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What is a good AI reputation score?

May 20, 20266 min read

Every business that runs an AI reputation scan ends up staring at a single number between 0 and 10. The number is useful, but only if you know what it actually represents and what each band feels like in the real world. This is the guide we wish every customer read before opening their first report.

01Why a single number is worth having

Reputation is multidimensional. The single composite score is not the whole truth — it is a compressed summary designed to give you an instant read on whether you have a problem and how urgent it is. Think of it the way a doctor uses a blood pressure number. It does not tell you everything, but it tells you immediately whether you need to keep reading or close the tab and move on.

MirrorAI's composite score is a weighted average of five per-engine scores. You can read the full math on our methodology page. The short version is that each engine is graded 0–10 across four dimensions — recognition, accuracy, completeness, and citation quality — and the composite is the weighted blend of those.

02The five bands, in plain English

We use five bands to translate the number into an intuition. Each band corresponds to a different experience for your buyers when they ask AI about you.

030.0 to 2.0 — Invisible

If your score is in this band, AI tools effectively do not know you exist. Buyers asking about you get a flat "I don't have information" or, worse, get redirected to a competitor. This is the worst place to be because you are losing buyers and you never know it happened. There is no comment thread to monitor, no review to respond to. Just silence.

The good news: every move you make from this band is leverage. A single mention in an industry publication, one Schema.org block on your site, one well-written About page can move you 1–2 points within weeks.

042.1 to 4.0 — Critical

This band means the AI has fragments of information about you, often inaccurate. Wrong city. Wrong specialty. Services you stopped offering two years ago. The model speaks with confidence on top of bad data, which is more damaging than knowing nothing — because the buyer reads a wrong answer and walks away thinking it was right.

If you are here, the priority is flooding the channels the AI trusts with current, correct information. The AI is not going to retract what it knows. It will only update when newer, stronger signals override the old ones. This usually means a refreshed website with Schema.org, current bios across LinkedIn and Google Business, and at least one or two recent third-party mentions.

054.1 to 6.0 — Moderate

The most common band, and the most deceptive. You are recognized. The basic facts are right. But the answer is partial, hedged, and rarely persuasive. The buyer reads it, gets a lukewarm impression, and thinks "OK, maybe" — which usually loses to "definitely yes" elsewhere.

Moderate is dangerous because it feels acceptable. The score is not embarrassing. But every buyer who asked about you got a mediocre answer about you, and mediocre answers convert badly. The work to escape this band is mostly about completeness and specificity. Named services, named outcomes, named clients (with permission). Numbers, not adjectives.

066.1 to 8.0 — Strong

You are well-represented across most engines. The answers about you are accurate, complete, and confident. Buyers come away with a clear, mostly-positive picture and a reason to contact you. This is the band most professional service businesses can realistically reach within 90–180 days of focused work.

If you are here, the marginal work shifts. You are no longer fixing problems; you are extending an advantage. The leverage moves to high-authority external mentions, original research, and content that other people in your industry will cite. Small wins now translate to small score increases, but they compound.

078.1 to 10.0 — Authority

The rare top band. AI tools consistently name you first when buyers ask about your category. Answers include accurate detail, credible citations, and an implicit endorsement. This is what global brands and well-known niche leaders look like inside AI assistants.

Getting here usually takes years of consistent visibility, multiple Wikipedia-class mentions, a clean and unique brand identity, and active monitoring to catch and fix drift before it spreads. You do not stumble into authority. You build it deliberately.

08How to set a realistic target

Most professionals we work with start somewhere between 2 and 5. With our $49 Setup package, the typical lift is 1-3 points on the composite score within 30-60 days — enough to move out of the "Critical" or "Moderate" bands but not into "Authority." Reaching a 7 within a few months is a realistic target if you also commit to the manual work (Crunchbase, LinkedIn, mentions in directories). Getting to 9 or 10 depends on sustained PR and high-authority citations that take six to twelve months to compound. We say this up front so you can pick the target that matches your timeline and budget.

Your target also depends on your stage. A solo consultant aiming for a regional clientele needs different signals than a SaaS company aiming for global recognition. Both can succeed, but the playbooks differ. Our 7-step improvement guide walks through the specific moves that map to each band.

09What the score does not tell you

One last thing worth saying clearly. A high AI reputation score does not mean every individual buyer reads a perfect answer about you. AI assistants vary. Queries vary. Some engines like Perplexity will sometimes show "no information" even when other engines describe you in detail. The score is an average. The right way to use it is as a directional signal — am I improving over time, am I losing ground, am I in the band that matches my ambition?

If you have not run your scan yet, the free preview is the cheapest way to see where you actually are. Most people are surprised. A few in both directions.

Curious what AI tools say about YOU?

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