Blog on MS House

AI Chatbot Legal Risk for Public Companies

Sun, 01 Nov 2026 07:38:38 +0000

AI chatbot legal risk for public companies is a disclosure risk that depends on who spoke, who controlled the content, and what a correction adds. ChatGPT, Google AI Overviews, Google AI Mode, Microsoft Copilot, the SEC, and SEC EDGAR play different roles. An independent AI error is not automatically a company statement, an SEC disclosure violation, or a Regulation FD event.

Which Sources Does ChatGPT Cite for Company Financial Data?

Sun, 01 Nov 2026 01:34:40 +0000

ChatGPT financial data citation sources are URLs that ChatGPT links when answering questions about public company figures. This 2026 study maps ChatGPT citations to SEC EDGAR, company investor relations sites, Yahoo Finance, Nasdaq, Macrotrends, and Reuters. It does not measure Google AI Overviews, Google AI Mode, or Microsoft Copilot. The findings apply only to this sample.

How Do IR Teams Keep a Quarterly AI Answer Audit Record?

Sat, 31 Oct 2026 07:34:21 +0000

A quarterly AI answer audit record is an evidence file that connects Investor Answer Audit captures from ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot to SEC EDGAR filings. Investor Relations uses the record to preserve each answer, citation, filing check, finding, owner, action, and re-check.

How Long Do AI Answer Corrections Take for IR Teams?

Thu, 29 Oct 2026 19:36:13 +0000

An AI answer correction timeline is a record that tracks an IR website fix through Google Search, Google AI Overviews, Google AI Mode, ChatGPT, and Microsoft Copilot. No engine promises a correction date. Publishing, crawling, indexing, retrieval, and answer generation each affect when investors see the corrected information.

How to Audit AI Answers After an Acquisition Announcement

Sat, 24 Oct 2026 13:44:26 +0000

An acquisition announcement AI answer audit is a documented process to audit AI answers after an acquisition announcement. It compares AI answers about deal terms from ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot with SEC filings, EDGAR records, and official investor relations materials.

How Should IR Teams Use Earnings Release Structured Data for AI Search?

Fri, 23 Oct 2026 13:41:23 +0000

Earnings release structured data for AI search is machine-readable Article markup that identifies an investor relations results page. Schema.org, Google Search Central, ChatGPT, Google AI Overviews, Google AI Mode, Microsoft Copilot, and SEC EDGAR form parts of the publishing and verification path. The markup clarifies page identity, but crawlable HTML and dated checks remain necessary.

How to Fix AI Answers After Guidance Changes

Sun, 18 Oct 2026 07:42:13 +0000

How to fix AI answers after guidance changes is a filing-first process for investor relations teams reviewing guidance changes and restatements. IR teams should compare answers from ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot with the relevant SEC filing.

Why AI Chatbots Mix Up GAAP and Adjusted EPS

Sat, 17 Oct 2026 07:41:36 +0000

The reason why AI chatbots mix up GAAP and adjusted EPS is a loss of source context that identifies each measure. ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot may return a figure without the heading, row label or footnote that marks it as GAAP or non-GAAP.

How Can IR Measure Google AI Features in Search Console?

Fri, 16 Oct 2026 13:39:08 +0000

Google Search Console measurement for AI features is a review that helps IR teams measure Google AI features in Search Console without treating traffic as answer accuracy. Google Search Console groups Google AI Overviews and Google AI Mode activity under Web search data. SEC EDGAR, URL Inspection, ChatGPT, and Microsoft Copilot require separate evidence or checks.

Find Websites Feeding Wrong Financial Data to AI Chatbots

Fri, 16 Oct 2026 07:38:35 +0000

Source tracing for investor relations is a method that helps IR teams find websites feeding wrong financial data to AI chatbots through visible citations. The team captures answers from ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot. It then checks each cited claim against the company’s filing in SEC EDGAR.

How Can SEC Companyfacts Earnings Data API Help?

Tue, 13 Oct 2026 19:42:18 +0000

The SEC Companyfacts earnings data API is an SEC EDGAR interface for checking XBRL earnings figures in investor answers from ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot. Companyfacts returns filed values, units, periods, forms and accession numbers. The related 8-K, 10-Q or 10-K provides the evidence for each verdict.

How Can IR Correct Outdated Dividend Answers in AI Search?

Mon, 12 Oct 2026 07:37:23 +0000

The process for how to correct outdated dividend answers in AI search is an investor relations workflow that compares ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot with SEC EDGAR and the company’s official investor relations site.

Start with the public filing, not the AI response. Preserve the answer, find the filing language, correct company-controlled sources, and run a dated retest.

How to Correct AI Answers in Activist Campaigns

Wed, 07 Oct 2026 13:41:56 +0000

How to correct AI answers in activist campaigns is a filing-based investor relations process that checks ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot against SEC EDGAR, Form 10-Q, Form 8-K, proxy statements, and Schedule 13D.

The company preserves each answer, verifies disputed claims, updates approved public sources, and repeats the test. These steps help investor relations, legal, and communications teams address AI search shareholder misinformation with a dated factual correction record.

How to Fix Outdated Executive Names in AI Answers

Tue, 06 Oct 2026 16:46:17 +0000

How to fix outdated executive names in AI answers is a source correction process for company communications. Compare Microsoft Copilot, Google AI Mode, Google AI Overviews, and ChatGPT with SEC EDGAR and the official leadership page. Then align visible content with Google Search Central Organization structured data. No source edit or markup guarantees an answer change.

Where Does Google AI Overviews Get Financial Data?

Sun, 04 Oct 2026 07:42:43 +0000

Google AI Overviews financial data sources are web pages that Google presents as support for answers about revenue or EPS. Google does not publish one fixed provider. Investor relations teams should trace visible links through Google Search Central, Google Search help, Google AI Mode, SEC EDGAR and the company IR site.

What Do AI Chatbot Earnings Accuracy Studies Show?

Thu, 01 Oct 2026 19:48:38 +0000

AI chatbot earnings accuracy studies are research papers that test financial answers against company documents. FinanceBench, FinQA, TAT-QA, and ConvFinQA test parts of this task. They do not establish live error rates for ChatGPT, Google AI Overviews, Google AI Mode, or Microsoft Copilot after a new release.

Microsoft Copilot Citations for Investor Relations

Thu, 01 Oct 2026 19:39:25 +0000

Microsoft Copilot citations for investor relations are source links that help IR teams trace an answer to a public page. Teams can compare each claim with SEC EDGAR. The same review method can cover ChatGPT, Google AI Overviews and Google AI Mode. A citation does not prove a financial claim is correct.

How ChatGPT Search Citations Work for Investor Relations Teams

Thu, 01 Oct 2026 13:38:32 +0000

ChatGPT Search citations for investor relations are source links that help teams inspect the pages behind an answer. ChatGPT Search, OpenAI, Google AI Overviews, Google AI Mode, Microsoft Copilot, and SEC EDGAR are the main entities in this guide. The review compares cited pages with Form 8-K, Form 10-Q, and Form 10-K filings.

How Do You Optimize an IR Website for Google AI Overviews?

Thu, 01 Oct 2026 07:35:14 +0000

Investor relations website optimization for Google AI Overviews is a source publishing process that makes filed facts easy to find and verify. This guide covers Google AI Overviews, Google AI Mode, Google Search Central, Googlebot, SEC EDGAR, ChatGPT, and Microsoft Copilot. No technical change guarantees selection.

Alternatives to AI Brand Visibility Tools for Investor Relations

Wed, 30 Sep 2026 13:52:23 +0000

Alternatives to AI brand visibility tools for investor relations are tools that check what AI engines tell investors against the company’s own SEC filings. Brand visibility tools measure mentions, share of voice and citations in ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot. They do not show whether an answer matches the filing. A filing-checked audit, such as the MS House Investor Answer Audit, compares each answer to the 10-K, 10-Q or 8-K.

Do Investors Use AI for Earnings Research?

Wed, 30 Sep 2026 01:46:59 +0000

The question “do investors use AI for earnings research?” is an evidence question about whether investors use ChatGPT, Google AI Overviews and Google AI Mode, or Microsoft Copilot to study company results. Public research does not provide a reliable adoption rate for this task or show which engine is most accurate.

Should Earnings Releases Use PDF or HTML for AI Search?

Tue, 29 Sep 2026 13:46:18 +0000

An earnings release PDF or HTML for AI search plan is a publishing method for ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot. Publish crawlable HTML beside the approved PDF, with clear financial tables and a direct link to the matching SEC EDGAR filing.

What Is an AI Search Investor Perception Study?

Tue, 29 Sep 2026 13:36:40 +0000

An AI search investor perception study is a review that checks what ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot tell investors about a public company. MS House compares each dated answer with the company’s SEC EDGAR filings and official investor relations site.

How to Get Google AI Overviews to Show Your Latest Quarterly Results

Mon, 28 Sep 2026 13:52:19 +0000

Getting Google AI Overviews to show your latest quarterly results means making the new quarter the clearest, most crawlable answer on the pages Google already trusts for your company. Google AI Overviews and Google AI Mode build answers from indexed pages and link to them. So do ChatGPT and Microsoft Copilot. When they show last quarter, the fix is almost always a page on your IR site, a press release mirror or a data site. It is rarely the engine itself.

How to Correct Wrong Financial Figures in ChatGPT

Mon, 28 Sep 2026 13:42:19 +0000

How to correct wrong financial figures in ChatGPT is a source repair process that starts with the cited page. Capture the ChatGPT answer, fix the source, report incorrect information to OpenAI, and compare the result with the SEC filing. Then re-check Google AI Overviews, Google AI Mode and Microsoft Copilot.

Regulation FD and AI Chatbot Answers: A Guide for IR

Mon, 28 Sep 2026 12:54:23 +0000

Regulation FD is the SEC rule in 17 CFR Part 243 that bars selective disclosure of material nonpublic information. Correcting AI answers by pointing to information already public is a separate act. This guide covers ChatGPT, Google AI Overviews, Google AI Mode, and Microsoft Copilot.

How to Choose an AI Answer Audit Vendor: IR Guide

Mon, 28 Sep 2026 12:35:13 +0000

An AI answer audit vendor is a service that checks what ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot tell investors about a company against its SEC filings. To choose an AI answer audit vendor, pick one that checks each answer against the 8-K, 10-Q and 10-K, shows the filing quote, and gives you a ranked fix list soon after the release. The MS House Investor Answer Audit asks these 4 engines the questions real investors ask about the company, checks every answer against the filing, and delivers within 48 hours.

AI Search Checklist for Investor Relations

Mon, 28 Sep 2026 07:00:00 +0000

An investor relations AI search checklist is a list of checks that helps AI engines find and report your latest earnings correctly. It covers 3 areas: the earnings release itself, your IR website, and the third-party sources AI engines cite. Use the 15 checks below before and after each release.

Why AI Chatbots Get Earnings Wrong

Mon, 28 Sep 2026 06:30:00 +0000

AI chatbots get earnings wrong mainly because they answer from old training data or from outdated web pages, not from the company’s latest filing. Right after a release, the correct figures exist in only a few places, while older figures exist in many. The chatbot often picks the older ones.

What Is an Investor Answer Audit?

Mon, 28 Sep 2026 06:00:00 +0000

An investor answer audit is an investor perception study for AI search that checks what ChatGPT, Google AI Overviews, Google AI Mode and Microsoft Copilot tell investors about a public company.

MS House’s Investor Answer Audit is a service that audits AI chatbot answers about a company’s earnings. Within 48 hours, it asks the questions real investors ask about the company, generated for that company by a prediction model, and checks each answer against Form 8-K exhibits and the latest 10-Q or 10-K on SEC EDGAR.