Clean Makeup Brands in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: Kosas, Glossier, Tower 28, ILIA Beauty, Milk Makeup, Rare Beauty, Beautycounter, Tarte Cosmetics, e.l.f. Cosmetics, Thrive Causemetics

Answer Capsule

The November 2026 Clean Makeup Brands benchmark compares 10 companies across 286 AI answers that met its inclusion rules. e.l.f. Cosmetics recorded 162 mentions and 95 recommendations (33.22% 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 Clean Makeup Brands benchmark show about mentions, recommendations and placement?

The peer set splits into a strong upper tier and a long tail. e.l.f. Cosmetics, Tower 28, Rare Beauty, Kosas and ILIA Beauty all appear in a large share of answers and earn endorsements across much of that reach. The gap between being named and being recommended is where most brands lose ground.

ILIA Beauty stands out for placement quality: it earns fewer mentions than the leaders but a high share of its endorsements land in the top three and at first place. That suggests answers treat it as a specific pick rather than a general name-drop. Beautycounter sits apart, appearing rarely and almost never near the top; for a brand with low reach, the priority is understanding whether answers treat it as a current option at all. We would build the scorecard around the distinction between presence and endorsement.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Clean Makeup Brands snapshots?

Every brand shows lower recorded counts in the latest month than in the prior one, and the answer sample is also smaller. These are separate observations. The movement in counts and rates should be read as a change in the recorded results, not as evidence about why it happened.

The month-to-month figures are best treated as separate snapshots. We would document the sample size and inclusion rules alongside each snapshot so future comparisons are clearly like-for-like or clearly flagged as not.

Company-by-company findings

Kosas

Questions This Section Answers

• What measured visibility pattern and review priority does Kosas have in Clean Makeup Brands?

Kosas recorded 122 mentions (42.66%) and 80 recommendations (27.97%) across 286 answers included in the benchmark. Top 3 placements numbered 28; first-place recommendations numbered 17. Framing among its mentions was 81 positive, 41 neutral and 0 negative.

From October 2026 to November 2026, Kosas' mention count fell from 243 to 122, while its recommendation count fell from 211 to 80. The recommendation rate was 33.71% and 27.97% respectively.

AI answers contained 0 conflicting claims about Kosas: 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://kosas.com/products/tinted-skincare-lineup-dreambeam.

Selected third-party review candidate: https://amazon.com/Kosas-Brow-Fluff-Hold-Treatment/dp/B09XFWSF55?psc=1&ref_=bing_fplfs&source=ps-sl-shoppingads-lpcontext.

Kosas holds solid reach and a healthy recommendation share, with most mentions framed positively and none negatively. The drop from the prior month should be read alongside the smaller sample rather than as a performance verdict.

We would propose a conditional page review of the supplied owned and third-party candidates, confirming current product and ingredient facts from primary sources before any edit is suggested.

Glossier

Questions This Section Answers

• What measured visibility pattern and review priority does Glossier have in Clean Makeup Brands?

Glossier recorded 74 mentions (25.87%) and 27 recommendations (9.44%) across 286 answers included in the benchmark. Top 3 placements numbered 15; first-place recommendations numbered 9. Framing among its mentions was 34 positive, 40 neutral and 0 negative.

From October 2026 to November 2026, Glossier's mention count fell from 163 to 74, while its recommendation count fell from 106 to 27. The recommendation rate was 16.93% and 9.44% respectively.

AI answers contained 0 conflicting claims about Glossier: 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://glossier.com/.

Selected third-party review candidate: https://shopback.com/blog/beauty/rare-beauty-vs-tower-28-vs-glossier-us-2026-clean-makeup.

Glossier's mentions are more neutral than positive, and its recommendation share is modest relative to its reach. That pattern suggests answers name the brand without consistently endorsing it.

We would propose a page brief for the supplied owned candidate and a fact check of the third-party comparison page, verifying current contents first. Any change would follow confirmed evidence, not the observed framing alone.

Tower 28

Questions This Section Answers

• What measured visibility pattern and review priority does Tower 28 have in Clean Makeup Brands?

Tower 28 recorded 147 mentions (51.40%) and 87 recommendations (30.42%) across 286 answers included in the benchmark. Top 3 placements numbered 38; first-place recommendations numbered 21. Framing among its mentions was 94 positive, 53 neutral and 0 negative.

From October 2026 to November 2026, Tower 28's mention count fell from 302 to 147, while its recommendation count fell from 256 to 87. The recommendation rate was 40.89% and 30.42% respectively.

AI answers contained 1 conflicting claim about Tower 28: 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://tower28beauty.com/.

Selected third-party review candidate: https://ukacosmetics.com/collections/tower-28-beauty.

Tower 28 combines strong reach with a high recommendation share, placing it among the most consistently endorsed brands in the set. One medium-severity conflict concerns cruelty-free certification wording.

We would propose verifying the brand's current certification claims against primary sources, then preparing a conditional page brief for the supplied owned and third-party candidates.

ILIA Beauty

Questions This Section Answers

• What measured visibility pattern and review priority does ILIA Beauty have in Clean Makeup Brands?

ILIA Beauty recorded 115 mentions (40.21%) and 77 recommendations (26.92%) across 286 answers included in the benchmark. Top 3 placements numbered 43; first-place recommendations numbered 32. Framing among its mentions was 81 positive, 34 neutral and 0 negative.

From October 2026 to November 2026, ILIA Beauty's mention count fell from 244 to 115, while its recommendation count fell from 221 to 77. The recommendation rate was 35.30% and 26.92% respectively.

AI answers contained 2 conflicting claims about ILIA Beauty: 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://support.iliabeauty.com/en-US/articles/ingredients-and-products-26873.

Selected third-party review candidate: https://beautyandcolour.com/top-vegan-makeup/.

ILIA Beauty earns fewer mentions than the leaders yet a strong share of its endorsements land in the top three and at first place, so answers appear to treat it as a specific pick. Two medium-severity conflicts concern whether the brand is fully vegan or only partly so.

We would propose a fact check of the brand's vegan status against current primary sources, followed by a conditional brief for the supplied support page and the third-party vegan roundup.

Milk Makeup

Questions This Section Answers

• What measured visibility pattern and review priority does Milk Makeup have in Clean Makeup Brands?

Milk Makeup recorded 100 mentions (34.97%) and 50 recommendations (17.48%) across 286 answers included in the benchmark. Top 3 placements numbered 23; first-place recommendations numbered 11. Framing among its mentions was 56 positive, 44 neutral and 0 negative.

From October 2026 to November 2026, Milk Makeup's mention count fell from 207 to 100, while its recommendation count fell from 177 to 50. The recommendation rate was 28.27% and 17.48% respectively.

AI answers contained 10 conflicting claims about Milk Makeup: 0 critical, 3 high, 5 medium, 2 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://milkmakeup.com/pages/about-us.

Selected third-party review candidate: https://kriscarr.com/vegan-cruelty-free-makeup-brands/.

Milk Makeup carries the largest cluster of conflicting claims in the set, several rated high priority, all circling around whether the line is fully vegan. That ambiguity is the clearest fact dependency for this brand.

We would propose resolving the vegan-status question from primary sources first, then preparing a conditional brief for the supplied about page and the third-party vegan list.

Rare Beauty

Questions This Section Answers

• What measured visibility pattern and review priority does Rare Beauty have in Clean Makeup Brands?

Rare Beauty recorded 160 mentions (55.94%) and 86 recommendations (30.07%) across 286 answers included in the benchmark. Top 3 placements numbered 35; first-place recommendations numbered 21. Framing among its mentions was 99 positive, 61 neutral and 0 negative.

From October 2026 to November 2026, Rare Beauty's mention count fell from 400 to 160, while its recommendation count fell from 323 to 86. The recommendation rate was 51.60% and 30.07% respectively.

AI answers contained 8 conflicting claims about Rare Beauty: 0 critical, 6 high, 2 medium, 0 low. Of these, 6 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://rarebeauty.com/pages/sustainability.

Selected third-party review candidate: https://crueltyfreekitty.com/makeup/list-of-vegan-beauty-brands/.

Rare Beauty has the widest reach in the set and a strong recommendation share, but also several high-priority conflicts about brand-wide vegan status. Reach without settled facts leaves answers free to disagree.

We would propose a focused fact check of the brand's vegan positioning, then a conditional brief for the supplied sustainability page and the third-party vegan list.

Beautycounter

Questions This Section Answers

• What measured visibility pattern and review priority does Beautycounter have in Clean Makeup Brands?

Beautycounter recorded 20 mentions (6.99%) and 8 recommendations (2.80%) across 286 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 8 positive, 11 neutral and 1 negative.

From October 2026 to November 2026, Beautycounter's mention count fell from 26 to 20, while its recommendation count fell from 22 to 8. The recommendation rate was 3.51% and 2.80% respectively.

AI answers contained 1 conflicting claim about Beautycounter: 1 critical, 0 high, 0 medium, 0 low. Of these, 1 was 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 third-party review candidate: https://ireadlabelsforyou.com/top-21-beautycounter-alternatives-for-clean-beauty-enthusiasts/.

Beautycounter has limited reach and almost no top placements, and its mentions skew neutral. A critical conflict concerns whether the brand is still operating or has relaunched under a new name.

We would propose confirming the brand's current business status from primary sources before any other work, then a conditional review of the supplied alternatives page.

Tarte Cosmetics

Questions This Section Answers

• What measured visibility pattern and review priority does Tarte Cosmetics have in Clean Makeup Brands?

Tarte Cosmetics recorded 61 mentions (21.33%) and 33 recommendations (11.54%) across 286 answers included in the benchmark. Top 3 placements numbered 15; first-place recommendations numbered 6. Framing among its mentions was 36 positive, 25 neutral and 0 negative.

From October 2026 to November 2026, Tarte Cosmetics' mention count fell from 109 to 61, while its recommendation count fell from 71 to 33. The recommendation rate was 11.34% and 11.54% respectively.

AI answers contained 3 conflicting claims about Tarte Cosmetics: 0 critical, 2 high, 1 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://tartecosmetics.com/.

Selected third-party review candidate: https://elfcosmetics.com/pages/about-us?sfmc_j=108944&sfmc_jb=493&sfmc_l=459&sfmc_mid=100001958&sfmc_s=1202335&sfmc_u=7129795.

Tarte Cosmetics shows moderate reach with a recommendation share close to its mention share, suggesting answers name and endorse it at similar rates. Conflicts concern whether the brand is fully vegan or offers only a vegan section.

We would propose a fact check of the brand's vegan positioning, then a conditional brief for the supplied owned page and the linked third-party source.

e.l.f. Cosmetics

Questions This Section Answers

• What measured visibility pattern and review priority does e.l.f. Cosmetics have in Clean Makeup Brands?

e.l.f. Cosmetics recorded 162 mentions (56.64%) and 95 recommendations (33.22%) across 286 answers included in the benchmark. Top 3 placements numbered 49; first-place recommendations numbered 35. Framing among its mentions was 108 positive, 54 neutral and 0 negative.

From October 2026 to November 2026, e.l.f. Cosmetics' mention count fell from 394 to 162, while its recommendation count fell from 355 to 95. The recommendation rate was 56.71% and 33.22% respectively.

AI answers contained 3 conflicting claims about e.l.f. Cosmetics: 0 critical, 3 high, 0 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://elfcosmetics.com/.

Selected third-party review candidate: https://kriscarr.com/vegan-cruelty-free-makeup-brands/.

e.l.f. Cosmetics leads the set on reach and recommendations, with strong placement depth. Its conflicts are high priority and repeat the same question: whether the entire line is vegan or only parts of it.

We would propose settling that vegan-status question from primary sources first, then a conditional brief for the supplied owned page and the third-party vegan list.

Thrive Causemetics

Questions This Section Answers

• What measured visibility pattern and review priority does Thrive Causemetics have in Clean Makeup Brands?

Thrive Causemetics recorded 66 mentions (23.08%) and 31 recommendations (10.84%) across 286 answers included in the benchmark. Top 3 placements numbered 14; first-place recommendations numbered 10. Framing among its mentions was 31 positive, 35 neutral and 0 negative.

From October 2026 to November 2026, Thrive Causemetics' mention count fell from 125 to 66, while its recommendation count fell from 114 to 31. The recommendation rate was 18.21% and 10.84% respectively.

AI answers contained 1 conflicting claim about Thrive Causemetics: 0 critical, 1 high, 0 medium, 0 low. Of these, 1 was 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://thrivecausemetics.com/products/shadow-shield-trio?variant=43615836962906.

Selected third-party review candidate: https://allure.com/story/best-mascaras-for-older-women.

Thrive Causemetics has moderate reach and a recommendation share below its mention share, with mentions leaning neutral. One high-priority conflict concerns the price of a named mascara.

We would propose verifying current pricing from the brand's own product page before any correction, then a conditional brief for the supplied owned and third-party candidates.

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 Clean Makeup Brands?

We would build a scorecard that records each brand's mentions, recommendations and placements with the sample size and inclusion rules attached. Every entry gets an owner and a review status so future months can be compared on a documented basis.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Clean Makeup Brands?

AI answers contained 29 conflicting claims across 8 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 conflicting claims across the peer set need fact-checking before any correction is proposed. We would resolve entity, date and source for each, keep uncertain company matches out of the queue, and record confirmed, no-change and unresolved outcomes separately.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Clean Makeup Brands?

Using the supplied owned-page candidates, we would prepare page briefs that state what needs verifying and why, starting with the ingredients and products support article. The vegan-status conflict gives that page a clear question to answer once current contents are confirmed.

No edit is proposed until current page contents and company facts are confirmed from primary sources. The third-party roundup would be reviewed on the same conditional basis, with any correction queued only after verification.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Clean Makeup Brands?

For the supplied third-party candidates, we would verify what each page currently says before drafting any request. A citation in an answer does not show that the page influenced it, so requests would rest on confirmed content gaps, not on citation counts alone.

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 Clean Makeup Brands?

The observed buyer questions give us a starting point for content briefs that answer them directly. We would track delivered work separately from answer outcomes, and measure again on a documented sample without claiming that any single change caused a shift.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Clean Makeup Brands?

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 linked publishers vary widely in how often they appear across captured answers, and a page can cover several brands at once. We would prioritize pages that are relevant to the brands with the most pressing fact dependencies, starting with the vegan-status questions.

Before any outreach, each page's current contents need independent verification. Citation appearances show that a page was cited, not that it shaped an answer, so requests should be framed around confirmed accuracy rather than assumed influence.

What we'd prioritize first

The first priority is the cluster of vegan-status conflicts affecting several of the strongest brands, since those disagreements touch the answers where reach is highest. Beautycounter's business-status question is equally urgent because it determines whether the brand belongs in the conversation at all.

The second priority is the scorecard and fact-review register, so every later decision has a documented basis. Page and publisher work follows only after facts are confirmed, with buyer-question content and a fresh measurement round closing the sequence.

Methodology and conclusion

Questions This Section Answers

• What do the Clean Makeup Brands 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 286 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 5527 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 brands appeared and were endorsed across the included answers, not customer sentiment or market share. Because an answer can name several brands, company counts are not additive, and the monthly samples differ in size.

We would treat each month as a separate snapshot and document comparability going forward. Proposed next steps are a baseline scorecard, a scoped fact-review register, conditional page and source briefs, and buyer-question content, with outcomes measured separately from the work delivered.