AI reputation monitoring for companies

What does AI say about my company?

The honest answer is that most companies do not know, because the conversation happens inside a chat window they never see. Someone asks ChatGPT "is [your company] a good vendor?" or Gemini "is [your company] a good place to work?" and acts on the reply. Saidly, built by Woodfire Digital, LLC, runs those questions for you across all four assistants with live web access on, then turns the replies into a sentiment score per model, a representative quote, the recurring themes, and the sources each model cited. You see what the AI is telling people, in the AI's own words.

What is AI reputation monitoring?

AI reputation monitoring is tracking what AI assistants say about your organization to the audiences that matter, not just about a single product. Company reputation is broader than a product listing. It covers whether the assistant calls you trustworthy, financially stable, well run, ethical, and worth working with or for. Saidly measures that org-level perception across Claude, ChatGPT, Gemini, and Grok and tracks how it moves over time.

If you sell one specific product and want to track how the AI describes and recommends it, that is a related but narrower job covered on product and brand monitoring. This page is about the whole organization: the name on the door, the leadership, the culture, and the public story.

Who reads what AI says about your company?

Company reputation in AI answers reaches four audiences who used to start with a search engine and now start with a chatbot:

Customers and prospects

Buyers ask an assistant whether you are reputable, reliable, and a safe choice before they request a demo or sign a contract. A cold or wrong answer ends the deal before sales ever hears about it.

Press and analysts

Reporters and analysts increasingly use assistants to get up to speed on a company fast. The framing the model gives them can shape the angle of a story.

Partners and investors

People evaluating a partnership, an acquisition, or an investment run quick due-diligence questions through AI. You want the answer to be current and accurate.

Job candidates

Candidates ask "what is it like to work at [your company]?" The assistant's reply, drawn from reviews and forum threads, influences whether strong people apply.

How do I track my company's reputation across AI assistants?

Add your company as a tracked name in Saidly, choose your cadence, and let it run. On schedule, Saidly asks each of the four models about your organization the way a real customer, reporter, or candidate would, then reads and scores every answer. You also get an on-demand button for the moments that matter, like an announcement, a leadership change, or a news cycle you want to watch in real time.

Each report on your company gives you:

• A per-model sentiment score from 0 to 100 for Claude, ChatGPT, Gemini, and Grok, so you can see if one assistant is warmer or colder than the rest.
• A representative quote per model, the actual sentence the AI used to describe your company.
• Recurring themes across the answers, the reputation drivers and the objections that keep coming up.
• The sources each model cited, so you know which articles, reviews, and threads are shaping the answer.
• Your share of voice against peers when someone asks the AI to compare companies in your space.

You can also track the people who carry your company's reputation, like founders and executives, on the personal brand monitoring page.

Can Saidly help me catch and correct misinformation?

Yes, and this is where org-level monitoring earns its place. Assistants sometimes repeat an outdated claim, a stale headline, a confused fact, or a complaint that was resolved years ago. Because Saidly shows the exact quote each model used and the sources it cited, you see the wrong claim in the report and you see which source is driving it.

Watching all four assistants matters here. A claim can be corrected in one model's answer while another still repeats it, because the models read different sources and update at different speeds. To understand how scoring and sources work under the hood, see the AI visibility monitoring guide, and for a worked example of an answer broken down, see what ChatGPT says about my brand.

How is this different from social listening or PR clipping?

Social listening tracks what people post on social platforms. PR clipping tracks where you are mentioned in the news. AI reputation monitoring tracks what the assistant tells a person directly when they ask about your company, which is increasingly the only thing that person reads. The three measure different surfaces.

For the underlying idea, see AI brand sentiment. For the head-to-head view against peers, see competitor share of voice.

How much does it cost?

Saidly is flat public pricing with no quote-gating: Starter $2.99/mo, Pro $13.99/mo, Business $49.99/mo, plus a custom Enterprise tier. The 30-day free trial needs no credit card. Pro and Business unlock two advanced lenses: model-only, what the model believes about your company without the web, and compare, which shows the gap between that built-in view and the live web. For reputation work, the gap tells you whether a correction or a piece of good news has actually reached the models yet.

How do scheduled reputation reports work?

Pick monthly, weekly, or daily depending on your plan, and set a custom schedule that fits how closely you watch your reputation. Reports land in your inbox and stay in your dashboard, so the comms, PR, and recruiting teams who need them get a steady record instead of a one-time check. You can pause a name and reactivate it later, for example running daily during a news cycle and dropping back to weekly once it passes. Common questions are answered in the FAQ, and you can preview the format in the sample report.