Frameworks, techniques, and tools for evaluating businesses using public data, financial signals, and AI-powered diagnostics.

Accuracy
AI gets company analysis wrong in specific, predictable ways. Entity confusion, temporal errors, and source conflation produce polished output that looks correct but is not. Here is how to catch it.

Agencies
A bad client can cost more than they pay. The agencies that grow profitably vet potential clients with the same rigor clients use to evaluate agencies.

Advisory
Professional services firms are unusual because their primary assets walk out the door every evening. But the right indicators can reveal business health with unusual clarity.

Advisory
Coaches working with small business owners often rely on the owner's narrative alone. Access to independent company diagnostics changes the coaching conversation entirely.

Company analysis
Analyzing private companies presents unique challenges due to limited public data. Discover strategies and tools for evaluating non-public companies with confidence.
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