Answer Authority · Methodology · Marshall Network Services

How we review (and what we don’t claim)

An Aidentity Snapshot is a dated AI business-profile audit of what public evidence lets models know — and miss — about a named company.

Sources reviewed

Public web pins we can open without a login: your site, major directory/Maps listings where they exist, and other public pages that name the business. We do not scrape private accounts or paid databases for the free Snapshot.

What “dated” means

The Snapshot is a record of what we found on the review date. Public files change. Models change. A Snapshot from last month is history, not a live feed.

What “confidence” means

Confidence is our judgment of how complete and consistent the public evidence is for a clean who / where / how-to-reach answer — not a guarantee that every AI tool will answer the same way.

Limits (honest)

• AI answers vary by model, time, place, and prompt.
• We do not promise chatbot rankings or paid manipulation of model outputs.
• This is not legal, regulatory, or enterprise AI-governance advice (that’s a separate MAGRS RFQ when you ask).
• Free Snapshot uses public sources only; we don’t sell your inbox.

Request your free Aidentity Snapshot → Back to Answer Authority

Marshall Network Services · Richard K. Marshall, sole proprietor · Lexington KY · richard@marshall.net · 859-254-8388 · last updated 2026-09-21