How AI Search Is Recommending Home Warranties: Monthly Trends

Mark HuntleyBy Mark HuntleyFounder and CEO
18 minutes read

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

0%25%50%75%100%Jul 2026Aug 2026Sep 2026Oct 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.

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.

Request an AI visibility audit

/ 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.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

VIEW ALL CASE STUDIESREQUEST AN AI VISIBILITY AUDIT