WINDRIDGE

Explainer

Agencies, law firms and consultancies are sitting on AI training data

Why marketing agencies, law firms, consultancies, accounting firms and field service companies hold the kind of expert workflow data AI buyers want, and the confidentiality questions each must answer.

The short answer

Professional services firms produce detailed records of expert work: briefs and revisions, matters and drafts, estimates and approvals. That is the expertise AI agents are being built to replicate. The catch is client confidentiality, so most firms will license internal process data, templates and properly de-identified records rather than client work itself.

Expertise, written down

Agents for marketing, legal, finance and operations need examples of how experts work: how a brief becomes a campaign, how a contract is negotiated, how a forecast is revised. Professional services firms record that every day in project tools, document histories and email.

By type of firm

FirmPotentially licensableMain constraint
Marketing and PR agenciesBriefs, creative revisions, campaign workflows, reporting templatesClient ownership of work product
Law firmsInternal templates, process documentation, de-identified workflow dataPrivilege and professional confidentiality rules
ConsultanciesMethodologies, project plans, analysis workflowsClient confidentiality clauses
Accounting firmsClose processes, review checklists, de-identified workflowsClient confidentiality and regulation
Field service companiesJob notes, estimates, dispatch and scheduling historiesCustomer personal information
Start with what the firm owns
Separate what the firm owns outright from what it holds for clients. The first group is usually where licensing starts.

Where to start

Separate what the firm owns outright, such as its own processes and templates, from what it holds for clients. The first category is usually where licensing starts. Then work through the rights checklist with counsel.

Find out what your data could be worth.

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