AI Visibility

See if AI recommends your business.

Rule & Form asks the questions your customers ask ChatGPT and Gemini, then shows whether your business appears, who shows up instead, and what the answers were based on.

AI VisibilityLatest scan · Today
Buyer questions tracked20
Recommended8
Not recommended9
Unavailable3
Who do you recommend for emergency plumbing in Abilene, Texas?Recommended
Who installs tankless water heaters in Abilene?Not recommended
Best plumber for a sewer line replacement in Abilene?Recommended

How it works

Three steps. That is basically it.

01

We ask.

We build real buying questions around what your business does and where you work.

02

We measure.

We run those questions through supported AI systems and record what actually happens.

03

You see the result.

See recommendations, competitors, sources, and the patterns that deserve attention.

Simple to use. Serious underneath.

Simple to use.
Serious underneath.

AI answers change. A mention is not always a recommendation. A failed response is not the same as being absent. And two scans are not always comparable.

Rule & Form keeps those differences intact so the result means something.

AI Visibility

Results you can actually inspect.

Every result starts with the actual answer returned by the AI system. A metric should never be a black box.

The answer behind the number

See exactly what happened.

Open a measurement and see the question, the engine, the response, whether your business was identified, and how Rule & Form interpreted it.

Answer behind the numberQuestion 08 · ChatGPT

Who do you recommend for emergency plumbing in Abilene, Texas?

ChatGPTRecommended

“Ridgeline Plumbing was recommended for emergency service in Abilene.”

GeminiNot recommended

“No clear recommendation for Ridgeline Plumbing in this answer.”

Repeated measurement

One AI response should not define your visibility.

AI systems can answer the same question differently from one run to the next.

Rule & Form checks questions repeatedly and only treats a measurement as usable when enough valid evidence exists.

Variability is part of the measurement, not something we hide.

Measurement coverage

A failed check is not counted against you.

Sometimes an AI system does not return usable evidence.

Rule & Form keeps unavailable measurements separate from genuine non-recommendations, so missing data cannot quietly become a bad result.

Measurement coverage20 questions
17 of 20questions evaluable
Recommended 12Not recommended 5Unavailable 3

Questions

Measure the questions that actually matter to your business.

Rule & Form builds buyer questions from your established services and market. The business comes first. The measurement is built from it.

Buyer questions

Measure what customers really ask.

Who do you recommend for emergency plumbing in Abilene, Texas?

Who installs tankless water heaters in Abilene?

Best plumber for a sewer line replacement in Abilene?

Question management

See what is being measured. Change it when you need to.

Customers can review the questions Rule & Form tracks, add questions, disable ones that do not matter, and keep the panel aligned with the business.

Once a scan begins, the measurement inputs are preserved so the result can be reproduced and understood later.

Market grounding

The market is part of the question.

AI systems do not all expose location in the same way. Rule & Form makes the service market explicit in the buyer question itself, so the scan measures the city and market the business actually serves.

We do not pretend “near me” is a precise measurement when the underlying system cannot prove what “near” means.

Competitors

See who gets recommended when you do not.

Rule & Form records the other businesses that appear across the same buyer questions you are tracking.

Recommendation space

See the businesses around your services and market.

That makes it possible to see which competitors repeatedly occupy the recommendation space around your business.

Recommendation space20 questions
Emergency plumbingYou · RecommendedABC Plumbing · RecommendedWest Texas Plumbing · Recommended
Tankless water heatersYou · Not recommendedABC Plumbing · RecommendedWest Texas Plumbing · Not recommended

Recommendation detection

Being named is not the same as being recommended.

AI answers can mention a business in several ways. It may recommend it, list it as an alternative, compare it with another company, mention it incidentally, or speak negatively about it.

Rule & Form keeps those states separate.

Visibility is more useful when every appearance does not get counted as a win.

Position

No made-up rankings.

Some answers clearly rank businesses. Others do not. Rule & Form only assigns a position when the answer itself supports a defensible order.

Precision is useful only when it is earned.

Recommendation share

See the space you actually occupy.

Individual answers are useful. Patterns across many questions are more useful.

Rule & Form can aggregate recommendation activity across the measured question set so you can see which businesses repeatedly appear and where your own business is winning or missing.

Recommended on 8 of 20 measured questions.

Sources

See what appeared behind the answer.

AI recommendations do not appear in a vacuum. Rule & Form records the websites and other sources that appear with tracked answers, including your own site, directories, listings, and review platforms when the provider exposes them.

Sources observed

See what AI was reading.

Source patterns help you understand which places are shaping the answers your business does and does not appear in.

Sources observed across this scan18 distinct sources
ridgelineplumbing.com6 answers
Google Business Profile11 answers
Yelp8 answers
Angi5 answers

Source evidence

Appearing with an answer and being explicitly cited are not always the same thing.

Different AI systems expose source information differently. Rule & Form preserves that distinction rather than collapsing every source signal into the same bucket.

Unknown is a real state.

Evidence trail

Every claim should lead back to the answer that produced it.

Rule & Form keeps the original provider evidence before creating summaries, metrics, or Findings.

That means a published result can be inspected against the underlying answer rather than relying on a loose explanation generated later.

Findings

See what keeps happening.

A single answer can be noise. Rule & Form looks across the scan for repeated, evidence-backed patterns that deserve attention.

Evidence-backed observations

Findings turn a scan into something you can investigate.

Your website appeared as a source in 2 of 18 evaluable answers.

A competitor was recommended across 11 questions where your business was absent.

Review platforms appeared frequently in answers for emergency plumbing questions.

FindingEvidence-backed observation

Competitor appeared across 13 measured answers

Evidence13 supporting observations

No invented causality

We stop where the evidence stops.

If Yelp appears across answers where a competitor is recommended, Rule & Form can prove that pattern.

It cannot honestly claim that getting listed on Yelp will cause your AI visibility to improve unless the evidence supports that conclusion.

We would rather tell you what we know than make up why it happened.

History

See what changed over time.

Each published scan becomes part of the business’s measurement history. When the same measurement can be compared fairly, Rule & Form can show movement across recommendation activity, competitors, sources, and Findings.

Measurement historyComparable scans
August scanRecommended on 7 questions
September scanRecommended on 10 questions
+3 questions

Measurement integrity

Sometimes the honest trend line is no trend line.

If the tracked questions materially change, Rule & Form does not pretend the new scan is identical to the old one.

A clean chart is not more important than a truthful one.

Why Rule & Form built it this way

AI visibility is easy to check badly.

You can ask ChatGPT a question, copy the answer into a spreadsheet, and call that a visibility report.

The hard part is deciding what was actually measured. Did the AI recommend the business or merely mention it? Did the response fail, or was the business genuinely absent? Were the same questions measured last month?

Rule & Form was built around those distinctions. That is what turns a collection of AI answers into a measurement system.

The system underneath

What Rule & Form measures.

What you seeWhat Rule & Form keeps straight underneath
Real buyer questionsQuestions grounded in your services and market
ChatGPT and Gemini resultsThe same measurement panel evaluated across supported AI systems
Repeated checksOne unusual response does not automatically become the result
RecommendationsRecommendation is separated from mentions, comparisons, alternatives, and absence
CompetitorsOther businesses observed across the same measured questions
PositionShown only when the answer supports a defensible order
SourcesSource evidence preserved without pretending every signal means the same thing
EvidencePublished claims remain traceable to the underlying answer
CoverageFailed or unusable measurements stay separate from genuine misses
HistoryPrevious scans remain inspectable
Trend comparisonsChanges are shown only when the measurement remains comparable
FindingsRepeated evidence is compiled into bounded observations without invented causality

AI Visibility

Know where your business stands when customers ask AI who to hire.

See the questions, answers, competitors, sources, and Findings behind your visibility.