Who writes this, and how it gets checked.

Every professional article carries a named author, a publication date, its primary sources, and at least one original element.

Madiyar Kumurbekov, EA

Founder, TaxScout.ai

Founder of TaxScout.ai and an IRS Enrolled Agent. Writes TaxScout's articles and Founder Notes on how CPA and EA firms move from ad-hoc AI tools to governed, repeatable AI-assisted workflows.

AI operating modelsWorkflow standardizationRegulated systemsData and integration readiness

·/How this is written

The editorial process, without the euphemisms.

Tax numbers never come from model memory

Every tax figure resolves to a fact registry entry with a jurisdiction, a tax year, an official source, and a review date. A number without that provenance does not publish.

Generation never outruns verification

Tax facts, pricing, competitor claims, integration claims and security claims are generated and verified by different processes. Nothing in those classes publishes autonomously.

Written under an Enrolled Agent's name

Madiyar Kumurbekov is an IRS Enrolled Agent and TaxScout's founder, and every article carries his name. He is not a CPA. A named security reviewer for security content is required by our own standard and is not yet appointed — until one is, security articles carry their sources and review dates, and no article claims a review that has not happened.

Found something wrong? Tell us — corrections are published with the article, not quietly edited in.