management: CRM histories can show stages, changing requirements, and account activity. Imported prospect lists and third-party enrichment fields deserve separate review.
• IT service management: Incident records, change requests, and knowledge articles may show how a team diagnoses and handles technical work. Credentials and security-sensitive details require particular care.

Projects, operations, and institutional knowledge

• Project delivery: Tasks, issue logs, review notes, and completion criteria can explain how work progresses and where it gets blocked.
• Operations and transactions: Order histories, purchasing exceptions, inventory adjustments, and reconciliation records may capture structured business processes.
• Knowledge and documentation: Internal procedures, approved answers, and revision histories can explain the rules behind a workflow. Distinguish original material from licensed manuals or customer-supplied documents.

For each collection, ask whether the history is still available. A current-state export can lose the sequence of changes that explains how a result was reached.

Communication is the seventh place, with extra context

Email and team chat may contain the conversation behind a decision. They can also combine personal material, confidential discussions, attachments, and information from outside parties. Start with a narrow business process and a permissions review instead of treating a whole mailbox as a candidate export.

A project discussion linked to an approved work item is easier to describe than an unfiltered archive. Even then, usefulness and authority to share are separate questions.

Turn the tour into a manageable shortlist

Create one row per candidate collection. Include the department, system, workflow, date range, approximate volume, system owner, and known restrictions. Mark counts as estimates when they have not been verified.

Select two or three collections for a first conversation. Favor records with a clear operational purpose and an available subject-matter expert. Keep the actual business records inside your existing environment until the review and sharing process have been agreed.