AI Research on Public Companies: The Virgo PR Library

Virgo PR's AI research library collects its work on how AI engines such as ChatGPT, Claude, Gemini and Perplexity describe public companies. It currently holds a guide to structuring 10-K filings so AI assistants summarize them accurately. Studies are added to this page only when their data and method are published.

Last updated: November 5, 2026

Contents

• What the library includes

• Structuring SEC filings for AI engines

• Related disclosure guides

• How research is published here

• Frequently asked questions

What does the Virgo PR AI research library include?

The Virgo PR AI research library currently includes one guide, listed below with its focus. New studies and guides are added as they are published.

ResourcePublishedFocus

How to structure a 10-K for AISeptember 27, 2026A practical guide to laying out 10-K filings so AI engines read them accurately.

How should companies structure SEC filings for AI engines?

Companies should place the core business description at the start of Item 1, state facts before hedges, and disclose methodology next to the claim it supports. Virgo PR's guide, how to structure a 10-K for AI, explains each step.

The guide is practical advice based on Virgo PR's recommended practice, not a measured result. It works alongside the disclosure rules that govern what a filing must say, and companies should involve counsel before changing a filing.

Which disclosure guides relate to AI research on public companies?

Two Virgo PR guides cover disclosure rules that shape what a filing can say: de-SPAC projections under the SEC's 2024 SPAC rules, and cyber incident disclosure under SEC Item 1.05.

The same questions are handled for investor relations teams on Virgo PR's investor relations page.

How does Virgo PR publish research on this page?

Virgo PR lists a study here only when its sample, method and data are published with it. Each entry in the table states what it covers, so readers can judge the evidence before relying on it.

Guides that give practical advice, such as the 10-K guide, are labeled as recommended practice and not as measured results.

Frequently asked questions

What does the Virgo PR AI research library cover?

It covers how AI engines read and describe public companies. Today it holds a guide to structuring 10-K filings, and new studies are added as they are published.

Why is there only one entry?

Virgo PR adds studies only when their data and method are published. Earlier studies are not listed because their underlying data is not available.

Is the 10-K guide a study?

No. It is practical guidance based on Virgo PR's recommended practice, not a measured result.

Where should an investor relations team start?

Start by asking ChatGPT, Claude, Gemini and Perplexity what the company does and what its main risks are, then compare the answers with the 10-K, as the guide describes.