ADAHOMEFinder Review for Seniors

Answer Capsule

ADAHOMEFinder is a mixed fit for Senior Home Accessibility Renovations. Two of seven platforms named it during the ranking stage, and it finished eighth overall with an average listed rank of 4.5. Its strongest asset is scale: a free, searchable national directory of CAPS-designated aging-in-place professionals with ZIP-code and service filters and free quote requests ^[1]. Its main limitation is structural: ADAHOMEFinder is a directory, not a contractor. It does not perform assessments, execute remodels, supervise projects, or back workmanship with a platform warranty, and its own terms state it does not perform background checks, licensure verification, or insurance verification (official:C3). Buyers must independently verify every provider.

Research Snapshot

What Changed Since August 2026

ADAHOMEFinder moved down from No. 5 to No. 8, and platform mentions were unchanged at 2. ADAHOMEFinder remains a mixed fit for Senior Home Accessibility Renovations in the September 2026 review, and the buyer-facing substance is largely unchanged: it is still a free directory rather than a contractor, with no assessment, construction oversight, or warranty. The clearest difference is that the directory now newly reports vetting details such as a recommended 60–90 minute occupational therapy home assessment, and it newly cites a $100 liability cap and $150–$500 grab bar installation range; the earlier $200–$500 assessment estimate is no longer repeated. Best-suited and poor-fit profiles remain broadly the same, so buyers should expect no material shift in what the offering does. Differences between the two editions reflect what each article reports; they do not by themselves prove that the product, service, or price changed.

The August 2026 review preserves the earlier article for reference.

Why ADAHOMEFinder Qualified for This Study

Questions This Section Answers

• Is ADAHOMEFinder a good choice for Senior Home Accessibility Renovations?
• How many AI platforms named ADAHOMEFinder in the ranking stage for senior home accessibility renovations?

ADAHOMEFinder qualified because it was named by two of the seven platforms during ranking discovery and met the study's minimum-mention threshold. It ranked fifth on grok and fourth on openai, producing an average listed rank of 4.5 and a final rank of eighth. Its 28.6% platform share is the lowest among the finalists, which is why its fit rating is mixed rather than strong.

The entity is a company-operated directory, not a renovation provider. Its relevant offering is a U.S. directory of aging-in-place and accessibility professionals, including CAPS-designated contractors, with location and service filters and quote-request tools ^[2]. CAPS is the National Association of Home Builders' Certified Aging-in-Place Specialist credential, built around a three-course curriculum covering aging-in-place communication, design concepts, modification details, and project considerations ^[3]. The credential was created in 2002 by NAHB in collaboration with AARP and requires completion of three designated courses, with no prior certification or membership required to enroll (anthropic:25-3, anthropic:25-4).

That credential relevance is the reason the directory surfaced at all. It is also the reason buyers should read the rest of this review carefully: a directory of credentialed professionals is not the same thing as a credentialed renovation service.

The Product, Model, Plan, or Service Most Relevant to Senior Home Accessibility Renovations

Questions This Section Answers

• What exactly does ADAHOMEFinder provide for a homeowner planning a senior accessibility remodel?
• Does ADAHOMEFinder perform home safety assessments or construction work itself?

The relevant offering is a free national directory and quote-request platform, not a renovation contractor or a standardized assessment service. ADAHOMEFinder lists aging-in-place remodelers and accessibility professionals for services including bathroom modifications, ramps, grab bars, stair lifts, kitchen modifications, and home safety assessments ^[4]. The company describes itself as a comprehensive U.S. directory of aging-in-place specialists — primarily CAPS-designated contractors plus other vetted pros — covering walk-in showers, wheelchair ramps, grab bars, stair lifts, kitchen modifications, bathroom remodels, and full home accessibility renovations (anthropic:2-4, anthropic:38-1).

Users can browse by state, search by ZIP code, compare professionals side by side, and request free quotes (anthropic:2-5, anthropic:38-2). The company also publishes a free Caregiver Starter Kit covering the home modification process and contractor vetting guidance (anthropic:5-31).

The company's own terms are explicit about the boundary: "We are not a contractor and do not perform construction work" (official:C3). That single sentence defines the fit. ADAHOMEFinder is a discovery layer that sits in front of the renovation, and everything downstream — assessment, design, permitting, construction, and warranty — belongs to whichever independent professional the buyer selects.

What the AI Platforms Agreed About

Questions This Section Answers

• What do AI platforms agree ADAHOMEFinder is actually good at for senior accessibility renovations?
• Is ADAHOMEFinder free for homeowners planning aging-in-place modifications?

The platforms broadly agreed on three points: ADAHOMEFinder is a directory rather than a service provider, it is free for homeowners, and its CAPS focus is topically relevant to senior accessibility work.

On the directory framing, the agreement was effectively unanimous across the platforms that produced fit findings. OpenAI called it "a directory and quote-request platform, not a direct renovation contractor or standardized home-safety assessment service" ^[5]. Anthropic described it as "fundamentally a referral directory—not a managed service platform." DeepSeek stated it is "a directory/referral site that lists purported CAPS-designated aging-in-place and accessibility professionals, not a renovation contractor or assessment provider itself" ^[6]. Grok concluded it "does not perform assessments or renovations itself" (grok:0). Kimi described it as "a directory service, not a direct service provider" ^[7].

On cost, the platforms agreed the directory is free to consumers. Grok reported free directory access and quote requests with no user fees identified (grok:0). Anthropic reported no platform fees to users and no ADAHOMEFinder fees charged to homeowners or contractors for basic directory listing. The company's own terms confirm this: "ADAhomeFinder is free for consumers to use" (official:C3).

On CAPS relevance, the platforms agreed the credential is legitimate and topically aligned. NAHB confirms CAPS covers aging-in-place communication, design concepts, modification details, and installation-related planning ^[8]. Independent sources confirm CAPS directories are used to find professionals with the skills to remodel homes for aging in place ^[9].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

• Did any AI platform say ADAHOMEFinder is unusable or offline in 2026?
• How reliable is ADAHOMEFinder's claimed directory size and CAPS verification?

The platforms disagreed sharply on one point and were uncertain on several others. Google rated ADAHOMEFinder "weak" and asserted the platform has "no active online presence, operational directory, or verified business records as of 2026," recommending buyers use the official NAHB CAPS Directory instead (google:nahb_caps_directory). That claim conflicts directly with the other six platforms, all of which retrieved and described live ADAHOMEFinder pages, and with the company's own retrieved homepage and terms of service (official:C1, official:C3). Buyers should treat the Google finding as an outlier that the supplied evidence does not support.

Directory size is a genuine unresolved conflict. ADAHOMEFinder's public pages show different counts, including approximately 1,991 or 1,991+ aging-in-place professionals, 652 CAPS-designated professionals, 762 aging-in-place renovation contractors with 420 CAPS-certified, and 160 providers said to publish real prices. The date, inclusion rules, and counting methodology are not fully explained. A separate company article states the pricing survey reviewed "all 721 of them, filtered for active websites and verified contact info from a raw NAHB roster of about 2,400 designations" (official:C2). Perplexity reported that search results did not surface a verifiable ADAHOMEFinder page confirming the claimed 1,991+ figure, so that count is unverified. DeepSeek likewise flagged the count as a company claim not independently verified ^[11].

Verification depth is another uncertainty. ADAHOMEFinder states its listings are verified against the NAHB registry and provides filters for ZIP code, service type, and ratings ^[12], and its listing form requires a CAPS designee number (anthropic:42-1, anthropic:42-4). But the public materials do not establish the current verification date or whether every listing remains active and credentialed. Anthropic noted that the platform "does not publicly disclose the specific vetting criteria, background check protocols, insurance verification methods, or re-certification frequency." Kimi could not determine whether CAPS certification is verified at search time or only at listing creation ^[13].

The company's own terms resolve part of this: "ADAhomeFinder does not perform background checks, licensure verification, insurance verification, or quality audits beyond what is publicly recorded" (official:C3). That is a company statement, not an independent audit, but it directly limits what "verified" means in the directory's marketing.

Monetization was also unclear across platforms. The public materials do not clearly state whether quote requests are sold as leads or whether providers pay referral or advertising fees. The company's terms do address it: ADAHOMEFinder "may receive a referral fee or subscription payment from a contractor when you submit a Free Quote request and the contractor receives the lead," and may accept payment for "Featured" placement, labeled where applicable (official:C3). DeepSeek reported that whether the directory is free or monetized was unclear from its sources ^[11].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

• What features does ADAHOMEFinder offer for finding CAPS-certified contractors by ZIP code and service type?
• Does ADAHOMEFinder help with Medicaid waiver or VA funding for senior home modifications?

ADAHOMEFinder's capabilities are search, comparison, and education — not assessment, construction, or warranty administration.

Search and filtering. The directory supports browsing by state, ZIP-code search, side-by-side professional comparison, and free quote requests (anthropic:2-5, anthropic:38-2). Filters cover ZIP code, service type, and ratings, and listings are described as verified against the NAHB registry ^[14]. Service categories include bathroom modifications, ramps, grab bars, stair lifts, kitchen modifications, and home safety assessments ^[15].

CAPS credential filtering. The directory primarily lists CAPS-designated specialists (anthropic:2-1). NAHB confirms CAPS holders can include remodelers, contractors, designers, architects, and health-care consultants, and that a CAPS credential is not necessarily the same as hiring a remodeler ^[16]. That distinction matters: a CAPS designer or health-care consultant may not be the party who pulls permits and builds the ramp.

Educational resources. The free Caregiver Starter Kit recommends completing an occupational therapy home safety assessment with a 60–90 minute visit and a written report (anthropic:30-1). It advises asking contractors for a CAPS certificate number rather than accepting a verbal claim (anthropic:30-12), verifying a state license number through free online state lookups before signing (anthropic:30-15), requesting a current insurance certificate (anthropic:40-3), requesting photos and references from three similar projects (anthropic:40-10, anthropic:40-33), requesting an itemized scope covering materials and labor (anthropic:40-13), and asking for a realistic timeline from contract signing to completion (anthropic:40-16).

Payment guidance. The Starter Kit recommends a payment structure of 10–25% deposit, milestone payments, and a final 10–25% on completion, and advises avoiding 50%+ upfront payment (anthropic:40-20, anthropic:40-21). This is guidance, not enforcement — the platform does not administer payments.

Funding guidance. ADAHOMEFinder publishes a 50-state Medicaid waiver guide and recommends verifying contractor waiver experience by asking which waivers they are currently enrolled with, rather than accepting a generic "Medicaid" claim (anthropic:39-1, anthropic:39-2, anthropic:39-18, anthropic:39-19). The Starter Kit also provides guidance on matching homeowner situations to likely funding sources (anthropic:30-20). The platform does not independently confirm contractor waiver enrollment.

Assessment quality. The directory includes providers advertising home safety assessments, but public information does not establish a uniform assessment methodology, occupational-therapist involvement, clinical evaluation standard, or quality-control process for every listing ^[15]. Independent consumer guidance notes homeowners may also use occupational therapists, physical therapists, geriatric care managers, or senior home safety specialists for home evaluations ^[17].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

• How much does ADAHOMEFinder cost homeowners, and does it charge referral or listing fees?
• What do senior accessibility renovations cost through contractors listed on ADAHOMEFinder?

ADAHOMEFinder itself is free for homeowners. The company's terms state it "is free for consumers to use," and it may receive a referral fee or subscription payment from a contractor when a quote request converts to a lead, plus possible payment for labeled "Featured" placement (official:C3). Grok reported free directory access and quote requests with no user fees identified (grok:0). Anthropic reported no platform fees to users and no ADAHOMEFinder fees charged to homeowners or contractors for basic directory listing.

There is no platform-wide construction contract, cancellation policy, refund policy, or warranty. The company's terms state the site is provided "as is" without warranties of any kind, that it makes no guarantees about accuracy, completeness, or current availability of contractor information, and that aggregate liability for direct damages will not exceed $100 or the amount paid in the past twelve months, whichever is greater (official:C3). The terms also include mandatory arbitration and a class action waiver (official:C3).

Actual renovation costs are set by the selected provider and are not standardized by the directory. ADAHOMEFinder reports that only a small minority of reviewed CAPS contractors publish actual prices and explains that many use free-consultation or quote-request models ^[18]. The company's own pricing survey found that of 721 publishable CAPS-designated contractors reviewed, only 10 published real, comparable prices — 1.4% (official:C2). That survey also published 2026 industry ranges: grab bars $150–$500 per bar installed, walk-in shower conversion $7,000–$20,000, wheelchair ramp $100–$300 per linear foot, and stair lift $3,500–$5,500 for a straight staircase (official:C2). These are company-published reference ranges, not binding quotes, and the terms state cost estimates "are for reference only and do not constitute a binding quote" (official:C3).

Independent cost context is broader. One independent source reports retrofitting costs for aging-in-place home modifications can range from $10,000 to $60,000+ depending on scope (anthropic:12-5). Kimi cited industry pricing of CAPS-certified contractor labor at $85–$175 per hour plus design fees, full accessible bathroom remodels at $15,000–$45,000+, and whole-home retrofits at $35,000–$120,000+ ^[19]. These figures come from different sources with different methodologies and should be treated as ranges for budgeting, not quotes.

Potential additional costs include contractor-specific consultation or assessment fees, permits, engineering, design, equipment, travel, and change-order charges, all of which are contractor- and project-specific ^[20]. Free quote requests do not equal free assessments or predictable project costs.

Best Suited For

Questions This Section Answers

• Who gets the most value from ADAHOMEFinder when planning a senior accessibility renovation?
• Is ADAHOMEFinder worth it for a homeowner who wants to compare multiple CAPS contractor bids?

ADAHOMEFinder is best suited to organized buyers who want a starting list and intend to vet providers themselves. The platforms converged on this profile.

It fits homeowners who need a starting point for finding local aging-in-place remodelers or accessibility professionals, and buyers who want to filter providers by location, service category, CAPS status, reviews, or selected accessibility capabilities ^[21]. It also fits projects requiring several bids for bathroom modifications, ramps, grab bars, stair lifts, or broader aging-in-place renovations ^[21].

Anthropic's best-fit list adds homeowners seeking to compare multiple CAPS-certified contractors without hiring a general contractor, families needing to identify qualified aging-in-place professionals for structural renovations, buyers planning to request multiple free competitive quotes before selecting a single contractor, and households exploring funding options such as Medicaid waiver, VA benefits, or private pay who need referrals familiar with specific payment structures.

Kimi framed the fit as buyers in an early research phase who want to compare multiple independent contractors rather than use a matchmaking or project-management service, and who prefer to vet and contract with pros directly. DeepSeek's version is similar: homeowners who already know the scope of work and want a starting list to contact and vet themselves, and buyers who intend to independently verify each pro's license, insurance, references, and pricing before hiring ^[22].

The common thread is buyer capability. This directory rewards people who will actually run the verification steps the platform itself recommends.

Probably Not Best Suited For

Questions This Section Answers

• Who should not choose ADAHOMEFinder for a senior home accessibility renovation?
• Does ADAHOMEFinder protect homeowners if a listed contractor does poor work?

ADAHOMEFinder is not suited to buyers who need one accountable party, guaranteed quality, or platform-backed protection.

It is a poor fit for buyers seeking one provider with standardized assessment protocols, guaranteed project quality, published pricing, or platform-backed warranty coverage ^[23]. It is also a poor fit for buyers who need an independently verified occupational-therapy assessment rather than contractor referrals, and for buyers unwilling to independently verify licenses, insurance, permits, references, scope, and warranty terms ^[23].

Anthropic's exclusion list covers Seniors or families seeking an intermediary to manage contractor quality, warranty enforcement, or project oversight post-referral; homeowners expecting the directory to conduct occupational therapy assessments or provide professional home safety evaluation reports; buyers needing guaranteed warranty coverage or liability protection from the referral platform itself; individuals unable to independently vet contractor credentials, references, insurance, or licensing; and those requiring a single vetted, ready-to-hire expert rather than comparing multiple quotes.

DeepSeek's list adds homeowners who want one accountable firm to handle assessment, design, permitting, construction, and warranty, and buyers who need verified, independently audited contractor credentials or outcome data ^[24]. Kimi adds homeowners wanting bundled assessment-to-execution services with project oversight, buyers needing fixed-price quotes or warranty coverage from a single accountable entity, and seniors or caregivers needing hands-free contractor vetting and coordination ^[25].

The company's own terms reinforce this: "You are responsible for vetting any contractor before hiring. Always verify license status with your state, request proof of insurance, and obtain multiple written quotes" (official:C3).

When Another Option May Be Better

Questions This Section Answers

• What is a better alternative to ADAHOMEFinder for a buyer who needs one accountable firm from assessment through warranty?
• When should a buyer use the official NAHB CAPS directory instead of ADAHOMEFinder?

Several alternatives are better when the buyer's need is accountability rather than discovery.

When credential verification is the primary requirement, use the official NAHB CAPS directory. NAHB maintains the official, active public directory of Certified Aging-in-Place Specialists to help homeowners find qualified professionals ^[26]. Google's fit finding recommended this substitution directly.

When one accountable party is required, use a local licensed design-build remodeler or accessibility contractor directly. This applies when the buyer needs permits, construction management, and a written warranty from a single entity ^[28]. DeepSeek framed the same trigger as needing a single accountable firm for assessment-through-warranty turnkey work ^[29].

When individualized functional assessment comes first, use an occupational therapist or other qualified home-assessment professional before selecting construction solutions ^[28]. Independent consumer guidance notes homeowners may use occupational therapists, physical therapists, geriatric care managers, or senior home safety specialists for home evaluations ^[30]. NIH guidance on aging in place points homeowners to public resources and the Eldercare Locator for local support ^[31].

When execution risk is the main concern, use providers with documented local licenses, insurance, references, detailed scopes, fixed allowances, change-order rules, and written workmanship warranties ^[28].

When the buyer wants a managed or design-led model, Kimi identified comparators: coordinated end-to-end service from assessment through execution, virtual or onsite consultation before contractor selection, fixed-price quotes with written quote requirements, detailed design plans and 3D visualization, and licensed contractors with explicit labor warranties ^[32]. These are named alternatives from one platform's research and were not independently verified in this study.

Questions to Verify Before Buying

Questions This Section Answers

• What should a buyer confirm with ADAHOMEFinder and a listed contractor before signing a renovation contract?
• How can a homeowner check whether an ADAHOMEFinder listing's CAPS credential is still active?

These questions combine the verification items the platforms surfaced. They are questions to ask, not findings.

About the listing and credential. Is the specific professional currently listed in the official NAHB CAPS directory, and is the credential active ^[34]? Does ADAHOMEFinder verify the CAPS credential directly with NAHB, or accept self-reported credentials? Are contractor licenses and insurance verified annually, or only at initial listing? What is ADAHOMEFinder's definition of "verified" — CAPS credential only, or license, insurance, and background validation?

About licensing and insurance. Is the provider licensed for the required construction work in the project's state and locality ^[34]? Does the provider carry current general liability and workers' compensation insurance ^[34]? ADAHOMEFinder's own guidance recommends asking for the state license number and verifying it is active via free online state lookup before signing (anthropic:30-15), and requesting a current insurance certificate (anthropic:40-3).

About the assessment. Who performs the home assessment, what written deliverable is provided, and does it include measurements, priorities, recommended modifications, and alternatives ^[34]? The Starter Kit recommends an occupational therapy assessment with a 60–90 minute visit and written report (anthropic:30-1).

About references and scope. Does the provider have recent references for comparable structural accessibility projects ^[34]? The Starter Kit recommends requesting photos and references from three similar projects (anthropic:40-10, anthropic:40-33) and an itemized scope including materials and labor (anthropic:40-13).

About permits and coordination. Who obtains permits and coordinates inspections, engineering, plumbing, electrical, and structural work ^[34]?

About the estimate and change orders. What is included and excluded in the written estimate, and how are allowances, change orders, delays, and unforeseen conditions handled ^[34]? The Starter Kit recommends asking for a realistic timeline from contract signing to completion (anthropic:40-16).

About warranties. What workmanship and manufacturer warranties apply, who administers them, and what exclusions or response times apply ^[34]?

About the platform's business model. Does ADAHOMEFinder receive referral, advertising, or lead fees, and how does that affect ranking or provider selection ^[34]? The company's terms disclose that it may receive referral fees or subscription payments and may accept payment for labeled "Featured" placement (official:C3).

About fees. Are there any fees for the assessment, consultation, quote, travel, design, or cancellation before signing the construction contract ^[34]?

About recourse. If a contractor you hire from ADAHOMEFinder fails to complete work or causes damage, does the platform offer any recourse or liability? The company's terms state it shall not be liable for damages arising from interactions with listed contractors or work performed by a contractor found through the site, and cap aggregate direct-damages liability at $100 or twelve months of payments, whichever is greater (official:C3).

About funding experience. How does ADAHOMEFinder verify that contractors claiming Medicaid waiver or VA benefit experience are currently enrolled with those programs? The company's own guidance recommends asking contractors which specific waivers they are currently enrolled with, not accepting generic "Medicaid" claims (anthropic:39-2, anthropic:39-19).

Final AI Consensus Verdict

ADAHOMEFinder is a mixed fit for Senior Home Accessibility Renovations. It is a potentially useful discovery and bid-comparison tool, especially for locating CAPS-designated providers across the United States, but buyers should treat it as a directory rather than a quality-assured remodeling service. It becomes a stronger option when paired with independent credential, license, insurance, assessment, reference, contract, permit, and warranty verification.

The platform-level fit ratings were split: anthropic rated it good, openai, deepseek, grok, and kimi rated it mixed, perplexity rated it uncertain, and google rated it weak. The Google rating rested on a claim that the site has no active online presence, which the other six platforms' retrieved evidence and the company's own retrieved pages contradict.

The consensus position across the platforms that produced substantive findings is consistent: ADAHOMEFinder shortens the search for CAPS-credentialed professionals and provides unusually detailed free vetting guidance, but it delivers no assessment, no construction, no project oversight, and no warranty. The company's own terms confirm the boundary and the liability cap. Buyers who accept that division of labor and run the verification steps themselves get a useful starting point; buyers who want one accountable party should look elsewhere.

How This Review Was Produced

This review was produced from platform fit-research responses collected for the topic "Best Home Modification Services for Seniors" under the use case Senior Home Accessibility Renovations, with a research date of 2026-09-27. Seven platforms contributed fit findings: openai, anthropic, deepseek, grok, kimi, perplexity, and google. Ranking statistics were drawn from the study's entity ranking data, which recorded two platform mentions, an average listed rank of 4.5, a best listed rank of 4, and a final rank of 8.

Each platform's response included a fit rating, a direct answer, best-fit and poor-fit lists, limitations, pricing and terms, use-case findings by factor, questions to verify before buying, and citations. This review synthesizes those responses, preserves their disagreements, and separates company-owned evidence from independent evidence. No product testing, customer interviews, or independent verification of contractor quality was performed.

Methodology Limitations

Several limitations apply to this review and should be weighed before acting on it.

Platform-reported evidence. Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Claims without a citation are labeled platform-reported or unverified.

Company-owned sources dominate. Company-owned citations materially outnumber independent citations in the supplied evidence. ADAHOMEFinder's own pages, blog posts, and Caregiver Starter Kit account for most of the specific claims about directory size, verification, and vetting guidance. These are company claims and should not be described as independently verified.

Conflicting directory counts. ADAHOMEFinder's public pages show different counts, including approximately 1,991 or 1,991+ aging-in-place professionals, 652 CAPS-designated professionals, 762 aging-in-place renovation contractors with 420 CAPS-certified, and 160 providers said to publish real prices. A separate company article references 721 publishable CAPS contractors from a raw NAHB roster of about 2,400 designations (official:C2). The date, inclusion rules, and counting methodology are not fully explained, and the counts conflict.

Unresolved verification scope. ADAHOMEFinder claims listing verification against the NAHB registry, but the public materials do not establish the current verification date or whether every listing remains active and credentialed. The company's terms state it does not perform background checks, licensure verification, insurance verification, or quality audits beyond what is publicly recorded (official:C3).

Missing pricing and warranty terms. No complete platform-wide warranty, dispute-resolution, refund, or complaint-handling policy was identified. The company's terms disclaim warranties and cap liability (official:C3).

Platform date discrepancies. Platform-reported research dates differ from the authoritative run date. DeepSeek's response is dated 2026-06-11, while the run research date is 2026-09-27. Platform-reported dates are provenance metadata and do not independently prove freshness. DeepSeek also reported search as disabled, so its findings rest on model knowledge rather than retrieved pages and require explicit verification before being treated as current facts.

Outlier finding. Google's assessment that the platform is offline conflicts with six other platforms' retrieved evidence and with the company's own retrieved pages. This review treats it as an outlier but discloses it rather than omitting it.

No independent quality testing. Nothing in this review establishes contractor quality, assessment quality, project outcomes, or customer satisfaction for any provider listed in the directory. AI-platform agreement on the directory's nature does not prove the directory's usefulness or the quality of its listings.