AEO for appliance repair services: AI search visibility ranking
How AI search engines rank appliance repair services by visibility and citations. 15 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Repair providers servicing kitchen and laundry appliances through local technician networks, memberships, and national brands. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When asking AI engines about appliance repair services, Mr. Appliance often comes up as the top recommendation, with a visibility percentage of 12.5. Other notable brands include Sears Home Services and ARS Appliance Repair. These brands are frequently mentioned due to their prominence and reliability in the industry.
The rankings are influenced heavily by the sources that AI engines cite most often, such as google.com, mrappliance.com, and searshomeservices.com. Many of these are aggregator or review sites, which means they provide broad coverage and consumer insights, enhancing the brands' visibility and trustworthiness.
For buyers looking at this page, it's important to consider how AI engines value recent reviews and third-party validations. Brands that consistently provide quality service and maintain topical authority in appliance repair subcategories are favored, making them reliable choices based on current data and feedback.
At a glance
What we observed in this category
Mr. Appliance leads the appliance repair services category on a composite score of 31.2, despite holding only 12.5% visibility. Sears Home Services sits second with a composite score of 21.2 and 25.0% visibility. The remaining 13 brands in the tracked set score 0.0 across all metrics, meaning the entire measurable AI presence in this category is concentrated in just two brands. That concentration gap is significant because any shift in how AI Mode treats those two domains would expose the whole category to near-total invisibility.
Sears Home Services presents the clearest divergence between visibility and citation trust. It holds 25.0% visibility, the highest in the category, yet its citation rate is only 12.5%. Mr. Appliance inverts this pattern: 12.5% visibility but a 75.0% citation rate, well above the category average citation rate of 5.8%. This means AI Mode surfaces Sears more often but treats Mr. Appliance as the more authoritative source. Named presence and trusted citation are measuring two distinct things here, and the gap between them is large.
Google AI Mode is the dominant engine across all 15 tracked brands, listed as the top engine for every entry. The top cited sources anchor on google.com and the two active brand domains, mrappliance.com and searshomeservices.com, alongside third-party platforms including m.yelp.com, taskrabbit.com, and youtube.com. The presence of invoicefly.com and prefixinc.com in the cited sources list is notable as neither is a primary repair brand, suggesting AI Mode is drawing on peripheral or directory-type content to fill out its responses in this category.
Movers & shakers since last refresh
Biggest visibility risers
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Sears Home Services 0% → 25% · rank #2 → #2+25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
mrappliance.com
|
12% | 75% | Google AI Mode |
Mr. Appliance leads with a composite score of 31.2 and a citation rate of 75.0%, far above the 5.8% category average, despite visibility of only 12.5%. |
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| 2 |
searshomeservices.com
|
25% | 12% | Google AI Mode |
Sears Home Services holds the highest visibility at 25.0% but converts that into only a 12.5% citation rate, signalling weaker AI trust relative to its surface presence. |
||||
| 3 |
ars.repair
|
0% | 0% | Google AI Mode |
ARS Appliance Repair scores 0.0 across visibility, citation, and composite, placing it among the 13 brands with no measurable AI Mode presence in this audit. |
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| 4 |
doctorappliance.ca
|
0% | 0% | Google AI Mode |
Doctor Appliance scores 0.0 on all metrics and does not appear among the top cited sources, indicating no current footprint in Google AI Mode responses. |
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| 5 |
asurion.com
|
0% | 0% | Google AI Mode |
Asurion Appliance+ records 0.0 visibility and 0.0 citation despite being a recognised consumer brand, suggesting its AI Mode presence in this specific category is absent. |
||||
| 6 |
puls.com
|
0% | 0% | Google AI Mode |
| 7 |
ubreakifix.com
|
0% | 0% | Google AI Mode |
| 8 |
aefactoryservice.com
|
0% | 0% | Google AI Mode |
| 9 |
applianceworksaz.com
|
0% | 0% | Google AI Mode |
| 10 |
lakeappliancerepair.com
|
0% | 0% | Google AI Mode |
| 11 |
fixappliances.ca
|
0% | 0% | Google AI Mode |
| 12 |
neli.io
|
0% | 0% | Google AI Mode |
| 13 |
calldomex.com
|
0% | 0% | Google AI Mode |
| 14 |
primeappliancerepairs.com
|
0% | 0% | Google AI Mode |
| 15 |
appliancerepairexpert.ca
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on appliance repair services, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own appliance repair services brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for appliance repair services
Who leads AI visibility in appliance repair services?
Mr. Appliance leads on composite score at 31.2, while Sears Home Services leads on raw visibility at 25.0%. All other tracked brands score 0.0 across every metric.
What is the gap between the top brand and the category average?
The category average visibility is 2.5% and average citation is 5.8%. Mr. Appliance's citation rate of 75.0% is roughly 13 times the category citation average.
Which brand is named most often but trusted least by AI Mode?
Sears Home Services appears in 25.0% of responses but is cited in only 12.5% of them, giving it the largest gap between visibility and citation trust in the category.
What sources does AI cite most for appliance repair research?
The top cited sources are google.com, mrappliance.com, and searshomeservices.com, followed by m.yelp.com, taskrabbit.com, youtube.com, invoicefly.com, and prefixinc.com.
Which engine dominates AI coverage in this category?
Google AI Mode is listed as the top engine for all 15 tracked brands, with no other engine recording measurable presence in this audit dataset.
Have any brands shown significant recent movement in AI visibility?
Sears Home Services is the only riser, moving from 0.0% to 25.0% visibility, with a citation delta of 12.5%. No brands recorded a visibility decline in this audit period.