How AI Search Is Recommending Home Warranties: Monthly Trends
This analysis is based on the source benchmark: Home Warranties: 2026 AI Visibility Market Discovery Index
Key Takeaways
- American Home Shield stayed the category leader, with valid recommendation coverage rising to 91.5% in October 2026.
- AFC Home Warranty entered the benchmark at 48.6% coverage, immediately ranking fourth, while American Residential Warranty appeared for the first time at 4.9%.
- Liberty Home Guard, Choice Home Warranty, First American Home Warranty, and Select Home Warranty all declined over the period, with Choice and Select falling for three straight months.
- The report found conflicting AI answers on pricing, HVAC caps, and workmanship guarantees across several brands, showing that source selection affects recommendation outcomes.
Executive Summary
American Home Shield remains the category leader in October 2026 with valid recommendation coverage of 91.5%, up 1.8 points from July 2026's 89.7%, a change within normal month-to-month variation. The gap to second-place Liberty Home Guard widened slightly to 14.7 points in October from 5.1 points in July, as Liberty Home Guard's own coverage fell 7.8 points over the same period, from 84.6% to 76.8%. The category leader's position was stable; the movement beneath it was not.
The strongest riser this period was AFC Home Warranty, which went from no measurable coverage in the prior three months to 48.6% in October 2026, an entry that immediately places the brand fourth by coverage. American Residential Warranty also entered the benchmark for the first time, at 4.9% coverage. Cinch Home Services continued a two-month climb, rising 5.6 points from July's 55.6% to 61.2% in October, a significant move that compounds a 7.2-point gain in September.
The sharpest decliner was AFC Home Club, which fell from 27.0% coverage in September to no measurable coverage in October, a 27.0-point month-over-month collapse and the largest single-month decline in the series. This follows the brand's 23.4% measurement in July, a gap in August, and a September rebound, making October's absence the second disruption in four months. ARW Home recorded the same pattern, falling from 5.7% in September to zero in October.
Across the full July-to-October series, the benchmark shows a mixed category: three brands registered significant gains against baseline (AFC Home Warranty, American Residential Warranty, and Cinch Home Services), while seven registered significant declines (2-10 Home Buyers Warranty, AFC Home Club, ARW Home, Choice Home Warranty, First American Home Warranty, Liberty Home Guard, and Select Home Warranty).
Each monthly run begins with 800 prompt-surface observations across the benchmark's defined AI/search surface universe. Unique questions varied across the series: 401 in July 2026, 427 in August 2026, 413 in September 2026, and 390 in October 2026. All 800 observations in every month mentioned a tracked brand or competitor. In July 2026 and October 2026, 799 observations were relevant and 1 was irrelevant. Of those, 624 observations in July 2026 and 694 observations in October 2026 survived both qualification stages and form the public benchmark denominator.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Oct 2026
- American Home Shield91.5%
- Liberty Home Guard76.8%
- Cinch Home Services61.2%
- AFC Home Warranty48.6%
- Choice Home Warranty41.6%
- First American Home Warranty36.2%
- Select Home Warranty30.3%
- 2-10 Home Buyers Warranty22.6%
- Old Republic Home Protection17.6%
- American Residential Warranty4.9%
- AFC Home Club0.0%
- AFC Home Club *0.0%
- ARW Home0.0%
Key Findings
Signal | October 2026 finding |
|---|---|
Category leader | American Home Shield at 91.5% valid recommendation coverage, up 1.8 points from July 2026 |
Runner-up gap | Liberty Home Guard at 76.8%, leaving a 14.7-point gap to the leader |
Largest riser | AFC Home Warranty entering at 48.6% coverage, up 48.6 points against baseline |
Largest decliner | AFC Home Club falling from 27.0% in September to no measurable coverage in October |
Persistent trend | Choice Home Warranty, First American Home Warranty, and Select Home Warranty each declining for three consecutive months |
Category movement | Mixed: one entry into the top tier, three multi-month decliners, and two brands dropping out |
AI Response Inconsistency Alerts
Questions This Section Answers
- Which coverage-limit and pricing claims did AI platforms contradict about the same home warranty company?
- Where did platforms cite different sources for the same company's HVAC cap or workmanship guarantee?
The benchmark detected 12 critical or high-severity factual inconsistencies across five AI platforms: ChatGPT, Copilot, Gemini, AI Overviews, and AI Mode. These are cases where the same company received materially conflicting descriptions depending on the question asked or the platform responding.
American Home Shield
AI platforms provided conflicting information about American Home Shield's HVAC coverage cap. When asked "Who has the best home warranty?", ChatGPT stated coverage of up to $10,000 for HVAC, citing This Old House and NerdWallet, while Gemini stated up to $5,000 for HVAC, citing a This Old House California guide. A separate conflict on the same topic surfaced when asked "Which home protection plan is the best?", with ChatGPT again stating up to $10,000 while AI Overviews stated up to $5,000, citing CNBC, Money, and MarketWatch.
A third HVAC conflict emerged when asked "What is the best home warranty company in California?", with AI Mode describing generous aggregate caps up to $50,000 and robust HVAC coverage limits, while AI Overviews stated up to $5,000 for HVAC coverage, citing American Home Shield's own California state page alongside ConsumerAffairs and MarketWatch.
Responses also differed on contract structure. When asked "What is the best home warranty for plumbing?", ChatGPT stated that American Home Shield plans have a $50,000 aggregate contract limit, citing the company's own plumbing coverage page and NerdWallet, while Copilot stated that the company offers unlimited repair limits, citing This Old House, ConsumerAffairs, and U.S. News. One flagged source page at This Old House was identified as stating that American Home Shield leads home warranty plumbing coverage with unlimited repair limits for most issues.
A further coverage cap conflict appeared when asked "What company has the best home warranty?", with AI Overviews stating aggregate limits up to $50,000, citing CNBC, USA Today, and a builder knowledge center, while Copilot stated there is no cap on plumbing or electrical coverage, citing U.S. News, This Old House, and MarketWatch.
Two pricing conflicts were also detected for American Home Shield. When asked "What is the best home appliance insurance?", Gemini stated a starting monthly cost of approximately $29.99 while Copilot stated an average monthly cost of approximately $76. When asked "What is the best extended warranty for home appliances?", Gemini stated $65 per month while Copilot stated $29.99 and up.
Choice Home Warranty
AI platforms provided conflicting information about Choice Home Warranty's monthly pricing in Ohio. When asked "What is the best home warranty company in Ohio?", Gemini stated $61 to $69 per month, citing ConsumerAffairs and This Old House, while Copilot stated $40 to $60 per month, citing This Old House, U.S. News, and ConsumerAffairs. A second conflict on the same question surfaced with AI Mode stating $40 to $55 per month and Gemini stating $61 to $69 per month. One flagged source page at hsphomewarranty.com was identified as advertising a monthly payment option at $65.00.
Liberty Home Guard
AI platforms provided conflicting information about Liberty Home Guard's workmanship guarantee length. When asked "What are the best home warranty policies?", Gemini stated a 365-day workmanship guarantee, citing ConsumerAffairs, HomeWarrantyReviews, and This Old House, while Copilot stated a 60-day workmanship guarantee, citing Warranties.Homes and BestCompany. A second conflict on the same topic emerged when asked "What is the very best home warranty company?", with AI Overviews stating 365 days, citing MarketWatch, CNBC, and NerdWallet, while Gemini stated 60 days, citing AgentAdvice and HomeMembership.
First American Home Warranty
AI platforms provided conflicting information about First American Home Warranty's pricing in Michigan. When asked "How much does a home warranty cost in Michigan?", AI Overviews stated that Michigan plans start around $47 per month, citing ConsumerAffairs, HWA Home Warranty, and Today's Homeowner, while Gemini stated a range of approximately $80 to $133 per month, citing This Old House, ConsumerAffairs, and Insurify.
Benchmark Context
Questions This Section Answers
- How did the qualified benchmark set change between July and October 2026?
- What separates the raw collection universe from the qualified analysis set used for recommendation percentages?
The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.
Research stage | Jul 2026 | Oct 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations collected | 800 | 800 | Total prompt-surface observations across the benchmark universe |
Unique questions | 401 | 390 | Distinct questions asked across the surface universe |
Brand / competitor mentions | 800 | 800 | Prompts mentioning a tracked brand or competitor |
Relevant prompts | 799 | 799 | Prompts relevant to the home warranties category |
Irrelevant prompts | 1 | 1 | Prompts filtered out as irrelevant |
Qualified benchmark observations | 624 | 694 | The public denominator for all recommendation metrics |
Qualified surface breadth | 6 | 6 | AI surface families with at least one qualified observation |
The category-level metrics below summarize how the benchmark's overall answer composition shifted between July and October, independent of any single brand's performance. August 2026 and September 2026 sat in between, with 635 and 686 qualified observations respectively.
Benchmark-Level Metrics
Metric | Jul 2026 | Oct 2026 | Change |
|---|---|---|---|
Qualified observations | 624 | 694 | 70 more |
Companies tracked | 10 | 10 | No change |
Recommendation-shaped answer share | 45.2% | 61.2% | Up 16.0 points |
Valid recommendation shortlist share | 90.2% | 92.8% | Up 2.6 points |
Category leader by coverage | American Home Shield | American Home Shield | No change |
AI Recommendation Trend
Questions This Section Answers
- Which home warranty brands gained or lost recommendation coverage across the July-to-October series?
- Which brands entered the benchmark for the first time, and where did they rank?
A new entrant reshaped the upper tier while three brands extended multi-month declines
The table below tracks valid recommendation coverage for every brand across July and October. August and September movements are covered in the prose that follows.
Brand | Jul 2026 | Oct 2026 | Movement | Oct 2026 rank |
|---|---|---|---|---|
American Home Shield | 89.7% | 91.5% | Up 1.8 points | 1st |
Liberty Home Guard | 84.6% | 76.8% | Down 7.8 points | 2nd |
Cinch Home Services | 55.6% | 61.2% | Up 5.6 points | 3rd |
AFC Home Warranty | 0.0% | 48.6% | Up 48.6 points | 4th |
Choice Home Warranty | 49.5% | 41.6% | Down 7.9 points | 5th |
First American Home Warranty | 42.3% | 36.2% | Down 6.1 points | 6th |
Select Home Warranty | 40.2% | 30.3% | Down 9.9 points | 7th |
2-10 Home Buyers Warranty | 27.7% | 22.6% | Down 5.1 points | 8th |
Old Republic Home Protection | 19.4% | 17.6% | Down 1.8 points | 9th |
American Residential Warranty | 0.0% | 4.9% | Up 4.9 points | 10th |
AFC Home Club | 23.4% | 0.0% | Down 23.4 points | Not ranked |
ARW Home | 6.4% | 0.0% | Down 6.4 points | Not ranked |
The category-level change came from a combination of several smaller movements rather than one outlier. Three brands, Choice Home Warranty, First American Home Warranty, and Select Home Warranty, declined for three consecutive months, while AFC Home Warranty and American Residential Warranty entered the benchmark and Cinch Home Services extended a two-month rise. AFC Home Club and ARW Home recorded no measurable coverage in October after being present in September.
What Changed This Month
American Home Shield
American Home Shield's valid recommendation coverage rose 1.8 points from July 2026 to October 2026, from 89.7% to 91.5%, a change within normal variation against baseline. The sharper move was month over month, up 7.1 points from September's 84.4%, which is significant. September had been American Home Shield's softest month in the series; October returned it to a level above the July baseline.
The top-3 recommendation rate held at 88.9% in October versus 87.0% in July, a non-significant 1.9-point gain. The rank-one rate rose 6.1 points from 59.0% to 65.1%, a significant increase. Raw mention presence remained flat at 98.9% versus 99.0% in July. The absolute valid recommendation count reached 635 of 694 qualified observations.
The distinction worth noting is between presence and placement. American Home Shield was already mentioned in nearly every qualified observation in July. October's gain came from converting mentions into top positions, particularly rank-one placements, not from expanding its footprint.
Highest-priority diagnostic: Which prompt types drove the September-to-October rank-one recovery, and are those placements concentrated on a specific surface family?
AFC Home Warranty
AFC Home Warranty entered the benchmark in October 2026 at 48.6% valid recommendation coverage, a 48.6-point significant gain against a baseline of zero. It immediately ranks fourth by coverage, ahead of Choice Home Warranty, First American Home Warranty, and Select Home Warranty.
The brand's raw mention presence reached 52.2% in October, and its top-3 rate reached 30.1%. Rank-one placement stood at 2.7%, giving it 19 rank-one observations out of 694. The absolute valid recommendation count was 337 observations. Net sentiment by mentions reached 0.95 in October.
The distinction to notice is that AFC Home Warranty appears alongside AFC Home Club in the category's tracked set for October, while AFC Home Club recorded no measurable coverage in the same month. The benchmark does not establish whether these two tracked names represent related entities or separate brands; the current data shows them moving in opposite directions.
Highest-priority diagnostic: Which prompts and surfaces drove AFC Home Warranty's first-month coverage, and does the brand's placement pattern overlap with the prompts where AFC Home Club was previously present?
AFC Home Club
AFC Home Club's valid recommendation coverage fell to no measurable level in October 2026, from 27.0% in September, a 27.0-point month-over-month decline that is the largest single-month decline in the series. Against the July baseline of 23.4%, the drop is a 23.4-point significant decline. The brand's presence rate and placement metrics were null in October.
This is the second disruption in the series. AFC Home Club recorded 23.4% in July, no measurable coverage in August, 27.0% in September, and no measurable coverage in October. The September result had already been flagged as a rebound from a measurement gap rather than a stable recovery.
The distinction to note is that a null coverage reading and a zero-coverage reading carry different implications for the source prompts, and the benchmark does not distinguish between them here. What is visible is that the brand's two appearances in the series bracketed a single month each, with no consecutive-month presence in the four-month window.
Highest-priority diagnostic: Which prompts and surfaces produced measurable coverage for AFC Home Club in September, and do those observations also appear in the October collection?
Choice Home Warranty
Choice Home Warranty's valid recommendation coverage fell 7.9 points from July 2026's 49.5% to 41.6% in October 2026, a significant decline against baseline. The month-over-month move was also downward, down 3.3 points from September's 44.9%, though not significant on its own. This is the third consecutive month of decline for the brand.
The raw mention presence rate dropped 6.1 points from 59.0% to 52.9%, significant against baseline. The top-3 rate fell 5.6 points from 27.4% to 21.8%, also significant. The rank-one rate fell 3.5 points from 4.2% to 0.7%, significant. The absolute valid recommendation count was 289 observations in October, down from 309 in July.
The distinction the reader should notice is that all three placement tiers declined together. Choice Home Warranty is losing presence, top-3 placement, and rank-one position simultaneously, which points to a broad rather than a narrow shift.
Highest-priority diagnostic: Which prompt types account for the three-month decline, and which brands have absorbed the top-3 placements Choice Home Warranty no longer holds?
Cinch Home Services
Cinch Home Services rose 5.6 points in valid recommendation coverage from July 2026's 55.6% to 61.2% in October 2026, a significant gain against baseline. Combined with September's 7.2-point month-over-month move, this is a two-month upward streak. The month-over-month change into October was up 3.5 points from September's 57.7%, within normal variation.
Raw mention presence rose 6.5 points from 59.8% to 66.3%, significant. The top-3 rate rose 7.4 points from 29.5% to 36.9%, significant. The rank-one rate rose 0.7 points from 5.5% to 6.2%, not significant. The absolute valid recommendation count reached 425 observations in October, up from 347 in July.
The distinction worth noticing is that Cinch's coverage and top-3 improvements are significant while its rank-one movement is not. Cinch is now a more frequent recommendation and a more frequent top-three placement, but it is not yet converting that into a materially higher share of first-place recommendations.
Highest-priority diagnostic: Which prompt types drove the top-3 improvement, and what distinguishes the prompts where Cinch places first from those where American Home Shield holds rank one?
Liberty Home Guard
Liberty Home Guard's valid recommendation coverage fell 7.8 points from July 2026's 84.6% to 76.8% in October 2026, a significant decline against baseline. The month-over-month move was upward by 2.2 points from September's 74.6%, within normal variation. Most of the decline occurred in August.
Raw mention presence fell 7.2 points from 91.2% to 84.0%, significant against baseline. The top-3 rate fell 11.4 points from 65.2% to 53.8%, significant. The rank-one rate fell 2.0 points from 14.7% to 12.7%, not significant. The absolute valid recommendation count was 533 observations in October.
The distinction to note is the gap between Liberty Home Guard and American Home Shield, which widened from 5.1 points in July to 14.7 points in October. The gap reflects Liberty Home Guard's decline against a stable leader more than any change in the leader's behavior.
Highest-priority diagnostic: Which prompts that placed Liberty Home Guard in the top three in July no longer do so, and which brands now hold those positions?
Select Home Warranty
Select Home Warranty fell 9.9 points in valid recommendation coverage from July 2026's 40.2% to 30.3% in October 2026, a significant decline against baseline. The month-over-month move was down 1.2 points from September's 31.5%, within normal variation. This is the third consecutive month of decline.
Raw mention presence dropped 10.5 points from 44.5% to 34.0%, significant. The top-3 rate fell 5.8 points from 17.9% to 12.1%, significant. The rank-one rate fell 0.7 points from 1.1% to 0.4%, not significant. The absolute valid recommendation count was 210 observations in October, down from 251 in July.
The distinction to notice is that Select Home Warranty's presence decline outpaced its placement decline. The brand is mentioned in fewer qualified observations, and among those, its top-3 share also dropped.
Highest-priority diagnostic: Which prompt categories have stopped mentioning Select Home Warranty, and which brands now appear where it previously did?
First American Home Warranty
First American Home Warranty fell 6.1 points in valid recommendation coverage from July 2026's 42.3% to 36.2% in October 2026, a significant decline against baseline. The month-over-month move was down 1.6 points from September's 37.8%, within normal variation. This is the third consecutive month of decline.
Raw mention presence dropped 4.6 points from 49.4% to 44.8%, below the significance threshold. The top-3 rate rose 2.3 points from 14.6% to 16.9%, not significant. The rank-one rate fell 0.7 points from 1.6% to 0.9%, not significant. The absolute valid recommendation count was 251 observations in October.
The distinction worth noting is that coverage fell while the top-3 rate rose. First American Home Warranty is being recommended in fewer qualified observations overall, but when it appears, it now places in the top three slightly more often.
Highest-priority diagnostic: Which prompt types account for the coverage decline, and are the top-3 gains concentrated in a specific surface family?
2-10 Home Buyers Warranty
2-10 Home Buyers Warranty fell 5.1 points in valid recommendation coverage from July 2026's 27.7% to 22.6% in October 2026, a significant decline against baseline. The month-over-month move was up 2.5 points from September's 20.1%, within normal variation.
Raw mention presence fell 2.9 points from 30.3% to 27.4%, not significant. The top-3 rate fell 0.8 points from 7.7% to 6.9%, not significant. The rank-one rate held flat at 1.0%. The absolute valid recommendation count was 157 observations in October.
The distinction to notice is that most of the baseline decline occurred early in the series, with October showing a modest partial recovery from September.
Highest-priority diagnostic: Which prompt types drove the September-to-October uptick, and does it overlap with the prompts where the brand lost ground in August?
Old Republic Home Protection
Old Republic Home Protection fell 1.8 points in valid recommendation coverage from July 2026's 19.4% to 17.6% in October 2026, within normal variation. The month-over-month move was down 1.5 points from September's 19.1%, also within normal variation. The brand is classified as stable.
Raw mention presence fell 1.3 points from 22.1% to 20.8%, not significant. The top-3 rate rose 1.1 points from 6.2% to 7.3%, not significant. The rank-one rate rose 1.2 points from 1.0% to 2.2%, not significant. The absolute valid recommendation count was 122 observations in October.
The distinction to note is that Old Republic's rank-one rate more than doubled against baseline even as overall coverage held roughly flat. With small absolute counts at the rank-one level in July, single-observation shifts can register as visible percentage moves.
Highest-priority diagnostic: Which surfaces produced the rank-one placements that lifted the baseline comparison, and are they stable across months?
American Residential Warranty
American Residential Warranty entered the benchmark in October 2026 at 4.9% valid recommendation coverage, a 4.9-point significant gain against a baseline of zero. Its raw mention presence also stood at 4.9%, and its top-3 rate was 1.4%. Rank-one placement was 0.1%, representing one observation. The absolute valid recommendation count was 34 observations. Net sentiment by mentions was 1.0.
The distinction worth noting is the scale. American Residential Warranty's entire October presence amounts to 34 qualified observations. A single changed prompt outcome can move its percentages materially, which makes the entry signal directionally useful but not yet a stable trend.
Highest-priority diagnostic: Which specific prompts generated the brand's first measurable coverage, and do they cluster on one or two surface families?
Buyer-Intent Interpretation
Questions This Section Answers
- Which buyer-intent clusters were represented in the qualified observations, and which were missing?
- What does the absence of a pricing and value cluster mean for the benchmark's ability to answer price-sensitivity questions?
Buyer-intent cluster | What it captures | Strategic question |
|---|---|---|
Brand Recommendation | Prompts asking which home warranty company to choose | Which brands are AI systems recommending, and how prominently? |
Pricing & Value | Prompts focused on cost, value, and plan pricing | What role does price play in AI-driven recommendations? |
Multi-Brand Comparison | Prompts explicitly comparing multiple brands | How do AI systems position brands against each other? |
All 694 qualified observations in October 2026 fell into the brand recommendation cluster. The pricing and value cluster and the multi-brand comparison cluster recorded no observations, meaning the public benchmark cannot yet answer commercial questions about price sensitivity or direct head-to-head comparisons. This gap is notable given that the inconsistency data in this report detected multiple pricing conflicts across platforms, including conflicting monthly cost figures for American Home Shield, Choice Home Warranty, and First American Home Warranty. Those conflicts surfaced inside recommendation-shaped answers rather than through dedicated pricing prompts. The response-type distribution did show 48 pricing analysis responses and 36 comparison analysis responses in October, so both themes continue to appear within the broader answer set even though they are not separated into their own buyer-intent clusters.
Brand Opportunity Summary
Questions This Section Answers
- Which home warranty brands warrant attention based on their October 2026 coverage signal?
- What diagnostic question does the benchmark raise for each brand's current position?
Brand | Oct 2026 coverage | Current signal | Highest-priority diagnostic |
|---|---|---|---|
American Home Shield | 91.5% | Leader; rank-one rate up 6.1 points from July | Which prompts drove the September-to-October rank-one recovery? |
Liberty Home Guard | 76.8% | Significant baseline decline; gap to leader widened to 14.7 points | What changed in top-three recommendation behavior? |
Cinch Home Services | 61.2% | Significant riser on a two-month streak; rank-one flat | Why does rank-one not move with coverage? |
AFC Home Warranty | 48.6% | First-month entry at fourth place by coverage | Which prompts and surfaces drove first-month coverage? |
Choice Home Warranty | 41.6% | Three-month decline across presence, top-3, and rank-one | Which brands absorbed the lost top-three placements? |
First American Home Warranty | 36.2% | Three-month coverage decline with a rising top-3 rate | Are the top-3 gains concentrated on one surface? |
Select Home Warranty | 30.3% | Three-month decline with presence falling faster than placement | Which prompt categories stopped mentioning the brand? |
2-10 Home Buyers Warranty | 22.6% | Significant baseline decline; October up from September | Which prompts drove the September-to-October uptick? |
Old Republic Home Protection | 17.6% | Stable; rank-one rate doubled against baseline on small counts | Are the rank-one gains stable across months? |
American Residential Warranty | 4.9% | First-month entry on 34 observations | Which prompts generated the first measurable coverage? |
AFC Home Club | 0.0% | No measurable coverage; second disruption in four months | Do September's source observations appear in October? |
ARW Home | 0.0% | No measurable coverage after 5.7% in September | Which prompts produced the September coverage? |
The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.
Evidence Behind the Benchmark
The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.
About This Benchmark
This report is part of the CiteWorks Studio AI Visibility Market Discovery research program.
- AI Visibility Industry Market Index
- AI Visibility Industry Market Methodology
- AI Visibility Industry Market Metrics
- AI Visibility Industry Market Standards
Report-Specific Interpretation Notes
- Several brands in this category have small absolute observation counts; for example, American Residential Warranty recorded 34 valid recommendations in October 2026 and ARW Home recorded no measurable coverage. These percentages are directional signals, but the smaller counts make single-prompt shifts more visible.
- The qualified benchmark denominator (694 observations in October 2026) is the base for all recommendation coverage figures, not the larger raw collection universe of 800 prompt-surface observations.
- A null coverage reading, such as the one recorded for AFC Home Club in October 2026, is reported as no measurable coverage in the qualified set. The benchmark does not distinguish between prompts that were collected but disqualified and prompts that were not surfaced for the brand.
- Month-over-month movement identifies changes worth investigating; it does not by itself establish the cause of those changes.
Next Step
The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.
The aggregate coverage percentages in this report raise questions they cannot answer: which high-intent prompts are being won, which competitor takes the recommendation when a brand loses placement, what attributes AI systems associate with each option, and which external sources shape those answers. The inconsistency data in this report shows that platforms are citing different sources when they describe the same company's coverage limits and pricing, which means the evidence base behind a recommendation is often the deciding variable.
A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy, moving from what is happening to why it is happening and what to do about it.
/ Take the next step
Want to Understand Your AI Citation Footprint?
We start every engagement with a full audit of how AI systems reference your brand today.
Measurable, Repeatable Programme
Build a durable foundation of credible citations that compounds over time and continues to influence AI answers as new queries emerge
Citation Architecture Review
Identify which high-authority community sources are and aren't working in your favour across AI platforms.
AI Visibility Audit
Understand exactly how LLMs are referencing your brand today and which sources are shaping those answers.
/ Learn More
Understanding AI search visibility.
AI search experiences create answers by pulling information from many places online and summarizing it into a single response.


