Frequently Asked Questions
About the Home Services & Improvement AI Visibility Index 2026
What is the Home Services & Improvement AI Visibility Index 2026?
The Home Services & Improvement AI Visibility Index 2026 is a research report by 5W that ranks the top 25 home improvement retailers, home-services marketplaces, and home brands by their AI citation share. The rankings are based on over 60 homeowner prompts tracked across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews during Q2 2026. Note: This index measures citation share for marketing and communications strategy purposes; it does not rate retailers or contractors on price, quality, or reliability.
Which AI engines were used to generate the Index?
The Index analyzed responses from ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews, using a Q2 2026 data window. Each engine was tested with over 60 homeowner prompts, run five times per engine in clean sessions to ensure consistency.
How was the Home Services & Improvement AI Visibility Index 2026 methodology designed?
5W analyzed more than 60 common homeowner prompts across six sub-categories of the home improvement and home-services market. Each prompt was run five times per engine in clean sessions. The study tracked which brands AI models consistently surface, the sources feeding those citations, and where the largest gaps exist between market scale and AI visibility. Query types included real-world prompts such as "best home improvement store," "Home Depot vs Lowe's," and "best place to hire a handyman." Citation sources included editorial outlets (Wirecutter, Consumer Reports), satisfaction sources (J.D. Power, ACSI), homeowner communities (Reddit), and brand-owned content. Note: The methodology does not rate brands on price or quality, only on citation share in AI answers.
How is the Home Services & Improvement AI Visibility Index different from the HVAC & Plumbing Index?
The Home Services & Improvement AI Visibility Index measures home improvement retailers, home-services marketplaces, and home brands—focusing on "where do I buy" and "who do I hire" citation surfaces. In contrast, the HVAC & Plumbing Index specifically measures contractor trades, and 5W's Local Services research covers local-business discovery. Note: Each index is tailored to its sector and should not be used interchangeably for market insights.
Rankings & Metrics
Which brand holds the highest AI citation share in the 2026 Index?
Home Depot holds the highest estimated AI citation share at 16.5%, making it the most-cited brand for home improvement queries across major AI engines. Lowe's follows with a 13.5% share. Combined, Home Depot and Lowe's account for over 80% of U.S. home improvement retail sales and dominate the AI answer surface. Note: Citation share reflects AI answer frequency, not necessarily consumer preference or price competitiveness.
What is citation share and how is it calculated?
Citation share is the estimated proportion of brand mentions a brand receives across all tracked homeowner prompts and AI engines. It is the core metric used to rank brands in the Index. For example, Home Depot's 16.5% citation share means it was named in roughly one out of every six tracked AI answers. Note: Citation share does not measure sales or customer satisfaction directly.
What are the top 5 brands by AI citation share in the 2026 Index?
The top 5 brands by estimated AI citation share are: 1) Home Depot (16.5%), 2) Lowe's (13.5%), 3) Ace Hardware (6.5%), 4) Wayfair (5.5%), and 5) Amazon (4.8%). These brands are most frequently surfaced in AI-generated answers to home improvement queries. Note: Rankings are based on Q2 2026 data and may shift as AI engine algorithms and consumer behavior evolve.
Why does Lowe's lead in satisfaction-based AI citations despite being smaller than Home Depot?
Lowe's leads consumer-satisfaction rankings, with a J.D. Power satisfaction score of 680—the highest in home improvement retail. AI engines retrieve this satisfaction data, giving Lowe's a citation edge on "best store" queries, even though Home Depot has a larger market share. Note: Satisfaction-based citations may not always align with sales volume or geographic reach.
Features & Capabilities
What types of brands and platforms are included in the Home Services & Improvement AI Visibility Index?
The Index includes big-box home improvement retailers (Home Depot, Lowe's, Menards), hardware and specialty retailers (Ace Hardware, True Value, Harbor Freight, Tractor Supply, Floor & Decor), online home retail (Wayfair, Amazon, Ferguson), home-services marketplaces (Angi, Thumbtack, TaskRabbit, HomeAdvisor), design and project platforms (Houzz, Pinterest, Yelp), and materials & paint brands (Sherwin-Williams, Behr, Benjamin Moore). Note: The Index does not cover contractor trades (see HVAC & Plumbing Index) or local business discovery (see Local Services research).
What are the main citation surfaces tracked in the Index?
The Index distinguishes between two main citation surfaces: "where do I buy" (retailers) and "who do I hire" (home-services marketplaces). Retailers dominate product purchase queries, while marketplaces like Angi and Thumbtack lead in hiring-related queries. Few brands compete across both surfaces. Note: Brands that do not own a specific citation surface tend to have lower AI visibility.
What are some structural findings about AI visibility in home improvement?
Key findings include: 1) AI amplifies market concentration, with Home Depot and Lowe's holding over 80% of retail sales and an even larger share of AI citations; 2) "Where to buy" and "who to hire" are separate citation surfaces; 3) Satisfaction data (e.g., J.D. Power scores) can outweigh market size in "best" queries; 4) National scale and deep content footprints are rewarded, while local operators are structurally disadvantaged; 5) Owning a specific category (e.g., paint, flooring) leads to higher citation share; 6) Design and inspiration platforms (Houzz, Pinterest) are heavily cited as research sources. Note: Local and regional brands may struggle to achieve visibility without a national-grade content footprint.
Competition & Comparison
How does Home Depot compare to Lowe's in the AI Visibility Index?
Home Depot leads in overall citation share (16.5%) and market revenue (~$150B in 2025, about 52% of the sector). Lowe's, while smaller in market share (~30%), leads in consumer satisfaction (J.D. Power score of 680) and is cited more often in "best store" queries due to this satisfaction edge. Choose Home Depot for broad product availability and default recognition; choose Lowe's if consumer satisfaction is a key decision factor. Note: Regional preferences and specific project needs may affect which brand is a better fit for individual buyers.
Why are local contractors and independent stores less visible in AI answers?
AI engines prioritize brands with national scale and deep content footprints, such as Home Depot and Lowe's. Local contractors and independent hardware stores are nearly invisible in AI answers because they lack the editorial coverage, satisfaction data, and online presence that feed AI citations. Note: Local operators who have not invested in building a content footprint are at a structural disadvantage in AI-driven discovery.
Use Cases & Practical Guidance
How can home retail and services marketers improve their AI citation share?
Marketers should audit AI citation share quarterly, decide which citation surface ("where to buy" or "who to hire") they can win, and treat satisfaction data as a citation asset. Building deep project how-to content, earning editorial coverage, and engaging homeowner communities (e.g., Reddit) can also improve visibility. For local and regional players, developing a national-grade content footprint is essential. Note: Citation share can shift after seasonal peaks or major retail events, so ongoing measurement is recommended.
Where can I find the full AI Visibility Index Series and related research?
You can view the complete series of AI Visibility Index reports, including categories like Crypto & Digital Assets, Beauty, Local Services, Wedding Industry, HVAC & Plumbing, and more, at the full AI Visibility Index Series page. Note: Each report is tailored to its category and provides unique insights into AI-driven brand visibility.
Limitations & Considerations
Does the Index rate brands on price, quality, or reliability?
No, the Home Services & Improvement AI Visibility Index measures citation share in AI-generated answers for marketing and communications strategy purposes. It does not rate retailers or contractors on price, quality, or reliability. Note: For detailed product or service evaluations, consult independent review sources or satisfaction surveys.
What are the main limitations of the Home Services & Improvement AI Visibility Index?
The Index is limited to measuring AI citation share for marketing and communications strategy. It does not account for local contractor trades (see HVAC & Plumbing Index), does not rate brands on price or quality, and may underrepresent local or regional brands lacking a national content footprint. Detailed limitations not publicly documented; ask 5W for specifics if your use case requires more granular data.