How AI assistants choose who to recommend for roof inspection
We asked ChatGPT, Claude and Google AI Mode for roof inspection recommendations 326 times. Here is what they checked before naming a company, and what your page needs to say.
The short answer
AI assistants recommend a company for roof inspection when its own pages let them confirm that it serves the customer’s town or ZIP code, when it can schedule the job, that it does this exact job and how to reach a person. If any of that is missing, or contradicts the company’s other listings, the assistant has an easy reason to name someone else.
- What people actually asked
- What your roof inspection page has to explain
- What the assistants checked before recommending anyone
- Your roof inspection page checklist
- Questions owners ask
- How we got these numbers
- See it on your own website
What people actually asked
We asked for roof inspection in three different ways. Here is each one, word for word, with how many of the 326 answers it produced between September 3 and October 13, 2026:
- “Roof inspection near me — I'm in 33772. Who do you recommend?”111 answers
- “Who should I call for roof inspection in Palm Harbor, FL 34683?”111 answers
- “Looking for someone to do roof inspection in Largo, FL 33770 before the end of the month. Any recommendations?”104 answers, asked with five different timings: before the end of the month, next month, sometime this month, in the next few weeks and in two weeks
Together, the 326 answers covered eight towns in Pinellas County: Clearwater, Dunedin, Palm Harbor, Pinellas Park, Seminole, St. Petersburg, Largo and Tarpon Springs. Each town came up in 40 to 41 answers. By assistant: ChatGPT 136, Claude 118 and Google AI Mode 72.
Customers also call this “free roof inspection”, “roof evaluation” or “roof assessment”. Our research used set wordings; real customers phrase it more loosely, so use those words on the page too.
The question underneath all of them
“What will you inspect and what written findings will I receive?” A general inspection, a leak investigation and a report for another party are different requests. Answer it in the first lines of your roof inspection page, in the customer’s words, before asking them to call or book.
What your roof inspection page has to explain
Saying you offer roof inspection doesn’t answer that question. The detail customers and assistants are looking for is what access is needed and whether follow-up work is separately quoted.
The proof that helps most is a redacted report with its inspection scope and limitations. Describe your role and what was actually done, using real examples you have permission to show.
Inspection, temporary protection, permanent repair and replacement are distinct decisions. Material experience and the scope of the proposal matter; a weather event alone does not establish damage to an individual roof.
What the assistants checked before recommending anyone
In July and August 2026 we recorded why assistants included or left out each business they considered, across eight trades. These are the checks that matter most for roof inspection, how often each one cost a business its place, and what the assistants said.
Where the assistants sent people
Each answer linked to the pages the assistant relied on. Of the 254 ChatGPT and Claude answers about roof inspection, this is how many linked at least once to each kind of site:
- A contractor’s own website: 97% (247 answers)
- A directory or review site such as Yelp, Angi or the BBB: 67% (169 answers)
- An official license lookup: 9% (24 answers)
- A manufacturer or home-improvement guide: 3% (7 answers)
- A Google search or Maps page: 1% (3 answers)
A contractor’s own website was the page linked most often, so your site is usually what the customer is sent to read.
Google AI Mode works differently. In 85% of its 72 answers, the links opened Google’s own listing for a business rather than a website. There, your Google Business Profile is the page the customer sees, so it needs the same facts as your site.
Do you serve the customer’s town or ZIP code?
Assistants compared the service area with the exact place in the question. A page that names the town or lists the ZIP code settles it. “The Tampa Bay area and surrounding communities” leaves it open.
In our July–August study, assistants weighed whether the business clearly served the area asked about in 554 conversations, and it was the reason a business was left out in 350 of them.
Can you schedule the job when the customer needs it?
Assistants weighed timing more often than anything else in our study. For planned work they read what a company says about lead times and scheduling, and they noticed when that was vague or contradicted somewhere else.
In our July–August study, assistants weighed how quickly a company could come out in 657 conversations, and it was the reason a business was left out in 185 of them.
I found less clear first-party information about its roof-only service and scheduling.
Do you do this exact job?
Assistants looked for evidence that a company does the specific job asked about, not just the trade. A line in a services list is weaker evidence than a page that explains the job.
In our July–August study, assistants weighed whether the company specialized in the job asked about in 440 conversations, and it was the reason a business was left out in 184 of them.
Can the customer reach a person?
Assistants favored a direct local number answered by a person, and passed over companies whose number they couldn’t confirm.
In our July–August study, assistants weighed whether there was a direct number a person answers in 290 conversations, and it was the reason a business was left out in 147 of them.
Will you diagnose before selling a replacement?
Assistants gave credit to companies that said they find the fault first and recommend replacement only when repair doesn’t make sense, and to reviews that mentioned honest advice.
In our July–August study, assistants weighed diagnosing before recommending a replacement in 128 conversations, and it was the reason a business was left out in 19 of them.
What will the job cost?
Published prices, flat fees and clear quote terms came up in hundreds of conversations. Assistants passed clear statements straight on to the customer.
In our July–August study, assistants weighed published prices, flat fees or a stated diagnostic charge in 366 conversations, and it was the reason a business was left out in 49 of them.
I used its market-pricing information, but didn’t independently vet it sufficiently as a contractor for the short list.
Other things the assistants weighed
- What do recent customers say? Review count and star rating came up constantly.
- Is your license current, and can it be checked? A license number on your own site is a claim.
- Do your details match everywhere? Assistants compared the business name, phone, address and hours across the website, Google and directories.
- Who runs the business, and for how long? Local or family ownership and years in business came up in hundreds of conversations but seldom decided the answer on their own.
- What else vouches for you? BBB ratings, accreditation, awards and local mentions came up as supporting detail, rarely as the deciding reason.
- Can the assistant find and read your page? Assistants work from what their searches turn up and what they can read.
- Will the customer reach you, or a middleman? Assistants told the company doing the work apart from referral networks and lead-generation sites, and preferred the company doing the work.
- Can you show the work? Project examples, inspection notes and before-and-after records helped assistants confirm a company does the job, provided they describe what was found and done.
Your roof inspection page checklist
Work through this list on the page itself. Each item answers one of the checks above.
- Use “roof inspection”, “free roof inspection” or “roof evaluation” in the page title, the main heading and the first paragraph.
- Answer “What will you inspect and what written findings will I receive?” in the first two sentences.
- Explain what access is needed and whether follow-up work is separately quoted.
- Show a redacted report with its inspection scope and limitations.
- List the towns and ZIP codes you actually serve, and tell a customer outside them how to check.
- Say how far ahead you are booking, how long the job takes and how the customer gets a confirmed date.
- Give the job its own explanation: what you do, which equipment or property types, and what you don’t take on.
- Put a working phone number at the top of the page and say who answers it, including after hours.
- Explain how you diagnose the problem and how you present repair against replacement.
- Say what a quote includes, what could change it and when the customer approves extra work.
Going further: let assistants see real openings
For planned work like roof inspection, a useful opening says whether it is for an assessment or the job itself, and whether the customer’s address is covered.
Merchant Context builds custom integrations with scheduling software so customers and AI assistants can read your current availability. Where your system records the job type, service area, duration and crew capacity, the integration can show those details with each opening, so an assistant can match it to the request instead of guessing.
We scope each connection to the software and data you actually have. A displayed opening is not a confirmed booking: the customer still confirms through your normal booking process, and the information is only useful while it is fresh.
Source: Merchant Context: custom integrations in the AEO service · checked 2026-10-14.
Questions owners ask
Why isn’t my company recommended by AI for roof inspection?
Usually because the assistant couldn’t confirm something it needed from your pages or listings. In our study, businesses most often lost their place because the assistant couldn’t confirm that it serves the customer’s town or ZIP code, when it can schedule the job or that it does this exact job. Fix those on your roof inspection page first.
Which AI assistants did you test?
ChatGPT, Claude and Google AI Mode. Between September 3 and October 13, 2026, they answered 326 questions about roof inspection: ChatGPT 136, Claude 118, Google AI Mode 72.
Do I need a separate page for roof inspection?
If it is a real part of your business, we recommend one. It gives the assistant one place that answers the specific question, instead of a single line in a services list.
Will these changes guarantee a recommendation?
No. Nobody can promise that. These changes supply the facts assistants were looking for in our research. Whether a change moves recommendations for your business is something to measure after it goes live.
How we got these numbers
The questions and answer counts come from 326 answers we recorded from ChatGPT, Claude and Google AI Mode between September 3 and October 13, 2026, asking for roof inspection in eight towns in Pinellas County, Florida. They show what we tested, not how often real customers search.
The checks and the counts of businesses left out come from an earlier study of assistant conversations in July and August 2026, across eight trades, where we coded the reasons each assistant gave. A conversation can involve several reasons, so the counts overlap and are never added together. They show how often a reason came up, not how much it causes a recommendation, and they are not specific to this one service.
Link shares count an answer once for each kind of site it linked. Sites outside the named groups are counted as contractors’ own websites; a manual check of the 120 most-linked of them found almost all were. Google AI Mode’s links mostly carry Google’s internal ID for a business listing, so they are reported separately.
Quotes are the assistants’ own words. We only use quotes that don’t name a business.
See it on your own website
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Source: Merchant Context: the current website offer · checked 2026-10-14.
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