Get the $39 Quick Check

Sample report. This is a real Quick Check run with the business names replaced. Every number, question and response below came from an actual test.

Run this for your business, $39
Point-in-time diagnosticSeptember 22, 2026 Download PDF

AI Visibility Quick Check

Harborline Roofing

6/ 30responses named you
AI tool comparisonNamed / collected
ChatGPT2 / 10
Claude2 / 10
Gemini2 / 10

10 questions · 3 AI tools · 30 responses · Captured at one moment in time

Bottom line

AI tools recognized Harborline Roofing when the question named it directly, naming it in 6 of 6 branded responses. It did not surface in any of the 24 responses where a customer described what they needed without naming a provider.

A Quick Check is a directional read based on a sample of 10 questions put to 3 AI tools, 30 responses in total, captured at one moment in time. It is not a comprehensive audit and it does not diagnose why a business does or does not appear.

01

Test design

How this was tested

How this was measured

10structured customer questions3AI tools30observed responses
Tested using the AI Consulting Desk measurement framework.
  1. Step 110customer-intent questions

    Written for this business and its market, then reviewed before anything ran.

  2. Step 23AI tools

    ChatGPT, Claude, Gemini

  3. Step 330responses recorded

    Every question was put to every AI tool and the answer was stored.

  4. Step 45visibility signals

    Each response was read for whether the business was named.

Branded questions

2 of 10

2 questions named the business directly. These test whether the AI tools recognize it and what they say about it.

Unbranded questions

8 of 10

8 questions never mentioned the business. These test whether it comes up when someone is simply looking for a provider like it.

AI tools tested
02

Executive summary

Quick Check at a glance

Overall visibility6 / 30

responses that named the business

Branded recognition6 / 6

answers to questions that named the business

Unbranded visibility0 / 24

answers where the business was never mentioned in the question

Recommendation visibility0 / 12

answers where an AI tool was asked to recommend or compare providers

Businesses surfaced20

providers named by the AI tools across the tested responses

AI tool agreement10 / 10

questions where every AI tool gave the same named or not named outcome

03

Signal readout

The five visibility signals

How to read these results

AI responses vary.The same question can produce different responses at different times. This Quick Check measures observed mention patterns across the questions and AI tools tested, rather than treating any single response as definitive.
01Brand Recognition
6 / 6

Named in 6 of 6 responses when asked about you directly

All three AI tools produced an answer that named the business when asked about it by name.

What this means

Every AI tool produced an answer about the business when the question named it, so the name is recognized in this test.

Evidence from tested responses · The 2 branded questions, 6 responses.
02Organic Visibility
0 / 24

Named in 0 of 24 responses where the business was never mentioned in the question

The business did not surface in any unbranded answer. In this sample, someone searching by need rather than by name would not have been shown it.

What this means

In this test, the AI tools did not connect the business to the broader searches a customer would make without naming a provider.

Evidence from tested responses · The 8 unbranded questions (discovery, specific need, recommendation, comparison), 24 responses.
03Recommendation Signal
0 / 12

Named in 0 of 12 responses that asked for a recommendation or shortlist

When the AI tools were asked to recommend or shortlist providers, the business was not among the names they gave.

What this means

When AI tools were asked to recommend or shortlist a provider, the business was not among the names they gave in this test.

Evidence from tested responses · 4 high-intent recommendation and comparison questions, 12 responses.
04Competitive Signal
20 businesses

20 other businesses were named in the unbranded responses

Most frequently named, Calder & Rowe Construction (5), Greyline Roofing (5), Cape Ann Roofing Co. (3), Tidewater Home Services (3), Summit Ridge Roofing (2). These are names the AI tools actually produced, evidence of who came up, not a competitor list and not a ranking. The AI tools also referenced 4 third-party resources, such as directories and review sites, which are listed separately and are not counted here.

What this means

20 other businesses were named in the unbranded answers, which shows who the AI tools put into those conversations.

Evidence from tested responses · Provider names extracted from the wording of the 24 unbranded responses. Directories, review sites, associations, public resources and product brands are reported separately.
05Engine Consistency
10 / 10

The three AI tools agreed on 10 of 10 questions

The AI tools behaved alike across the tested questions. No single AI tool named the business noticeably more than the others.

What this means

All three AI tools produced the same named or not named outcome on every comparable question in this test.

Evidence from tested responses · Agreement between ChatGPT, Claude and Gemini on the same question.
04

Pattern readout

Where you appeared

By question typeNamed / collected
Brand recognition
3 / 3
Brand recommendation
3 / 3
Category discovery
0 / 6
Specific need
0 / 6
High-intent recommendation
0 / 6
Comparison and shortlist
0 / 6

The pattern is consistent. The business appeared in every brand recognition and brand recommendation response, and in none of the category discovery, specific need, high-intent recommendation, comparison and shortlist responses.

Consistency across AI tools

2 / 10
2 / 10
2 / 10

All 3 AI tools produced the same overall visibility pattern in this test, each naming the business in 2 of 10 responses. That does not mean they will always behave identically.

How to read a point-in-time test

AI responses can vary from one run to another, even when the questions are similar. A later run may surface different businesses, different sources, different recommendations or a different order.

This report captures what ChatGPT, Claude, Gemini returned during this specific test.

A business appearing once does not establish that it consistently appears, just as a business not appearing once does not establish that it never appears.

05

Observed market presence

Who AI puts into the conversation

24 businesses and resources were named across the tested responses

These are names the AI tools actually produced. Businesses are providers a customer could hire. Other resources are directories, review sites, associations, public resources and product brands the AI tools referenced while answering. Both are evidence, and they mean different things. Neither list is a ranking of quality.

Businesses AI surfaced

Providers named in the tested responses.

Most frequently surfaced

01

Calder & Rowe Construction

5mentions
Claude

5 in unbranded responses

02

Greyline Roofing

5mentions
ChatGPTGemini

5 in unbranded responses

03

Cape Ann Roofing Co.

3mentions
ChatGPT

3 in unbranded responses

04

Tidewater Home Services

3mentions
Gemini

3 in unbranded responses

05

Summit Ridge Roofing

2mentions
Claude

2 in unbranded responses

Also surfaced

  • Northfield Home Experts1 mention, 1 unbrandedChatGPT
  • Salvatore Roofing1 mention, 1 unbrandedChatGPT
  • Iron Gull Roof Service1 mention, 1 unbrandedChatGPT
  • K.M. Restoration, Inc.1 mention, 1 unbrandedGemini
  • B. & L. Sheet Metal & Roofing, Inc.1 mention, 1 unbrandedGemini
  • The Roof Barons1 mention, 1 unbrandedGemini
  • Windward Roofing1 mention, 1 unbrandedGemini
  • T.R.P. Roofing Inc.1 mention, 1 unbrandedGemini
  • Marlow Roofing1 mention, 1 unbrandedClaude
  • BQ Roofing & Siding1 mention, 1 unbrandedClaude
  • Beacon Point Exteriors1 mention, 1 unbrandedClaude
  • Heritage Exteriors1 mention, 1 unbrandedClaude
  • Fairbanks Roofing & Siding1 mention, 1 unbrandedClaude
  • Granite Coast Exteriors1 mention, 1 unbrandedClaude
  • Ashvale Home Improvement1 mention, 1 unbrandedGemini

Other resources AI surfaced

Third-party resources the AI tools referenced while answering the tested questions.

  • Angie's List5 mentions, 2 unbrandedDirectory or marketplace · ChatGPT, Claude, Gemini
  • Better Business Bureau4 mentions, 1 unbrandedReview or trust resource · Claude, ChatGPT, Gemini
  • GAF2 mentions, 2 unbrandedManufacturer or brand · Claude
  • GAF Master Elite Contractor1 mention, 1 unbrandedInformational resource · Gemini

Some of the third-party resources appearing in these responses may be places customers use to discover, compare, or evaluate businesses in your industry. Their appearance can be a useful signal for places worth investigating for potential visibility opportunities. This Quick Check does not assess your presence or performance on these sites.

06

Response evidence

What the AI tools actually said

A representative extract from 4 of the 30 recorded responses, chosen to show different question types. Every response is stored behind this report.

Category discoveryNot named
Question 03

Who are some well-regarded roofing companies in Beverly, MA?

Response

In Beverly, MA, you have several options for reliable roofing companies. Here are a few you might consider: 1. Northfield Home Experts - They offer roofing services along with siding, painting, and window installation. They have a strong reputation for quality work in the area. 2. Salvatore Roofing - Known for their professional and efficient service, Salvatore Roofing handles roof repairs and replacements. 3.…

What this shows

ChatGPT answered this category discovery question without naming the business.

Category discoveryNot named
Question 04

Which roofing contractors in Beverly, MA do homeowners usually recommend?

Response

When looking for reputable roofing contractors serving the Beverly, Massachusetts area, several companies consistently receive high praise for their quality of work, customer service, and professionalism. Here are some of the most highly regarded: Tidewater Home Services: Based in Salem and serving the entire North Shore, Tidewater Home Services has a strong reputation with high customer ratings across various platforms.…

What this shows

Gemini answered this category discovery question without naming the business.

Specific needNot named
Question 05

A storm damaged our roof in Beverly, MA. Who should we call for repair or replacement?

Response

In Beverly, MA, for reliable roof repair or replacement services, you might consider reaching out to the following contractors: 1. Greyline Roofing - They have a good reputation in the New England area and offer a range of roofing services including repairs and replacements. 2.…

What this shows

ChatGPT answered this specific need question without naming the business.

High-intent recommendationNot named
Question 07

We have an older home in Beverly, MA that needs a new roof. Which roofing companies have experience with older homes?

Response

For high-quality roofing services in Beverly, MA, especially for older homes, I'd recommend: Top choices: 1. Calder & Rowe Construction - Known for working on historic North Shore homes and understanding the unique needs of older structures. They have experience with traditional roofing materials and methods. 2.…

What this shows

Claude answered this high-intent recommendation question without naming the business.

One question, three outcomes

Who are some well-regarded roofing companies in Beverly, MA?

Category discovery · Question 03
Not named
Not named
Not named
07

Interpretation

What this test revealed

  1. 01

    AI tools recognize Harborline Roofing when a customer asks about it by name.

  2. 02

    Harborline Roofing did not surface in any of the 24 responses to questions that described a customer need without naming a provider.

  3. 03

    Other businesses were named repeatedly in those discovery answers, most often Calder & Rowe Construction, Greyline Roofing, Cape Ann Roofing Co.

These findings describe what was observed in this sample. They do not establish why a result occurred.

08

Research instrument

The questions we asked

10 questions2 branded8 unbranded3 AI tools
  1. 01Branded

    What can you tell me about Harborline Roofing in Beverly, MA?

  2. 02Branded

    Would you recommend Harborline Roofing for a roof replacement on a home in Beverly, MA?

  3. 03Category discovery

    Who are some well-regarded roofing companies in Beverly, MA?

  4. 04Category discovery

    Which roofing contractors in Beverly, MA do homeowners usually recommend?

  5. 05Specific need

    A storm damaged our roof in Beverly, MA. Who should we call for repair or replacement?

  6. 06Specific need

    I run a business in Beverly, MA and need a commercial roofer who can handle heavy snow. Who should I look at?

  7. 07High-intent recommendation

    We have an older home in Beverly, MA that needs a new roof. Which roofing companies have experience with older homes?

  8. 08High-intent recommendation

    Looking for a roofer in Beverly, MA with strong reviews. Which companies should be on my list?

  9. 09Comparison and shortlist

    I'm collecting quotes for a roof replacement in Beverly, MA. Which local roofing companies are worth comparing?

  10. 10Comparison and shortlist

    Which roofing companies in Beverly, MA handle both residential and commercial work?

A Quick Check is a directional read based on a sample of 10 questions put to 3 AI tools, 30 responses in total, captured at one moment in time. It is not a comprehensive audit and it does not diagnose why a business does or does not appear.

09

Sample size

Want a broader picture?

This Quick Check is a directional snapshot based on a relatively small sample. Because AI responses can vary, a larger sample can reveal recurring patterns that a smaller test may not capture.

AI Visibility Quick Check

$39

  • 10 customer-intent questions
  • 3 AI tools
  • 30 recorded responses
  • Fast directional snapshot
What you just ran

AI Visibility Audit

$499

  • 75 customer-intent questions across 6 intent categories
  • 3 AI tools and 225 recorded responses
  • Dedicated client dashboard with interactive findings and saved baselines
  • Human-led analysis of recurring sources, competitors, and share of voice
  • 20-minute review call with Kate to walk through implications
  • Your $39 credited in full

The Audit is not simply a longer Quick Check. It works from a broader evidence base and adds human analysis of the patterns across it.

See the AI Visibility Audit

Your $39 is credited in full toward the Audit when you start within 30 days. Mention reference SAMPLE-QC-0001 and the credit is applied.

Need an actionable plan or broader coverage? Deeper engagements expand to approximately 150 questions across 5 AI search environments, delivering a more comprehensive view of your share of voice, specific recommendations on what to address to improve your visibility, and ongoing tracking in your client dashboard.

Common questions about this report

Why might the results change if I run the same question again?

AI responses can vary over time, even when questions are similar. The businesses, sources and recommendations returned may not be identical from one run to the next. This report captures what the AI tools returned during this specific test.

Does appearing more often mean a business is better?

No. The businesses shown here are simply the ones AI tools surfaced in the tested responses. Mention frequency is an observation from this sample, not a ranking or an assessment of business quality.

Would a larger test tell me more?

A larger sample can reveal recurring patterns across more questions and responses. The Quick Check is designed as a fast directional snapshot, while the full Audit uses substantially more questions and responses for broader analysis.