Who AI assistants recommend for home services in Dunedin, FL

1. What people actually asked
2. What your Dunedin page has to explain
3. What the assistants looked for before recommending anyone
4. Your Dunedin page checklist
5. Questions owners ask
6. How we got these numbers
7. See it on your own website

What people actually asked

We asked 537 different questions here between September 2 and October 14, 2026. These are the six asked most, word for word, with how many of the 5,690 answers each produced:

• “Who should I call for whole-house fan installation in Dunedin, FL 34698?”25 answers
• “Whole-house fan installation near me — I'm in Dunedin, FL. Who do you recommend?”21 answers
• “I need a full AC system replacement in Dunedin, FL 34698. I'm looking to get this done in two weeks. Who should I get quotes from?”17 answers, asked with four different timings: in two weeks, before the end of the month, next month and in the next few weeks
• “Looking for someone to do an AC tune-up in Dunedin, FL 34698 in the next few weeks. Any recommendations?”17 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
• “Electrician near me — I'm in 34698. Who do you recommend?”16 answers
• “How do I check that an electrician in Dunedin, FL actually holds a valid electrical contractor license and is insured? And which ones near me genuinely check out?”16 answers

The other 531 questions asked for other jobs or worded the request differently. All 5,690 answers were about Dunedin, in Pinellas County (ZIP codes 34697 and 34698). By assistant: ChatGPT 2,360, Claude 1,966 and Google AI Mode 1,364.

The questions covered 146 specific jobs. The most asked here, each with its own post:

• drain cleaning (52 answers)
• septic tank pumping (52 answers)
• circuit breaker replacement (51 answers)
• toilet repair (48 answers)
• whole-house fan installation (46 answers)
• air handler repair and installation (44 answers)
• thermostat repair (44 answers)
• commercial plumbing services (44 answers)

The question underneath all of them

“Which Dunedin contractor is really local, properly licensed and clear about the first-visit fee?” In all four trades, answers told Dunedin-based contractors apart from those that only listed the town, then told customers to check the license, fee and permit.

What your Dunedin page has to explain

Dunedin is one of the largest towns in this research, and its gaps look much like those of the other large towns. Assistants seldom said nobody served Dunedin. They spent more words telling local companies apart: which had a Dunedin address or office, which had a dedicated Dunedin page, and which had been in business for years. A Dunedin page should state each of those facts plainly.

In every trade, some answers warned about lead-generation sites. These pages put the town’s name on generic copy with a toll-free number and pass the request along to another company. Assistants said they left such results out or told customers to be careful. A real Dunedin contractor’s page can show what those sites lack: a street address, a local number and named services.

Some advice belonged to one trade. Plumbing answers sent customers to the City of Dunedin’s own water division for backflow and meter questions. Some electrical answers said older Dunedin homes may need panel work. Roofing answers asked for photos and papers an insurer would accept. Each trade’s Dunedin page should answer its own version of these questions.

What the assistants looked for before recommending anyone

We read all 5,690 answers to see what the assistants looked for before naming a company for home services in Dunedin, FL, what they told the customer to ask, and what they said they couldn’t find.

What the assistants told customers to ask

Most common first:

Is the contractor really based in Dunedin?

Answers in all four trades often said whether a company was Dunedin-based, had a Dunedin office or only had a page naming the town. Companies in Clearwater or Palm Harbor were still named, with a note to confirm they came to Dunedin.

36% of the answers (2,023 of 5,690) brought this up.

How long has the contractor worked here?

Dunedin answers often mentioned when a company started and whether it was family-owned. Assistants set long-running local firms beside newer listings and told customers to ask newer ones about their track record.

27% of the answers (1,532 of 5,690) brought this up.

Can a customer verify the license and the insurance policy?

Answers in every trade told customers to get the license number and look it up on the state DBPR site. Many also said to ask for a certificate of liability and workers’ comp insurance.

23% of the answers (1,294 of 5,690) brought this up.

Confirm each is licensed and insured for commercial work in Pinellas County, and ask about their guarantee/warranty terms.

Will the price be written down before work starts?

Assistants told Dunedin customers to get a written, itemized estimate before work began. They wanted it to say what was included, from parts and haul-away to the permit.

15% of the answers (860 of 5,690) brought this up.

Ask for a written estimate, confirm the electrician’s license/insurance, and ask whether a permit is needed for your exact installation.

What will it cost just to have someone come out?

For repairs in all four trades, assistants told customers to ask for the trip, service-call or diagnostic fee before anyone came out. They also asked whether that fee would be credited toward the work.

8% of the answers (482 of 5,690) brought this up.

Ask for the service-call fee and whether they can give a written estimate before starting.

Who pulls the permit?

Answers about panels, duct replacement, water heaters, repipes and roofs told customers to ask who pulls the permit. Some named the City of Dunedin and others Pinellas County as the place it comes from.

7% of the answers (381 of 5,690) brought this up.

Ask whether they pull a permit for the work — Pinellas County typically requires one for full duct replacement, and a contractor skipping that is a red flag.

What the assistants couldn’t find

In 810 of the 5,690 answers, the assistant said it couldn’t find or confirm something it needed about a company. By assistant: Claude in 755 of its 1,966, ChatGPT in 51 of its 2,360 and Google AI Mode in 4 of its 1,364. As we asked it, Claude usually says what it couldn’t confirm; ChatGPT and Google AI Mode seldom do, so these counts mostly show what Claude couldn’t find. Most often:

• A phone number or other way to reach the company: 437 answers
• Reviews it could check: 184 answers
• When the company could do the work: 124 answers
• A license or insurance it could check: 86 answers
• A price or how the job is priced: 76 answers
• Whether the company serves the customer’s town or ZIP code: 76 answers
• A warranty: 6 answers

Compared with the larger towns: Claude said it couldn’t confirm something in 755 of its 1,966 answers about Dunedin (38%), and couldn’t confirm that any company served Dunedin in 76 (4%). In the eight largest towns we studied, those figures were 40% and 4%.

In Dunedin, assistants most often could not find a phone number, then could not verify reviews or say who had an opening. These are the same gaps found in the other large towns, and a Dunedin page in any trade can answer each one.

I can’t honestly say which Dunedin plumbers “genuinely check out” without checking each business’s current license and insurance records by name/license number.

Where the assistants sent people

Each answer linked to the pages the assistant relied on. Of the 4,326 ChatGPT and Claude answers about home services in Dunedin, FL, this is how many linked at least once to each kind of site:

• A contractor’s own website: 97% (4,217 answers)
• A directory or review site such as Yelp, Angi or the BBB: 56% (2,401 answers)
• A manufacturer or home-improvement guide: 9% (380 answers)
• An official license lookup: 7% (323 answers)
• A Google search or Maps page: under 1% (33 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 73% of its 1,364 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.

The checks behind every recommendation, applied to home services in Dunedin, FL

Can you come out when the customer needs you?

Dunedin questions asked for help tonight, first thing tomorrow or before the end of the month. Assistants rarely could confirm an opening and told customers to call and ask for an arrival window.

124 of the 5,690 answers about home services in Dunedin, FL, 102 of them from Claude, said the assistant couldn’t confirm this. In our July–August study across eight trades, it cost a business its place in 185 of the 657 conversations where it came up.

Can the customer reach a person?

A missing phone number was the most common gap in every Dunedin trade. Many answers left numbers out and pointed customers to a company website instead.

437 of the 5,690 answers about home services in Dunedin, FL, 434 of them from Claude, said the assistant couldn’t confirm this. In our July–August study across eight trades, it cost a business its place in 147 of the 290 conversations where it came up.

What do recent customers say?

Assistants often said they could not verify ratings, and that review counts came from a directory or the company’s own site. They told customers to read recent Google, Yelp and BBB reviews.

184 of the 5,690 answers about home services in Dunedin, FL, 183 of them from Claude, said the assistant couldn’t confirm this. In our July–August study across eight trades, it cost a business its place in 139 of the 569 conversations where it came up.

Source: How we research what AI assistants recommend.

Your Dunedin page checklist

Work through this list on your Dunedin page. Each item answers something the assistants looked for above.

1. Use “Dunedin” in the page title, the main heading and the first paragraph.
2. Say whether your office is in Dunedin, give the street address if it is, and list 34697 and 34698.
3. Say when your company started, how long it has worked in Dunedin and who owns it.
4. Show the Florida license number for each trade you do, link it to the DBPR lookup, and offer a certificate of insurance.
5. Say what your written estimate lists for common Dunedin jobs, and when the customer gets it.
6. State your trip or diagnostic fee for Dunedin calls, and say whether it counts toward the repair.
7. Say which of your Dunedin jobs need a permit, that you pull it, and whether it is in the price.
8. Say how soon each trade can usually reach a Dunedin home, and whether you answer after hours.
9. Show one working phone number on the Dunedin page, the same one your Google listing shows.
10. Link to your Google and BBB reviews, and point to recent ones from Dunedin customers.

Going further: let assistants see real openings

For an urgent job, “open now” doesn’t answer the customer’s real question: can the right technician get to this address within the next few hours?

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

What should a Dunedin contractor’s town page include?

Answers in all four trades looked for where a company is based and how long it has worked in Dunedin. They also checked the license, the first-visit fee and the permit. A Dunedin page should state each of these, name 34697 and 34698, and give a working phone number.

How can my Dunedin page avoid looking like a lead-generation site?

Some answers set aside pages that put Dunedin’s name on generic copy with a toll-free number. Your page can show what those lacked: your street address, a local phone number, your license number and the services you actually do in Dunedin.

Should my Dunedin page mention the City of Dunedin?

If your work touches it, yes. Plumbing answers pointed customers to the City of Dunedin’s water division for backflow testing and the line up to the meter. Answers in several trades also mentioned City of Dunedin or Pinellas County permits. Say how you handle each.

Which AI assistants did you test?

ChatGPT, Claude and Google AI Mode. Between September 2 and October 14, 2026, they answered 5,690 questions about home services in Dunedin, FL: ChatGPT 2,360, Claude 1,966, Google AI Mode 1,364.

Will these changes guarantee a recommendation?

No. Nobody can promise that. These changes supply what the assistants were looking for in our research. Whether they move recommendations for your business is something to measure after they go live.

See it on your own website

Send us your website address and we’ll make a free preview of your homepage, rewritten so customers and assistants can find your Dunedin answers. You pay only if you accept it: $2,000 a month, month to month, with no build fee.

Get your free homepage preview

Source: Merchant Context: the current website offer · checked 2026-10-14.

Keep reading

• Who AI assistants recommend for HVAC work in Dunedin, FL
• Who AI assistants recommend for plumbing work in Dunedin, FL
• Who AI assistants recommend for electrical work in Dunedin, FL
• Who AI assistants recommend for roofing work in Dunedin, FL