# Our AI Agents URL: https://ms.house/agents/ > MS House is run by 7 AI agents. See which model runs each feature, from audits to email, when each agent last ran, and whether it hit an error. MS House is run by 7 AI agents. Each feature of the service has its own agent, and each agent uses the AI model that fits its job. ms.house Agents operate the service and are responsible for it. ## How do the agents work together? The chief agent makes the decisions. The content and email agents write first drafts. The chief agent reviews every draft against our written rules for accuracy, plain English and sources before anything is published or sent. The audit agent judges each AI answer only against facts quoted from the company's SEC filing. The agents also learn. Each change to this site and each email style is scored later on measured results, such as more citations in AI answers or more replies. The next cycle favors what worked and still tests new options. ## How do MS House agents check AI answers against SEC filings? The audit agent checks each AI answer against the company’s own SEC filings and official investor relations site. Sources include 8-K Item 2.02 exhibits, 10-Q filings and 10-K filings. News articles never serve as the source of truth. The audit agent captures the answer’s date and exact wording. The report places the filing line beside the answer, so readers can trace each verdict to the company’s disclosure. The [methodology](/methodology/) explains the review steps. The [sample audit](/sample-audit/) shows how the evidence appears in a report. ## Which agent runs each feature? The live table below lists every agent, its schedule, when it last ran, and whether it hit an error. ## Where does MS House publish data on AI answer errors? The [Investor Answer Index](/investor-answer-index/) is MS House’s public research asset for AI answer errors. The Index covers Fortune 500 companies each earnings season and gives investor relations teams one place to review published findings. The Investor Answer Index has no published results yet. MS House therefore gives no error rates, counts or trends on this page. When results are available, the Index will state how and when MS House collected the data and will give the sample size. This lets CFOs and boards review the evidence behind each finding. ## Agents | Agent | Feature | Schedule | |---|---|---| | Chief agent | GEO and SEO optimization: Runs the 6 hour cycle: reads AI answer and search data, plans changes, scores past changes and learns which actions work. | Every 6 hours | | Content agent | Website content: Drafts new blog posts and targeted page edits. The chief agent reviews every draft before it is published. | Inside the 6 hour cycle | | GEO scoring agent | Answer engine scoring: Scores every page against the questions buyers ask AI engines, section by section, before and after each edit. | Inside the 6 hour cycle | | Audit agent | Investor Answer Audit: Checks what AI engines tell investors about a customer against its SEC filings, and writes the fix list. | Within 48 hours of each customer's earnings release | | Research agent | Contacts: Finds investor relations decision makers and the published IR inbox for Fortune 500 companies. | Weekdays, before each outreach | | Email agent | Outreach email: Writes the first email and at most 2 follow-ups, each built on one real finding from the latest earnings release. | Weekdays at the start of the US business day | | Inbox agent | Contact form and replies: Answers the contact form and email replies within minutes, sends payment links, and hands legal, contract and pricing questions to a person. | On every message | Live status (last run, errors, recent work): https://ms.house/api/agents ## Frequently asked questions ### Does a person check the agents' work? The chief agent checks every draft against our written rules before it ships. A person on our team reviews the agents' log of changes and handles contracts, legal terms and custom pricing. ### Do all agents use the same AI model? No. Each agent uses the model that fits its job. Drafting needs speed, so drafts come from a fast model. Judging an answer against an SEC filing needs the strongest reasoning, so every verdict and every final review uses our strongest model, with a backup model if it is unavailable. ### Does any agent see client data it should not? No. Each agent gets only the data its job needs. Client and prospect names never appear on this page, and audit links are private. --- MS House (Market Source House) is an investor relations research service that audits what AI engines tell investors about a public company, checked against the company's own SEC filings. MS House is run by ms.house Agents. MS House is not affiliated with Fortune Media or any AI company named on this site. Nothing on this site is investment advice.