The short version
- Most-named: Mr. Appliance of Charlottesville on both assistants, in 12 of ChatGPT’s 13 answers and 13 of Gemini’s 13. Sears Home Services was next on both, in 9 of 13 answers each.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
- Booking: ChatGPT’s answer offered a way to book in 5 of its 13 answers. Gemini’s did in 4 of 13. In 20 of the 26 answers, there was nothing beyond a phone number or a website.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
- Where it breaks: Asked to book, Gemini said it couldn’t book directly in 5 of 6 answers. ChatGPT opened an in-chat booking form in 1 of 6. None of the 26 answers ended in a booked appointment.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
Who ChatGPT names most (13 answers)
| Business | Answers naming it (of 13) |
|---|---|
| Mr. Appliance of Charlottesville | 12 |
| Sears Home Services | 9 |
| Kraft Appliance Service | 3 |
| Louisa Appliance Repair | 2 |
| Quality Appliance Repair | 2 |
Who Gemini names most (13 answers)
| Business | Answers naming it (of 13) |
|---|---|
| Mr. Appliance of Charlottesville | 13 |
| Sears Home Services | 9 |
| VIA Appliance Repair | 5 |
| Davis Appliances | 2 |
Ties are listed alphabetically. Across both assistants, 19 different companies were named, and 3 of them appeared on both. On the same question, ChatGPT and Gemini named at least one company in common in all 13 of the 13 pairs. Below the top two, the lists split. VIA Appliance Repair was in 5 of Gemini’s 13 answers and 1 of ChatGPT’s. Kraft Appliance Service was in 3 of ChatGPT’s 13 and none of Gemini’s.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
Can you book them?
Six of the 13 questions asked the assistant to book, including the dishwasher “soonest slot” request, “Can you book…this week?”, “Find me…and book the appointment for me,” a Sunday-night request for first thing tomorrow, a follow-up asking it to book the first company it listed for Thursday afternoon, and a request to find a company that does free estimates and book one this week.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
- Gemini said it couldn’t book directly in 5 of the 6. In the other one, it listed companies with online booking pages and asked for the appliance, a time window, and a name, phone number and street address.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
- ChatGPT opened an in-chat booking form in 1 of the 6. In 4 of the other five, it asked for details such as a ZIP code, a street address or what was wrong with the appliance before going further. In the last, the “soonest slot” request, it said it couldn’t see a live calendar or confirm a time.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
Our tester stopped at every form and every request for details without entering anything. Across all 13 questions, ChatGPT’s answer offered a way to book in 5 of 13 answers and Gemini’s in 4 of 13. In 20 of the 26 answers (ChatGPT 10 of 13, Gemini 10 of 13), there was nothing beyond a phone number or a website. The homeowner gets a list and has to call, click or keep searching.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
Named isn’t booked.
The takeaway for an Charlottesville appliance repair shop
Here the two assistants agree on the top name: Mr. Appliance of Charlottesville was in 12 of ChatGPT’s 13 answers and all 13 of Gemini’s. Below it, each assistant has names the other mostly skips. And being named by both didn’t get anyone booked. Gemini said it couldn’t book directly in 5 of 6 requests, ChatGPT opened a form in 1, and no answer ended in an appointment. The opening is the step after the name.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06)
Method & data
13 customer questions × ChatGPT and Gemini, one run per question per assistant, captured November 3, 2026 in our v2.1 re-run of the sweep (Eastern time). These answers are not part of the 5,788-answer study (collected October 5–28, 2026, across 20 Southeast U.S. metros), and we don’t compare or trend them against it. In that study, 79.1% of sampled ChatGPT/Gemini answers offered neither a booking path nor a connector (4,578 answers); on Gemini the rate was 92.2%. Neither the study nor this re-run measured completed appointments, and neither tested Google Search’s AI Mode. ChatGPT ran on its “Instant” setting and Gemini on “Flash”. When an assistant asked for a ZIP code or address, none was given and no form was submitted. An answer counts as offering a way to book when it offered to take the booking, asked for details to book, showed a booking form or card, or linked to a company’s own online booking. “Nothing beyond a phone number or a website” means the answer pointed only to a phone number or a company’s website, and a booking link on that website counts as the website. One of the questions was a follow-up in the same chat (“book the first one you listed”). For it, we counted the companies recorded for that answer. A company counts once per answer. Obvious spellings of the same business were merged: five spellings of Sears Home Services (one answer itself wrote “Sears Appliance Repair (Sears Home Services)”), and two of Mr. Appliance of Charlottesville (two answers to Charlottesville questions listed it only as “Mr. Appliance”). Names we couldn’t confidently match were kept separate, such as “Quality Appliance Repair” and “Quality Appliance Repair of Louisa”. This is a count of mentions, not a review or a quality rating, and AI answers vary from run to run.Sources: https://coppoak.com/journal/top-appliance-repair-companies-charlottesville-va-according-to-ai#method-heading (retrieved 2026-11-06); https://doi.org/10.5281/zenodo.23745742 (retrieved 2026-11-06); https://coppoak.com/canopy/research/ai-assistant-booking (retrieved 2026-11-06)