Who AI assistants recommend for home services in St. Petersburg, FL

1. What people actually asked
2. What your St. Petersburg page has to explain
3. What the assistants looked for before recommending anyone
4. Your St. Petersburg 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 5,704 answers each produced:

• “Who should I call for whole-house fan installation in 33713?”24 answers
• “Whole-house fan installation near me — I'm in 33713. Who do you recommend?”20 answers
• “I need a full AC system replacement in 33713. I'm looking to get this done before the end of the month. Who should I get quotes from?”17 answers, asked with five different timings: before the end of the month, in two weeks, sometime this month, in the next few weeks and next month
• “Looking for someone to do an AC tune-up in St. Petersburg, FL 33713 in the next few weeks. Any recommendations?”17 answers, asked with four different timings: sometime this month, in the next few weeks, before the end of the month and in two weeks
• “HVAC company near me — I'm in 33713. Who do you recommend?”16 answers
• “How do I check that an electrician in 33713 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 5,704 answers were about St. Petersburg, in Pinellas County (ZIP codes 33701, 33702, 33703, 33704, 33705, 33707, 33708, 33709, 33710, 33711, 33712, 33713, 33714, 33715, 33716, 33732, 33733, 33734, 33742, 33743 and 33762). By assistant: ChatGPT 2,366, Claude 1,963 and Google AI Mode 1,375.

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)
• sewer-line repair (46 answers)
• whole-house fan installation (44 answers)
• thermostat repair (44 answers)
• commercial plumbing services (44 answers)

The question underneath all of them

“Who actually serves my St. Pete ZIP code, and what will I pay before the work starts?” Across all four trades in St. Pete, answers asked whether a contractor reached the customer’s ZIP code, then checked the license, the first-visit fee and the city permit.

What your St. Petersburg page has to explain

St. Petersburg is one of the largest towns in this research, and its answers look much like the others. Assistants rarely said no one served the city. The trouble was the ZIP code. Many questions named one, and answers often said the listings found covered the whole city or the bay area without naming it. Some companies turned up from Pinellas Park, Clearwater or across the bay in Tampa.

The same short list of checks came up in every trade. Assistants told customers to get the license number and look it up on the state DBPR site, ask for proof of insurance, and learn the trip or diagnostic fee before anyone came out. For larger jobs they wanted an itemized written quote, and some pointed to Pinellas County’s contractor search as well.

Permits came up in every trade. Answers about water heaters, panels, EV chargers, ductwork and roofs told customers to ask whether the contractor pulls the City of St. Petersburg permit and schedules the inspection. A St. Pete page should say which jobs need a permit, that the contractor pulls it, and whether it is in the price.

What the assistants looked for before recommending anyone

We read all 5,704 answers to see what the assistants looked for before naming a company for home services in St. Petersburg, 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:

Does the contractor serve the customer’s ZIP code?

Many St. Pete questions named a ZIP code, and answers often could not find a contractor that named it. They told customers to confirm on the call that the company would come to their address.

25% of the answers (1,413 of 5,704) brought this up.

Can the customer look up the license?

In every trade, answers told St. Pete customers to get the contractor’s Florida license number and check it on the state DBPR site. Some told them to match the legal business name to the license record.

24% of the answers (1,383 of 5,704) brought this up.

Ask for proof of license/insurance, whether they pull permits when required, and whether they give written upfront pricing before work starts.

Is the quote itemized and in writing?

Assistants told customers to get bigger jobs in writing before work began, and to compare quotes that cover the same scope. Some said the written quote and workmanship warranty are the customer’s main protection.

17% of the answers (994 of 5,704) brought this up.

Ask if the estimate/quote and any warranty on workmanship is in writing — that's your main protection against "redo the work" scenarios.

What does the first visit cost?

For repairs in every trade, assistants told customers to ask for the trip, service-call or diagnostic fee before booking. They also asked whether that fee counts toward the repair and whether after-hours rates apply.

10% of the answers (544 of 5,704) brought this up.

Ask for their service-call fee, whether pricing is fixed upfront, and whether after-hours rates apply.

Who pulls the City of St. Petersburg permit?

Answers about panels, chargers, water heaters, ductwork and roofs told customers to ask who pulls the permit and schedules the inspection. Several named the City of St. Petersburg as the place the permit comes from.

8% of the answers (470 of 5,704) brought this up.

Ask if they pull the permit and handle inspection scheduling, since that can be the bottleneck for a "this month" timeline.

Can the customer get proof of insurance?

Answers said the state license lookup does not show insurance, so customers should ask for a current certificate. Some answers added proof of workers’ comp.

6% of the answers (363 of 5,704) brought this up.

Ask for a current certificate of insurance directly from the company.

What the assistants couldn’t find

In 832 of the 5,704 answers, the assistant said it couldn’t find or confirm something it needed about a company. By assistant: Claude in 791 of its 1,963, ChatGPT in 38 of its 2,366 and Google AI Mode in 3 of its 1,375. 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: 482 answers
• Reviews it could check: 166 answers
• When the company could do the work: 132 answers
• Whether the company serves the customer’s town or ZIP code: 103 answers
• A license or insurance it could check: 100 answers
• A price or how the job is priced: 62 answers
• A warranty: 6 answers

Compared with the larger towns: Claude said it couldn’t confirm something in 791 of its 1,963 answers about St. Petersburg (40%), and couldn’t confirm that any company served St. Petersburg in 103 (5%). In the eight largest towns we studied, those figures were 40% and 4%.

In St. Petersburg, assistants most often could not find a phone number, in every trade, and often could not check reviews or say who could come soon. Every trade’s St. Pete page can answer those with one working number, links to recent reviews and how soon a crew can come.

None of these sites listed a direct phone number in the search results, so click through to the specific page for the click-to-call number, or search each name on Google Maps for one-tap dialing.

Where the assistants sent people

Each answer linked to the pages the assistant relied on. Of the 4,329 ChatGPT and Claude answers about home services in St. Petersburg, FL, this is how many linked at least once to each kind of site:

• A contractor’s own website: 97% (4,197 answers)
• A directory or review site such as Yelp, Angi or the BBB: 55% (2,371 answers)
• A manufacturer or home-improvement guide: 11% (465 answers)
• An official license lookup: 7% (318 answers)
• A Google search or Maps page: under 1% (43 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 74% of its 1,375 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 St. Petersburg, FL

Can you come out when the customer needs you?

St. Pete questions often needed someone tonight, tomorrow morning or before a set date. Assistants could not see anyone’s schedule, so they told customers to call and ask for a firm arrival window.

132 of the 5,704 answers about home services in St. Petersburg, FL, 123 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?

Phone numbers were what assistants most often could not find for St. Pete contractors, in every trade. Several left numbers out rather than guess.

482 of the 5,704 answers about home services in St. Petersburg, FL, 477 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 could not verify reviews and told customers to read recent Google and BBB reviews themselves, not only the ones a company shows on its site.

166 of the 5,704 answers about home services in St. Petersburg, FL, 164 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 St. Petersburg page checklist

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

1. Use “St. Petersburg” in the page title, the main heading and the first paragraph.
2. List the St. Petersburg ZIP codes you serve, and say which parts of the city or nearby towns you do not reach.
3. Show the Florida license number for each trade you work in, with a link to the DBPR lookup.
4. Say how you quote common St. Pete jobs and list what a written quote includes.
5. State your trip or diagnostic fee, or how it is set, whether it counts toward the repair, and when after-hours rates apply.
6. Say which of your St. Pete jobs need a city permit, that you pull it, and whether its cost is in the quote.
7. Name the liability and workers’ comp insurance you carry, and say a certificate is available on request.
8. Say how soon you can usually reach a St. Pete address for each trade, and whether you take night and weekend calls.
9. Put one working phone number on the St. Petersburg page, matching your Google listing.
10. Link to your Google and BBB reviews, and point to recent ones from St. Pete customers for each trade.

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 St. Petersburg contractor’s town page say?

Answers about St. Pete looked for the ZIP codes a company serves, its Florida license, the trip or diagnostic fee and who pulls the city permit. State each plainly, give one working phone number that matches your Google listing, and link to recent reviews.

Should my St. Pete page list ZIP codes or just the city?

List the ZIP codes. Many St. Pete questions named one, and answers often said the contractors found served the city but did not name that ZIP code. A list of the ZIP codes you serve answers the customer’s question directly.

Should a St. Pete page mention City of St. Petersburg permits?

If your work needs one, yes. Answers in every trade told St. Pete customers to ask who pulls the city permit and schedules the inspection. Say which jobs need a permit, that you pull it, and whether it is in the quote.

Which AI assistants did you test?

ChatGPT, Claude and Google AI Mode. Between September 2 and October 14, 2026, they answered 5,704 questions about home services in St. Petersburg, FL: ChatGPT 2,366, Claude 1,963, Google AI Mode 1,375.

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 St. Petersburg 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 St. Petersburg, FL
• Who AI assistants recommend for plumbing work in St. Petersburg, FL
• Who AI assistants recommend for electrical work in St. Petersburg, FL
• Who AI assistants recommend for roofing work in St. Petersburg, FL