Homeowners Protection in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: HomeServe, AFC Home Warranty, Liberty Home Guard, Cinch Home Services, American Home Shield, Choice Home Warranty, 2-10 Home Buyers Warranty, First American Home Warranty, Old Republic Home Protection, American Residential Warranty

Answer Capsule

The November 2026 Homeowners Protection benchmark compares 10 companies across 656 AI answers that met its inclusion rules. American Home Shield recorded 650 mentions and 624 recommendations (95.12% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

• What does the Homeowners Protection benchmark show about mentions, recommendations and placement?

The peer set is sharply tiered. American Home Shield and Liberty Home Guard sit at the top on both reach and endorsement, while Cinch Home Services and AFC Home Warranty hold strong recommendation rates with far fewer first-place finishes. The gap between being named and being named first is the defining pattern across this market.

Below that group, First American Home Warranty and Choice Home Warranty reach roughly half the answers but convert far less often into top placement. The lower tier, from 2-10 Home Buyers Warranty down to HomeServe, appears in a minority of answers and rarely leads them. Reach and position are separate problems requiring separate work.

For a client here, the practical question is whether to widen presence or improve standing within answers already mentioning the brand. The evidence supports starting with the second, because endorsement is where most mid-tier companies lose ground relative to their mention share.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Homeowners Protection snapshots?

Across the selected monthly samples, several companies moved noticeably. AFC Home Warranty and 2-10 Home Buyers Warranty both recorded higher mention and recommendation counts in the latest month, while Choice Home Warranty and Old Republic Home Protection recorded lower ones. American Home Shield's recommendation count held steady while its rate shifted with the answer base.

These are separate samples, so the movements describe what was recorded, not why. A different answer total does not explain a change in counts or rates, and the months are not like-for-like. Treat the series as directional context for prioritization rather than a performance trend.

Company-by-company findings

HomeServe

Questions This Section Answers

• What measured visibility pattern and review priority does HomeServe have in Homeowners Protection?

HomeServe recorded 13 mentions (1.98%) and 9 recommendations (1.37%) across 656 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 2. Framing among its mentions was 10 positive, 3 neutral and 0 negative.

From October 2026 to November 2026, HomeServe's mention count rose from 12 to 13, while its recommendation count rose from 4 to 9. The recommendation rate was 0.59% and 1.37% respectively.

AI answers contained 1 conflicting claim about HomeServe: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://homeserve.com/en-us/faqs/.

Selected third-party review candidate: https://thisoldhouse.com/home-finances/homeserve-review.

HomeServe appears in a small share of answers, and its recommendations are close to its mention count, so the constraint is reach rather than endorsement. The recorded conflict concerns a monthly cost range, which is a factual question before it is a content question. We would propose a fact-check brief that confirms the current published range and its effective date, then decide whether any correction is warranted.

AFC Home Warranty

Questions This Section Answers

• What measured visibility pattern and review priority does AFC Home Warranty have in Homeowners Protection?

AFC Home Warranty recorded 383 mentions (58.38%) and 370 recommendations (56.40%) across 656 answers included in the benchmark. Top 3 placements numbered 242; first-place recommendations numbered 18. Framing among its mentions was 372 positive, 11 neutral and 0 negative.

From October 2026 to November 2026, AFC Home Warranty's mention count rose from 352 to 383, while its recommendation count rose from 328 to 370. The recommendation rate was 48.24% and 56.40% respectively.

AI answers contained 14 conflicting claims about AFC Home Warranty: 0 critical, 0 high, 11 medium, 3 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://afchomeclub.com/.

Selected third-party review candidate: https://cnbc.com/select/best-home-warranties/.

AFC Home Warranty is recommended in most answers that mention it, yet first-place finishes are rare. That pattern points to standing within answers rather than presence. The recorded conflicts concern guarantee length and monthly price, both of which shape how a buyer compares plans. We would propose a fact-check brief on those two topics and a page review against current primary sources before any edit.

Liberty Home Guard

Questions This Section Answers

• What measured visibility pattern and review priority does Liberty Home Guard have in Homeowners Protection?

Liberty Home Guard recorded 548 mentions (83.54%) and 519 recommendations (79.12%) across 656 answers included in the benchmark. Top 3 placements numbered 347; first-place recommendations numbered 128. Framing among its mentions was 525 positive, 23 neutral and 0 negative.

From October 2026 to November 2026, Liberty Home Guard's mention count fell from 576 to 548, while its recommendation count fell from 539 to 519. The recommendation rate was 79.26% and 79.12% respectively.

AI answers contained 33 conflicting claims about Liberty Home Guard: 0 critical, 2 high, 21 medium, 10 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://libertyhomeguard.com/.

Selected third-party review candidate: https://consumeraffairs.com/homeowners/aaa_warranties.html.

Liberty Home Guard combines broad reach with strong endorsement, so its position is already established. The recorded conflicts touch guarantee length and a customer rating, and the guarantee question carries the higher priority. We would propose verifying the current guarantee terms and the rating source, then a page brief only if the primary evidence supports a change.

Cinch Home Services

Questions This Section Answers

• What measured visibility pattern and review priority does Cinch Home Services have in Homeowners Protection?

Cinch Home Services recorded 447 mentions (68.14%) and 432 recommendations (65.85%) across 656 answers included in the benchmark. Top 3 placements numbered 256; first-place recommendations numbered 48. Framing among its mentions was 436 positive, 11 neutral and 0 negative.

From October 2026 to November 2026, Cinch Home Services' mention count fell from 464 to 447, while its recommendation count fell from 438 to 432. The recommendation rate was 64.41% and 65.85% respectively.

AI answers contained 16 conflicting claims about Cinch Home Services: 0 critical, 0 high, 10 medium, 6 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://cinchhomeservices.com/.

Selected third-party review candidate: https://cnbc.com/select/best-home-warranties/.

Cinch Home Services is recommended in most answers that mention it, with first-place finishes well behind its reach. The recorded conflicts cluster on monthly pricing, which is the kind of detail buyers weigh directly. We would propose a pricing fact-check against current published figures and a page review, treating any correction as conditional on that verification.

American Home Shield

Questions This Section Answers

• What measured visibility pattern and review priority does American Home Shield have in Homeowners Protection?

American Home Shield recorded 650 mentions (99.09%) and 624 recommendations (95.12%) across 656 answers included in the benchmark. Top 3 placements numbered 611; first-place recommendations numbered 384. Framing among its mentions was 627 positive, 23 neutral and 0 negative.

From October 2026 to November 2026, American Home Shield's mention count fell from 672 to 650, while its recommendation count stayed at 624. The recommendation rate was 91.76% and 95.12% respectively. The count was unchanged: the rate difference comes from dividing it by 680 answers in October 2026 and 656 in November.

AI answers contained 70 conflicting claims about American Home Shield: 0 critical, 10 high, 58 medium, 2 low. Of these, 10 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://ahs.com/.

Selected third-party review candidate: https://cnbc.com/select/best-home-warranties/.

American Home Shield leads the peer set on reach, endorsement and first-place finishes, so its task is protecting accuracy rather than building presence. It also carries the largest number of recorded conflicts, including higher-priority items on pricing and coverage limits. We would propose a prioritized fact-check register, starting with the higher-priority claims, and a page review against current primary sources.

Choice Home Warranty

Questions This Section Answers

• What measured visibility pattern and review priority does Choice Home Warranty have in Homeowners Protection?

Choice Home Warranty recorded 315 mentions (48.02%) and 263 recommendations (40.09%) across 656 answers included in the benchmark. Top 3 placements numbered 116; first-place recommendations numbered 7. Framing among its mentions was 271 positive, 34 neutral and 10 negative.

From October 2026 to November 2026, Choice Home Warranty's mention count fell from 370 to 315, while its recommendation count fell from 303 to 263. The recommendation rate was 44.56% and 40.09% respectively.

AI answers contained 13 conflicting claims about Choice Home Warranty: 0 critical, 2 high, 7 medium, 4 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://choicehomewarranty.com/.

Selected third-party review candidate: https://consumeraffairs.com/homeowners/home-warranty-companies-texas.html.

Choice Home Warranty reaches about half the answers but converts far less often into top placement, and it is the only company here with recorded negative framing. The conflicts concern price and service call fee. We would propose a fact-check brief on those figures plus a page review, and treat the negative framing as a separate question about how the brand is described rather than a correction target.

2-10 Home Buyers Warranty

Questions This Section Answers

• What measured visibility pattern and review priority does 2-10 Home Buyers Warranty have in Homeowners Protection?

2-10 Home Buyers Warranty recorded 211 mentions (32.16%) and 199 recommendations (30.34%) across 656 answers included in the benchmark. Top 3 placements numbered 41; first-place recommendations numbered 3. Framing among its mentions was 201 positive, 10 neutral and 0 negative.

From October 2026 to November 2026, 2-10 Home Buyers Warranty's mention count rose from 173 to 211, while its recommendation count rose from 146 to 199. The recommendation rate was 21.47% and 30.34% respectively.

AI answers contained 4 conflicting claims about 2-10 Home Buyers Warranty: 0 critical, 0 high, 4 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://2-10.com/.

Selected third-party review candidate: https://forbes.com/advisor/homeowners-insurance/2-10-home-warranty-review/.

2-10 Home Buyers Warranty recorded higher mention and recommendation counts in the latest sample, though first-place finishes remain rare. The recorded conflicts concern coverage limits and starting price, both central to how buyers compare plans. We would propose a fact-check brief on those two topics and a page review, with any edit contingent on current primary-source confirmation.

First American Home Warranty

Questions This Section Answers

• What measured visibility pattern and review priority does First American Home Warranty have in Homeowners Protection?

First American Home Warranty recorded 291 mentions (44.36%) and 267 recommendations (40.70%) across 656 answers included in the benchmark. Top 3 placements numbered 137; first-place recommendations numbered 15. Framing among its mentions was 273 positive, 18 neutral and 0 negative.

From October 2026 to November 2026, First American Home Warranty's mention count fell from 308 to 291, while its recommendation count rose from 260 to 267. The recommendation rate was 38.24% and 40.70% respectively.

AI answers contained 15 conflicting claims about First American Home Warranty: 0 critical, 2 high, 13 medium, 0 low. Of these, 2 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://homewarranty.firstam.com/.

Selected third-party review candidate: https://todayshomeowner.com/home-finances/reviews/appliance-insurance/.

First American Home Warranty is recommended in most answers that mention it, but first-place finishes are uncommon. One recorded conflict on appliance coverage limits carries higher priority, and pricing also differs across answers. We would propose verifying the coverage limit and price range against current primary sources first, then a page brief if the evidence supports a change.

Old Republic Home Protection

Questions This Section Answers

• What measured visibility pattern and review priority does Old Republic Home Protection have in Homeowners Protection?

Old Republic Home Protection recorded 128 mentions (19.51%) and 121 recommendations (18.45%) across 656 answers included in the benchmark. Top 3 placements numbered 52; first-place recommendations numbered 18. Framing among its mentions was 124 positive, 4 neutral and 0 negative.

From October 2026 to November 2026, Old Republic Home Protection's mention count fell from 154 to 128, while its recommendation count fell from 134 to 121. The recommendation rate was 19.71% and 18.45% respectively.

AI answers contained 2 conflicting claims about Old Republic Home Protection: 0 critical, 0 high, 2 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://orhp.com/.

Selected third-party review candidate: https://nerdwallet.com/home-ownership/home-warranty/best/home-warranties.

Old Republic Home Protection appears in a minority of answers, and its recommendations track closely with its mentions, so reach is the main constraint. The recorded conflicts concern monthly pricing. We would propose a pricing fact-check against current published figures and a page review, keeping any correction conditional on that verification.

American Residential Warranty

Questions This Section Answers

• What measured visibility pattern and review priority does American Residential Warranty have in Homeowners Protection?

American Residential Warranty recorded 37 mentions (5.64%) and 26 recommendations (3.96%) across 656 answers included in the benchmark. Top 3 placements numbered 11; first-place recommendations numbered 1. Framing among its mentions was 26 positive, 11 neutral and 0 negative.

From October 2026 to November 2026, American Residential Warranty's mention count rose from 29 to 37, while its recommendation count fell from 28 to 26. The recommendation rate was 4.12% and 3.96% respectively.

AI answers contained 0 conflicting claims about American Residential Warranty: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://arwhome.com/.

Selected third-party review candidate: https://nerdwallet.com/home-ownership/home-warranty/best/home-warranties.

American Residential Warranty appears in a small share of answers, and its recommendations are fewer than its mentions, so both reach and endorsement are limited. No conflicting claims were recorded, which means the immediate work is a page review rather than a correction. We would propose a page brief built from current primary sources and a check of how the brand is described.

The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

• What should the agency deliver when it works to establish the baseline for Homeowners Protection?

Build a scorecard that records each company's mentions, recommendations and placements as separate measures, with the answer base noted for each month. The purpose is a traceable starting point, not a verdict. Document the sample size and collection limits alongside it so future comparisons carry the same caveats.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Homeowners Protection?

AI answers contained 168 conflicting claims across 9 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicts company by company, confirming the entity, the date and the underlying source before deciding whether anything is wrong. Many apparent conflicts may reflect different plan tiers or effective dates. Only claims that survive that check should move toward a correction request, and uncertain company matches stay out of the queue.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Homeowners Protection?

For each supplied owned page, prepare a brief that lists the facts to confirm, the buyer questions the page should answer and the evidence needed before any edit. The brief is a proposal for review, not an instruction to change copy. Current page contents must be checked directly rather than assumed from the URL.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Homeowners Protection?

For the selected third-party pages, prepare a review package that states what the page currently says, what the primary evidence shows and what change, if any, is being requested. Citation appearances indicate where answers draw on sources; they do not show that a source shaped a particular answer. Requests should follow verification, not precede it.

Step 5. Address buyer questions and measure again

Questions This Section Answers

• What should the agency deliver when it works to address buyer questions and measure again for Homeowners Protection?

Turn the observed buyer questions into content briefs that answer them directly, using verified facts. Then measure again on a fresh sample and record completed work separately from answer outcomes. Improvements should be reported as observations, not as proven effects of the work.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Homeowners Protection?

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list is best treated as a shortlist for review rather than a set of known problems. Pages covering several companies at once, such as the large comparison roundups, offer the widest potential relevance, while single-company reviews are narrower but easier to check. Citation appearances show where answers point, not which sources changed an answer.

We would verify each page's current contents and claims before preparing any request, and separate confirmed edits, no-change decisions and publisher responses in the record.

What we'd prioritize first

Start with the fact-check register, because several companies carry higher-priority conflicts on price and coverage that affect how buyers compare plans. American Home Shield and Liberty Home Guard warrant early attention given their reach and the priority of their recorded conflicts. In parallel, prepare page briefs for the supplied owned pages so verification and content work move together.

Publisher review should follow verification rather than lead it. Buyer-question briefs can begin once the core facts are confirmed, and a fresh scorecard at the end of the period will show what changed without claiming cause.

Methodology and conclusion

Questions This Section Answers

• What do the Homeowners Protection sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 656 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 4858 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

The visibility figures describe how often companies appeared and were endorsed across the included answers, not customer satisfaction or market share. Because an answer can name several companies, counts cannot be summed into a total number of answers. Monthly samples differ, so comparisons show recorded movement only.

The citation analysis covers a wider set of captured answers than the benchmark, and the two should not be combined. Current page contents and disputed claims still require independent verification. Proposed next steps are a scorecard, a fact-check register, page and source briefs, buyer-question content and a fresh measurement, with results reported separately from the work itself.