Long-Term Care Insurance in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: Genworth, Thrivent, Nationwide, Transamerica, New York Life, Mutual of Omaha, Lincoln Financial, Knights of Columbus, Northwestern Mutual, National Guardian Life

Answer Capsule

The November 2026 Long-Term Care Insurance benchmark compares 10 companies across 235 AI answers that met its inclusion rules. New York Life recorded 199 mentions and 176 recommendations (74.89% 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 Long-Term Care Insurance benchmark show about mentions, recommendations and placement?

The long-term care insurance conversation is dominated by a small group of carriers. New York Life, Mutual of Omaha, Northwestern Mutual and Nationwide each appear in most answers and are recommended in a large share of them, so the contest at the top is about position and wording rather than basic presence.

Below that group sits a clear second tier. Transamerica and Lincoln Financial are mentioned in a meaningful minority of answers and are usually recommended when they appear, but they rarely reach the top of a list. Their visibility is real; their standing near the front of an answer is not yet established.

The remaining carriers appear only occasionally, and some are recommended rarely or not at all. For those companies the first question is why answers pass them over, not how to climb a ranking. That distinction should shape the work we propose for each client rather than a single industry-wide playbook.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Long-Term Care Insurance snapshots?

The monthly samples differ in size, so the recorded rates are not like-for-like comparisons. Read each month as a separate snapshot of what answers said, not as a trend line. Where a count held steady while a rate moved, the change reflects the different number of answers included, not a change in how often the company was named.

Several carriers show genuine movement in counts across the period. National Guardian Life's recorded mentions and recommendations both fell in the latest month, while Transamerica and Lincoln Financial recorded more of each. These are observed shifts in selected samples; the evidence does not explain why they occurred.

Company-by-company findings

Genworth

Questions This Section Answers

• What measured visibility pattern and review priority does Genworth have in Long-Term Care Insurance?

Genworth recorded 11 mentions (4.68%) and 4 recommendations (1.70%) across 235 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 4 positive, 6 neutral and 1 negative.

From October 2026 to November 2026, Genworth's mention count rose from 6 to 11, while its recommendation count rose from 2 to 4. The recommendation rate was 0.77% and 1.70% respectively.

AI answers contained 0 conflicting claims about Genworth: 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://genworth.com/.

Selected third-party review candidate: https://cnbc.com/select/best-long-term-care-insurance/.

Genworth is named occasionally and recommended in only a few of those mentions, with no top-three or first-place placements recorded. Its reach is therefore narrow and shallow: answers know the name but seldom put it forward. A modest rise in mentions and recommendations between the two latest samples is worth watching but not yet a pattern.

We would propose a conditional review of the selected owned page and the third-party comparison page, checking current facts before any edit is suggested. Because no conflicting claims were recorded, this is a positioning question rather than a correction one.

Thrivent

Questions This Section Answers

• What measured visibility pattern and review priority does Thrivent have in Long-Term Care Insurance?

Thrivent recorded 22 mentions (9.36%) and 18 recommendations (7.66%) across 235 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 18 positive, 4 neutral and 0 negative.

From October 2026 to November 2026, Thrivent's mention count stayed at 22, while its recommendation count stayed at 18. The recommendation rate was 6.92% and 7.66% respectively. The count was unchanged: the rate difference comes from dividing it by 260 answers in October 2026 and 235 in November.

AI answers contained 0 conflicting claims about Thrivent: 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://thrivent.com/insights/annuities/what-is-a-qualified-longevity-annuity-contract-qlac.

Selected third-party review candidate: https://cnbc.com/select/best-long-term-care-insurance/.

Thrivent is mentioned in a small but steady share of answers and is recommended in most of those mentions, with almost no top-three placements. That pattern suggests answers treat it as a credible option without ranking it near the front. The positive framing across its mentions supports that reading.

We would propose a page brief for the selected owned page and a review of the third-party page, verifying current content first. The aim would be to understand what answers say about Thrivent's place in a shortlist, not to assume a missing fact.

Nationwide

Questions This Section Answers

• What measured visibility pattern and review priority does Nationwide have in Long-Term Care Insurance?

Nationwide recorded 168 mentions (71.49%) and 135 recommendations (57.45%) across 235 answers included in the benchmark. Top 3 placements numbered 87; first-place recommendations numbered 23. Framing among its mentions was 138 positive, 30 neutral and 0 negative.

From October 2026 to November 2026, Nationwide's mention count rose from 160 to 168, while its recommendation count fell from 138 to 135. The recommendation rate was 53.08% and 57.45% respectively.

AI answers contained 5 conflicting claims about Nationwide: 0 critical, 0 high, 5 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://nationwide.com/personal/insurance/life/long-term-care/.

Selected third-party review candidate: https://usnews.com/insurance/life-insurance.

Nationwide has broad reach and is recommended in most answers where it appears, with a substantial number of top-three placements. Its presence in the conversation is not in question. The recorded conflicts concern ranking and best-provider claims that overlap with other carriers, which makes them a fact-checking matter before any page work.

We would propose verifying the disputed ranking claims against current primary sources, then a brief for the selected owned page. Any correction would follow confirmation, and claims that cannot be resolved would stay out of the queue.

Transamerica

Questions This Section Answers

• What measured visibility pattern and review priority does Transamerica have in Long-Term Care Insurance?

Transamerica recorded 64 mentions (27.23%) and 56 recommendations (23.83%) across 235 answers included in the benchmark. Top 3 placements numbered 22; first-place recommendations numbered 1. Framing among its mentions was 59 positive, 4 neutral and 1 negative.

From October 2026 to November 2026, Transamerica's mention count rose from 62 to 64, while its recommendation count rose from 51 to 56. The recommendation rate was 19.62% and 23.83% respectively.

AI answers contained 8 conflicting claims about Transamerica: 0 critical, 0 high, 8 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://transamerica.com/individual/insurance/index-universal-life-insurance.

Selected third-party review candidate: https://cnbc.com/select/best-burial-insurance-companies/.

Transamerica is mentioned in roughly a quarter of answers and recommended in most of those, but first-place placements are rare. Answers appear to treat it as a solid option rather than a leading one. The recorded conflicts concern overall ranking and a coverage limit, both of which need checking before anything is changed.

We would propose a fact-check of those two claims against current primary sources, followed by a brief for the selected owned page. The observed rise in mentions and recommendations across the latest samples is noted but not explained by this evidence.

New York Life

Questions This Section Answers

• What measured visibility pattern and review priority does New York Life have in Long-Term Care Insurance?

New York Life recorded 199 mentions (84.68%) and 176 recommendations (74.89%) across 235 answers included in the benchmark. Top 3 placements numbered 134; first-place recommendations numbered 20. Framing among its mentions was 182 positive, 17 neutral and 0 negative.

From October 2026 to November 2026, New York Life's mention count fell from 209 to 199, while its recommendation count stayed at 176. The recommendation rate was 67.69% and 74.89% respectively. The count was unchanged: the rate difference comes from dividing it by 260 answers in October 2026 and 235 in November.

AI answers contained 2 conflicting claims about New York Life: 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://newyorklife.com/about/our-strength/what-rating-agencies-say.

Selected third-party review candidate: https://nerdwallet.com/insurance/life/best-burial-insurance.

New York Life appears in most answers and is recommended in most of those, with many top-three placements. The recorded conflicts concern a coverage limit tied to a partnered product, a narrow factual question rather than a broad positioning problem.

We would propose confirming that limit against current primary sources and reviewing the selected owned page for accuracy. The recommendation count held steady while the rate moved; these are separate monthly samples, so the rate difference should not be read as a shift in endorsement.

Mutual of Omaha

Questions This Section Answers

• What measured visibility pattern and review priority does Mutual of Omaha have in Long-Term Care Insurance?

Mutual of Omaha recorded 171 mentions (72.77%) and 156 recommendations (66.38%) across 235 answers included in the benchmark. Top 3 placements numbered 99; first-place recommendations numbered 61. Framing among its mentions was 160 positive, 11 neutral and 0 negative.

From October 2026 to November 2026, Mutual of Omaha's mention count fell from 198 to 171, while its recommendation count fell from 173 to 156. The recommendation rate was 66.54% and 66.38% respectively.

AI answers contained 13 conflicting claims about Mutual of Omaha: 0 critical, 0 high, 12 medium, 1 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://mutualofomaha.com/.

Selected third-party review candidate: https://insurance.com/best-life-insurance-companies.

Mutual of Omaha combines wide reach with a high recommendation rate and the largest number of first-place placements in the set. Answers clearly put it forward as a leading choice. Its recorded conflicts concern customer satisfaction rankings and the year attached to them, which are the kind of detail that can drift between answers.

We would propose a focused fact-check of those ranking claims, including the study year, before any page brief. The fall in mentions and recommendations across the latest samples is an observed movement in separate samples, not evidence of a cause.

Lincoln Financial

Questions This Section Answers

• What measured visibility pattern and review priority does Lincoln Financial have in Long-Term Care Insurance?

Lincoln Financial recorded 47 mentions (20.00%) and 40 recommendations (17.02%) across 235 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 0. Framing among its mentions was 40 positive, 7 neutral and 0 negative.

From October 2026 to November 2026, Lincoln Financial's mention count rose from 41 to 47, while its recommendation count rose from 33 to 40. The recommendation rate was 12.69% and 17.02% respectively.

AI answers contained 7 conflicting claims about Lincoln Financial: 0 critical, 3 high, 4 medium, 0 low. Of these, 3 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://lincolnfinancial.com/public/aboutus/investorrelations/financialinformation/ratings.

Selected third-party review candidate: https://insure.com/best-life-insurance-companies/.

Lincoln Financial is mentioned in a fifth of answers and recommended in most of those, but top-three placements are few and first-place placements are absent. Answers appear to accept it as a reasonable option without elevating it. Several recorded conflicts carry higher priority ratings than most in this set, which makes verification the natural first step.

We would propose resolving the disputed membership and ranking claims against current primary sources, then a brief for the selected owned page. The rise in mentions and recommendations across the latest samples is noted without a claimed cause.

Knights of Columbus

Questions This Section Answers

• What measured visibility pattern and review priority does Knights of Columbus have in Long-Term Care Insurance?

Knights of Columbus recorded 1 mentions (0.43%) and 0 recommendations (0.00%) across 235 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Knights of Columbus' mention count stayed at 1, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about Knights of Columbus: 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://kofc.org/what-we-do/insurance/term-life-insurance/.

Selected third-party review candidate: https://businessnhmagazine.com/article/do-you-really-need-long-term-care-insurance.

Knights of Columbus appears in a single recorded answer and was not recommended in it. That is too thin a base to support a performance target or a claim about why answers overlook the company. The sensible first step is understanding the context of that one appearance rather than treating it as a trend.

We would propose a limited review of the selected owned page and the regional third-party article, verifying current content before any suggestion. Any broader content work should wait until more answers give the company a foothold.

Northwestern Mutual

Questions This Section Answers

• What measured visibility pattern and review priority does Northwestern Mutual have in Long-Term Care Insurance?

Northwestern Mutual recorded 160 mentions (68.09%) and 140 recommendations (59.57%) across 235 answers included in the benchmark. Top 3 placements numbered 80; first-place recommendations numbered 38. Framing among its mentions was 145 positive, 15 neutral and 0 negative.

From October 2026 to November 2026, Northwestern Mutual's mention count rose from 151 to 160, while its recommendation count rose from 132 to 140. The recommendation rate was 50.77% and 59.57% respectively.

AI answers contained 7 conflicting claims about Northwestern Mutual: 0 critical, 0 high, 5 medium, 2 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://northwesternmutual.com/financial-information/?trk=article-ssr-frontend-pulse_little-text-block.

Selected third-party review candidate: https://usnews.com/insurance/life-insurance.

Northwestern Mutual has wide reach, a strong recommendation rate and many top-three and first-place placements. Answers treat it as a leading choice. Its recorded conflicts concern claims about being the largest insurer by premiums or market share, which overlap with a rival's similar claim and need checking against current primary sources.

We would propose verifying those size claims before any page brief, since the same question affects more than one carrier. The rise in mentions and recommendations across the latest samples is an observed movement in separate samples, not a demonstrated gain from any action.

National Guardian Life

Questions This Section Answers

• What measured visibility pattern and review priority does National Guardian Life have in Long-Term Care Insurance?

National Guardian Life recorded 18 mentions (7.66%) and 12 recommendations (5.11%) across 235 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 0. Framing among its mentions was 12 positive, 6 neutral and 0 negative.

From October 2026 to November 2026, National Guardian Life's mention count fell from 30 to 18, while its recommendation count fell from 30 to 12. The recommendation rate was 11.54% and 5.11% respectively.

AI answers contained 0 conflicting claims about National Guardian Life: 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 third-party review candidate: https://nationwide.com/personal/insurance/life/long-term-care/.

National Guardian Life is mentioned in a small share of answers and recommended in most of those, with a few top-three placements but no first-place ones. Its reach is modest and its standing near the front of answers is limited. The drop in both mentions and recommendations across the latest samples is notable but comes from separate samples and should not be read as a cause.

We would propose a review of the selected third-party page, verifying current content first, and a closer look at which questions produced the earlier mentions. No conflicting claims were recorded, so this is a positioning question.

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 Long-Term Care Insurance?

We would build a scorecard that records each company's mentions, recommendations and placements exactly as observed, with the sample size attached to every figure. The scorecard would note the collection dates and inclusion rules so future months can be compared on a documented basis rather than assumed equivalence.

Each record would carry an owner and a review status, giving the client a single place to see what has been confirmed and what remains open.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Long-Term Care Insurance?

AI answers contained 42 conflicting claims across 6 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

The recorded conflicts across several companies need checking against current primary sources before anyone proposes a correction. We would work through them by topic, starting with the higher-priority items, and record for each whether the claim is confirmed, contradicted or still unresolved.

Claims whose company match is uncertain would stay outside the queue. A citation in an answer would not be treated as proof that a source shaped the wording.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Long-Term Care Insurance?

We would prepare page briefs for the selected owned pages, each tied to the specific questions where the company appears. The brief would list the facts to verify, the questions the page should answer and the evidence needed before any edit is approved.

No page would be changed on the strength of an answer alone. Confirmed edits, no-change decisions and open questions would be recorded separately so the client can see what was actually done.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Long-Term Care Insurance?

For the selected third-party pages, we would verify current contents before preparing any request. Where a page is accurate, no approach is warranted; where a gap or error is confirmed, we would assemble an evidence-backed package explaining the issue and the supporting sources.

Requests and responses would be logged separately from confirmed edits, so the client can distinguish outreach from outcomes.

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 Long-Term Care Insurance?

The observed questions give us a starting point for buyer-facing content briefs, particularly the recurring best-company questions where several carriers appear. We would draft briefs that answer those questions directly and factually, without assuming the questions reflect search demand.

A fresh scorecard after the work would record what was delivered separately from any change in answer outcomes, with the comparability limits stated alongside.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Long-Term Care Insurance?

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 pages selected for review vary widely in how often they appear across captured answers, and a page can cover several companies at once. Frequency of citation is not evidence that a page influenced an answer's wording, so we would treat these as review candidates rather than confirmed sources of any claim.

We would prioritize pages that cover companies with unresolved factual conflicts, verifying current contents before any approach. Where a page is already accurate, the right outcome is a recorded no-change decision rather than a request.

What we'd prioritize first

The first priority is the factual disputes at companies with higher-priority conflicts, because those decisions gate any page or publisher work. Alongside that, we would establish the baseline scorecard so every later comparison rests on a documented sample.

Next comes page and source review for the selected candidates, with confirmed edits and no-change decisions recorded separately. Buyer-question briefs and a fresh scorecard follow, with delivered work tracked apart from measured answer outcomes.

Methodology and conclusion

Questions This Section Answers

• What do the Long-Term Care Insurance 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 235 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 5327 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.

This report describes what selected AI answers said in the latest sample and how that differed from earlier samples of different sizes. It does not establish why any count or rate moved, and it makes no claim about statistical significance or the effect of past work.

Recommendations require both an endorsement and positive wording; placements sit within recommendations rather than adding to them. The disputed claims still need independent verification against current primary sources before any correction is proposed.

The proposed work moves from a documented baseline through fact-checking, page and source review, and buyer-question content, with a fresh scorecard at the end. Results would be reported as observations with their limits, not as guaranteed gains.