The thesis

Why is business data valuable?

Modern AI systems and analytical tools benefit from real-world examples of how work is actually performed. That is a fundamentally different asset than public content.

Generic internet content shows

"What is accounting?"

Widely duplicated, broadly available, and already exhaustively used.

Operational business data can show

"How does an accounting team actually perform thousands of real accounting workflows?"

Specific, sequential, corrected by real consequences, and held by a limited number of organizations.

Historical business datasets can contain

Real workflowsReal decisionsReal problemsReal resolutionsReal industry terminologyReal professional behavior

How valuation works

Eight factors, one weighted score.

The precise weighting and dollar model are proprietary, but the factors are not a black box. Each contributes to a 0–100 Business Data Score, which drives an estimated value range that widens or narrows with confidence.

01

Company Scale

Headcount drives the volume of communication, documents and workflow events.

02

Digital History

Depth of retained digital records, often the single strongest signal.

03

Knowledge Worker Density

Share of the workforce producing digital work product every day.

04

Data Volume

Email, communications, CRM records, tickets, projects and documents.

05

Specialized Knowledge

How technical and hard to reproduce the domain expertise is.

06

Data Structure

Presence of structured systems of record versus loose archives.

07

Data Uniqueness

Proprietary processes, terminology and workflows an outsider couldn't recreate.

08

Data Readiness

Centralization, retention practices and exportability.

Rights & compliance

Potential value does not mean every record is eligible.

No business automatically has the right to monetize everything stored inside its systems. Any actual project requires review of privacy rights, contractual restrictions, confidentiality, customer and employee information, personally identifiable information, health information, financial information, trade secrets, intellectual property, legal privilege, third-party ownership and regulatory obligations. Your business retains control over what is approved at every step.

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