How AI assistants choose who to recommend for well pump repair
We asked ChatGPT, Claude and Google AI Mode for well pump repair recommendations 277 times. Here is what they needed to see on a well company's page before naming it to fix a well pump.
The short answer
Before naming a company for a well pump repair, assistants looked for proof that it works on home wells and the customer's type of pump. They asked whether it tests the pressure tank and switch before replacing anything. They also wanted the diagnostic fee and how fast it comes when there is no water.
- What people actually asked
- What your well pump repair page has to explain
- What the assistants looked for before recommending anyone
- Your well pump repair page checklist
- Questions owners ask
- How we got these numbers
- See it on your own website
What people actually asked
We asked for well pump repair in three different ways. Here is each one, word for word, with how many of the 277 answers it produced between September 5 and October 14, 2026:
- “I need well pump repair first thing tomorrow — I'm in 33781. Who can actually come out?”96 answers, asked with five different timings: first thing tomorrow, within the next few hours, tomorrow morning, tonight and today
- “Who should I call for well pump repair in St. Petersburg, FL?”94 answers
- “Well pump repair near me — I'm in 34698. Who do you recommend?”87 answers
Together, the 277 answers covered eight towns in Pinellas County: Clearwater, Largo, Palm Harbor, Pinellas Park, Tarpon Springs, Dunedin, Seminole and St. Petersburg. Each town came up in 34 to 35 answers. By assistant: ChatGPT 120, Claude 103 and Google AI Mode 54.
Customers also call it “well pump installation” or “well pump replacement”, so use those words on the page as well.
The question underneath all of them
“Do you assess the pump and related controls before proposing a replacement?” A water-supply symptom is not enough to identify the failed component.
What your well pump repair page has to explain
A house with no water does not tell anyone which part failed. Answers warned that a bad pressure switch, control box or pressure tank can look just like a dead pump. Assistants told customers to ask whether the company tests those parts before recommending a new pump. A page that explains how you find the failed part, with a real example, answers that worry.
Well pumps come in different kinds, and many companies only handle some of them. Answers kept naming shallow well jet pumps, deep well submersible pumps and irrigation pumps. Assistants also found irrigation, industrial and city-water plumbers who might not take a home well at all. The page has to say which wells and pump types you service, and whether you do household wells, irrigation wells or both.
Most customers asking about this job had no water, or soon would. Assistants told them to ask for an arrival window, an emergency fee and whether the truck carries common parts. A visit that only diagnoses means another day without water. A page that says what you carry and how soon you can come gives the customer a reason to call you first.
What the assistants looked for before recommending anyone
We read all 277 answers to see what the assistants looked for before naming a company for well pump repair, 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:
Which kinds of well pumps do you work on?
Assistants told customers to ask whether a company services their exact pump, such as a shallow well jet pump or a deep well submersible. Some suggested finding out the pump type before calling.
68% of the answers (187 of 277) brought this up.
Ask whether they service your exact pump type, whether there’s a diagnostic fee, and whether they handle pressure tanks/switches as well as pump replacement.
How fast can you come when there is no water?
Many customers had no water and needed someone today or first thing tomorrow. Assistants could not confirm any company's schedule, so they told customers to ask for an arrival window and any after-hours fee.
64% of the answers (178 of 277) brought this up.
Ask whether they charge a diagnostic or trip fee, and whether they can come same-day if you have no water.
What does the diagnostic visit cost?
Most answers told customers to ask about the diagnostic or service-call fee before the visit. Several asked whether that fee is credited toward the repair if the customer goes ahead.
42% of the answers (117 of 277) brought this up.
Ask for a written estimate and whether the diagnostic or service-call fee is credited toward the repair.
Do you work on household wells?
Assistants often found irrigation, industrial or general plumbing companies for this job. They told customers to ask whether a company actually works on home well pumps, and whether the well is for the house or for irrigation.
36% of the answers (100 of 277) brought this up.
Ask whether they actually work on well pumps.
Do you test the pressure tank and controls before replacing the pump?
Many answers told customers to ask whether the technician checks the pressure tank, pressure switch and control box. Several said those parts often fail in ways that look like a bad pump, so testing them first can avoid an unneeded replacement.
30% of the answers (84 of 277) brought this up.
Ask whether they service your exact pump type, whether they have emergency availability, and whether they can check the pressure tank/switch too, since those often mimic pump failure.
Do you carry common parts on the truck?
Some answers told customers to ask whether the technician carries pressure switches, control boxes, tanks and pump parts. Customers without water did not want a visit that ends with only a diagnosis.
6% of the answers (18 of 277) brought this up.
Ask whether they carry common pumps and pressure tank parts on the truck.
What the assistants couldn’t find
In 60 of the 277 answers, the assistant said it couldn’t find or confirm something it needed about a company. By assistant: Claude in 56 of its 103, ChatGPT in 3 of its 120 and Google AI Mode in 1 of its 54. 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: 35 answers
- When the company could do the work: 27 answers
- Reviews it could check: 15 answers
- Whether the company serves the customer’s town or ZIP code: 3 answers
Assistants most often could not find a phone number for a well pump company, and nearly as often could not confirm anyone could come soon. A page with a working number and clear emergency hours answers both.
I didn't find a phone number I could verify, so use the site's contact form or look up their number.
Where the assistants sent people
Each answer linked to the pages the assistant relied on. Of the 223 ChatGPT and Claude answers about well pump repair, this is how many linked at least once to each kind of site:
- A contractor’s own website: 99% (221 answers)
- A directory or review site such as Yelp, Angi or the BBB: 59% (132 answers)
- A manufacturer or home-improvement guide: under 1% (1 answer)
- An official license lookup: under 1% (1 answer)
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 54 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 well pump repair
Can the customer reach a person?
Phone numbers were what assistants most often could not find. Some listings showed a number that did not come through cleanly, and some companies seemed to appear under two names.
35 of the 277 answers about well pump repair, 35 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.
Can you schedule the job when the customer needs it?
Availability was one of the things assistants most often could not confirm for this job. Customers without water wanted a time today or tomorrow, and many company pages listed no hours or emergency service.
27 of the 277 answers about well pump repair, 25 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.
What do recent customers say?
Assistants often could not find or verify reviews for well pump companies. They told customers to check recent Google or Yelp reviews, or ask for references when a profile had none.
15 of the 277 answers about well pump repair, 15 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 well pump repair page checklist
Work through this list on your well pump repair page. Each item answers something the assistants looked for above.
- Use “well pump repair”, “well pump installation” or “well pump replacement” in the page title, the main heading and the first paragraph.
- List the pump types you repair and replace, and the brands you commonly work on.
- Say whether you take same-day and after-hours calls for homes without water, and what that costs.
- State your diagnostic fee and whether it is credited toward the repair.
- Say plainly that you repair household well pumps, and whether you also service irrigation wells.
- Explain which parts you test before recommending a new pump, and show a repair where the fix was a smaller part.
- Say which parts your trucks carry, so a customer knows whether the repair can happen on the first visit.
- Put one working phone number under your company name on the well pump page.
- Post your hours, say whether you answer after-hours calls, and say how soon you can usually arrive.
- Link to recent reviews and point to ones about well pump repairs.
Going further: let assistants see real openings
For planned work like well pump repair, 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
How do I know if my well pump is bad or something else failed?
Answers warned that a failed pressure switch, control box or pressure tank can look just like a dead pump. Assistants told customers to ask the technician to test those parts before recommending a replacement. The page should explain what you check first.
Should a well pump be repaired or replaced?
Assistants told customers to ask whether a company repairs the existing pump before replacing it, and to get a written estimate first. The answer depends on which part failed and the pump's type and condition, so the page should explain how you decide.
What should I ask a well pump company before it comes out?
Answers most often mentioned the pump type, the diagnostic fee and how soon a technician can arrive. Many also asked whether common parts are on the truck, what warranty covers parts and labor, and for a water well contractor license number. The page can answer each of these ahead of the call.
Which AI assistants did you test?
ChatGPT, Claude and Google AI Mode. Between September 5 and October 14, 2026, they answered 277 questions about well pump repair: ChatGPT 120, Claude 103, Google AI Mode 54.
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.
How we got these numbers
The questions, counts and quotes on this page come from the 277 answers ChatGPT, Claude and Google AI Mode gave between September 5 and October 14, 2026. We asked for well pump repair in eight towns in Pinellas County, Florida. We collected them with software rather than the consumer apps, which can answer differently. We counted what each answer mentioned, what it said it couldn’t find and where it linked. Quotes never name a business.
The study figures come from an earlier set of assistant conversations in July and August 2026 across eight trades, coded for the reason each business was included or left out. Counts overlap and are never added together.
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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