The practical AI directory

Find the AI systems that earn their place in a real business.

Clear comparisons, implementation notes, and evidence trails for owner-operators who care about outcomes—not hype.

Directory preview

One role is ready to inspect

Start with the evidence-backed AI Finance Auditor profile. Five more economic jobs remain clearly marked as research in progress.

Finance

AI Finance Auditor

Economic job: Reveal recurring financial leakage and anomalies early enough for a person to review and act.
Research question: Can a governed review system surface recurring spend exceptions before they become accepted overhead?

Evidence-backed role profile

View AI Finance Auditor profile

Operations

AI Operations Auditor

Economic job: Surface recurring process friction and missing controls.
Research question: Which recurring process frictions and missing controls should operations research examine?

Research profile in preparation

Operations

Customer Follow-Up Manager

Economic job: Improve timely, governed customer response.
Research question: What research question should guide timely, governed customer follow-up?

Research profile in preparation

Marketing

Product Research Analyst

Economic job: Organize market and customer evidence before product decisions.
Research question: Which market and customer evidence should research organize before product decisions?

Research profile in preparation

Marketing

Product Marketing Analyst

Economic job: Connect product evidence to qualified-demand hypotheses.
Research question: Which product evidence should research connect to qualified-demand hypotheses?

Research profile in preparation

Technology

Automation & Integration Coordinator

Economic job: Document and govern cross-system automation work.
Research question: Which cross-system automation work should research document and govern?

Research profile in preparation

Evidence you can inspect

Source facts

what official sources and direct submissions actually state.

Calculated evidence

reproducible signals derived from cited source data.

AlexTran editorial analysis

owner-operator fit, probation design, governance boundaries, and recommended next action.

Practical experience, not borrowed authority

Alex brings approximately twenty years in high-tech corporate environments and twenty years as an owner-operator across ecommerce, legal SaaS, publishing, information products, and nonprofit technology.

About Alex Tran