Essential Oil in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
21 minutes read

Key Takeaways

  • Plant Therapy led the set with the highest mention, recommendation, and first-place rates, making it the strongest performer overall.
  • doTERRA and Young Living were mentioned often but recommended far less often, with several high-priority conflicts tied to lawsuit status.
  • NOW Foods, Aura Cacia, Edens Garden, and Rocky Mountain Oils earned strong endorsement, but some brands still lacked first-place placements or had isolated factual conflicts.
  • Revive Essential Oils had low visibility and the most serious conflict backlog, while Public Goods appeared too rarely to support a meaningful conclusion.

Companies covered: Vitruvi, doTERRA, NOW Foods, Aura Cacia, Edens Garden, Public Goods, Young Living, Plant Therapy, Rocky Mountain Oils, Revive Essential Oils

Answer Capsule

The November 2026 Essential Oil benchmark compares 10 companies across 420 AI answers that met its inclusion rules. Plant Therapy recorded 388 mentions and 366 recommendations (87.14% 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 Essential Oil benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Plant Therapy

388

92.38%

366

87.14%

364

86.67%

312

74.29%

2

Edens Garden

290

69.05%

276

65.71%

234

55.71%

11

2.62%

3

Rocky Mountain Oils

267

63.57%

255

60.71%

194

46.19%

10

2.38%

4

Aura Cacia

202

48.10%

177

42.14%

34

8.10%

2

0.48%

5

NOW Foods

170

40.48%

144

34.29%

37

8.81%

6

1.43%

6

doTERRA

274

65.24%

95

22.62%

46

10.95%

7

1.67%

7

Young Living

230

54.76%

57

13.57%

22

5.24%

11

2.62%

8

Vitruvi

44

10.48%

39

9.29%

21

5.00%

12

2.86%

9

Revive Essential Oils

20

4.76%

18

4.29%

6

1.43%

2

0.48%

10

Public Goods

1

0.24%

1

0.24%

0

0.00%

0

0.00%

The peer set splits into two groups. Plant Therapy, Edens Garden and Rocky Mountain Oils are named in most answers and endorsed in most of those mentions, so they occupy the default answer slot. Aura Cacia and NOW Foods sit just behind them with solid endorsement but far fewer top placements.

The more striking pattern is doTERRA and Young Living. Both are mentioned often, yet their recommendation rates are far below their mention rates, and their framing includes substantial neutral and negative wording. Being named is not the same as being endorsed, and these two brands show the gap most clearly.

For the agency, this means the work differs by client. Brands already endorsed widely need protection and fact accuracy; brands mentioned but rarely endorsed need content that gives answers a reason to recommend them, not just name them.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Essential Oil snapshots?

Company

Jul 2026

Aug 2026

Sep 2026

Oct 2026

Nov 2026

Plant Therapy

373 / 485 (76.91%)

405 / 506 (80.04%)

420 / 511 (82.19%)

389 / 477 (81.55%)

366 / 420 (87.14%)

Edens Garden

305 / 485 (62.89%)

306 / 506 (60.47%)

309 / 511 (60.47%)

274 / 477 (57.44%)

276 / 420 (65.71%)

Rocky Mountain Oils

223 / 485 (45.98%)

239 / 506 (47.23%)

252 / 511 (49.32%)

227 / 477 (47.59%)

255 / 420 (60.71%)

Aura Cacia

156 / 485 (32.16%)

167 / 506 (33.00%)

155 / 511 (30.33%)

164 / 477 (34.38%)

177 / 420 (42.14%)

NOW Foods

162 / 485 (33.40%)

172 / 506 (33.99%)

176 / 511 (34.44%)

170 / 477 (35.64%)

144 / 420 (34.29%)

doTERRA

149 / 485 (30.72%)

124 / 506 (24.51%)

121 / 511 (23.68%)

75 / 477 (15.72%)

95 / 420 (22.62%)

Young Living

81 / 485 (16.70%)

80 / 506 (15.81%)

81 / 511 (15.85%)

42 / 477 (8.81%)

57 / 420 (13.57%)

Vitruvi

41 / 485 (8.45%)

27 / 506 (5.34%)

28 / 511 (5.48%)

36 / 477 (7.55%)

39 / 420 (9.29%)

Revive Essential Oils

47 / 485 (9.69%)

38 / 506 (7.51%)

27 / 511 (5.28%)

24 / 477 (5.03%)

18 / 420 (4.29%)

Public Goods

1 / 485 (0.21%)

1 / 506 (0.20%)

1 / 511 (0.20%)

0 / 477 (0.00%)

1 / 420 (0.24%)

The monthly samples differ in size, so the movement between October and November should be read as recorded change rather than like-for-like performance. Several brands moved in both directions across the period, and the smaller November sample limits direct comparison.

What is usable is the direction of travel within each brand's own series. Rocky Mountain Oils and Aura Cacia have strengthened across recent months, while Revive Essential Oils has weakened. Treating each month as a separate sample keeps those observations honest.

AI recommendation trend

Observed recommendation rate (%), Jul 2026 to Nov 2026

0%25%50%75%100%Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026Jul 2026: 76.91%Aug 2026: 80.04%Sep 2026: 82.19%Oct 2026: 81.55%Nov 2026: 87.14%Jul 2026: 62.89%Aug 2026: 60.47%Sep 2026: 60.47%Oct 2026: 57.44%Nov 2026: 65.71%Jul 2026: 45.98%Aug 2026: 47.23%Sep 2026: 49.32%Oct 2026: 47.59%Nov 2026: 60.71%Jul 2026: 32.16%Aug 2026: 33.00%Sep 2026: 30.33%Oct 2026: 34.38%Nov 2026: 42.14%Jul 2026: 33.40%Aug 2026: 33.99%Sep 2026: 34.44%Oct 2026: 35.64%Nov 2026: 34.29%Jul 2026: 30.72%Aug 2026: 24.51%Sep 2026: 23.68%Oct 2026: 15.72%Nov 2026: 22.62%Jul 2026: 16.70%Aug 2026: 15.81%Sep 2026: 15.85%Oct 2026: 8.81%Nov 2026: 13.57%Jul 2026: 8.45%Aug 2026: 5.34%Sep 2026: 5.48%Oct 2026: 7.55%Nov 2026: 9.29%Jul 2026: 9.69%Aug 2026: 7.51%Sep 2026: 5.28%Oct 2026: 5.03%Nov 2026: 4.29%Jul 2026: 0.21%Aug 2026: 0.20%Sep 2026: 0.20%Oct 2026: 0.00%Nov 2026: 0.24%
  • Plant Therapy87.14%
  • Edens Garden65.71%
  • Rocky Mountain Oils60.71%
  • Aura Cacia42.14%
  • NOW Foods34.29%
  • doTERRA22.62%
  • Young Living13.57%
  • Vitruvi9.29%
  • Revive Essential Oils4.29%
  • Public Goods0.24%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

Company-by-company findings

Vitruvi

Questions This Section Answers

  • What measured visibility pattern and review priority does Vitruvi have in Essential Oil?

Vitruvi recorded 44 mentions (10.48%) and 39 recommendations (9.29%) across 420 answers included in the benchmark. Top 3 placements numbered 21; first-place recommendations numbered 12. Framing among its mentions was 39 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, Vitruvi's mention count rose from 43 to 44, while its recommendation count rose from 36 to 39. The recommendation rate was 7.55% and 9.29% respectively.

AI answers contained 0 conflicting claims about Vitruvi: 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best home diffuser?

3

3

3

What is the best essential oil diffuser for home?

2

2

2

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

Selected owned-page review candidate: https://vitruvi.com/products/signature-essential-oil-kit?_gsid=qdJDp2ZZYTWB&variant=41444253991092.

Selected third-party review candidate: https://williams-sonoma.com/products/vitruvi-signature-essential-oils-kit/?catalogId=79&cm_cat=MSN&cm_pla=Home+Essentials+%3E+Candles%2C+Diffusers+%26+Room+Sprays&cm_ven=FreePLA&sku=6027212.

Vitruvi's mentions are mostly endorsements, and its diffuser questions show it appearing where buyers ask about home diffusers. The volume is modest, so gains will be incremental rather than dramatic.

We would propose a conditional review of the selected owned product page and the third-party retail listing, checking current facts before any edit. A short page brief on diffuser use would follow if the review supports it.

doTERRA

Questions This Section Answers

  • What measured visibility pattern and review priority does doTERRA have in Essential Oil?

doTERRA recorded 274 mentions (65.24%) and 95 recommendations (22.62%) across 420 answers included in the benchmark. Top 3 placements numbered 46; first-place recommendations numbered 7. Framing among its mentions was 100 positive, 132 neutral and 42 negative.

From October 2026 to November 2026, doTERRA's mention count rose from 237 to 274, while its recommendation count rose from 75 to 95. The recommendation rate was 15.72% and 22.62% respectively.

AI answers contained 6 conflicting claims about doTERRA: 0 critical, 6 high, 0 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

lawsuit outcome/status

high

case ongoing/active dispute (no dismissal mentioned)

case voluntarily dismissed without prejudice in 2019

lawsuit outcome/status

high

case ongoing/active dispute (no dismissal mentioned)

case voluntarily dismissed without prejudice in 2019

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the top 5 best essential oil brands?

5

4

4

What is the best company to buy essential oils from?

6

4

3

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

Selected owned-page review candidate: https://doterra.com/US/en.

Selected third-party review candidate: https://pacermonitor.com/public/case/27814859/doTerra_Holdings_et_al_v_Revive_Essential.

doTERRA is named in most answers but endorsed in far fewer, and its framing skews neutral with a meaningful negative share. The gap between reach and recommendation is the central issue, not visibility.

Two high-priority conflicts concern lawsuit status, which is exactly the kind of claim that can suppress endorsement. We would propose a fact-check of those claims against primary court records before any correction, then a page brief addressing the resolved facts.

NOW Foods

Questions This Section Answers

  • What measured visibility pattern and review priority does NOW Foods have in Essential Oil?

NOW Foods recorded 170 mentions (40.48%) and 144 recommendations (34.29%) across 420 answers included in the benchmark. Top 3 placements numbered 37; first-place recommendations numbered 6. Framing among its mentions was 152 positive, 17 neutral and 1 negative.

From October 2026 to November 2026, NOW Foods' mention count fell from 198 to 170, while its recommendation count fell from 170 to 144. The recommendation rate was 35.64% and 34.29% respectively.

AI answers contained 0 conflicting claims about NOW Foods: 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best brand of essential oil?

6

6

5

What is the best tea tree oil brand?

4

4

4

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

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

Selected third-party review candidate: https://nhc.com/products/frankincense-essential-oil-by-now-foods?variant=52358789398828.

NOW Foods draws frequent endorsements and its framing is overwhelmingly positive. Its weakness is position: it is endorsed often but rarely placed first, so answers treat it as a safe pick rather than a leading one.

We would propose a page brief that gives answers a clearer reason to lead with the brand on specific oil questions, supported by a fact check of the selected owned page before any change.

Aura Cacia

Questions This Section Answers

  • What measured visibility pattern and review priority does Aura Cacia have in Essential Oil?

Aura Cacia recorded 202 mentions (48.10%) and 177 recommendations (42.14%) across 420 answers included in the benchmark. Top 3 placements numbered 34; first-place recommendations numbered 2. Framing among its mentions was 183 positive, 18 neutral and 1 negative.

From October 2026 to November 2026, Aura Cacia's mention count rose from 188 to 202, while its recommendation count rose from 164 to 177. The recommendation rate was 34.38% and 42.14% respectively.

AI answers contained 1 conflicting claim about Aura Cacia: 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

ownership

medium

part of Frontier Co-op

acquired by Country Life, LLC in 2026

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What brands of essential oils are 100% pure?

6

5

5

What are the top essential oil brands?

5

4

4

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

Selected owned-page review candidate: https://auracacia.com/quality.

Selected third-party review candidate: https://essencealmanac.online/blog/aura-cacia-essential-oil-review/.

Aura Cacia has strong endorsement relative to its mentions, but very few first-place placements. Answers appear comfortable recommending it without making it the headline choice. Its purity-related questions are where it appears most often.

One medium-priority conflict concerns ownership, which is a factual matter worth resolving before any content work. We would propose verifying the ownership record, then a page brief on quality and purity for the selected owned page.

Edens Garden

Questions This Section Answers

  • What measured visibility pattern and review priority does Edens Garden have in Essential Oil?

Edens Garden recorded 290 mentions (69.05%) and 276 recommendations (65.71%) across 420 answers included in the benchmark. Top 3 placements numbered 234; first-place recommendations numbered 11. Framing among its mentions was 276 positive, 14 neutral and 0 negative.

From October 2026 to November 2026, Edens Garden's mention count fell from 291 to 290, while its recommendation count rose from 274 to 276. The recommendation rate was 57.44% and 65.71% respectively.

AI answers contained 1 conflicting claim about Edens Garden: 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

name of Thieves-equivalent blend

medium

Guard or Fighting Five

Four Thieves or Shield

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best brand of essential oil?

6

6

5

What brand of essential oils are pure?

5

5

5

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

Selected owned-page review candidate: https://edensgarden.com/collections/single-oils.

Selected third-party review candidate: https://reddit.com/r/moderatelygranolamoms/comments/llytbe/any_thieves_eo_dupe_suggestions/.

Edens Garden is endorsed in most of its mentions and placed in the top three in a large share of them, making it one of the strongest performers in the set. Its framing is almost entirely positive.

A single medium-priority conflict concerns the name of a Thieves-equivalent blend, a small but concrete detail. We would propose a fact check of the blend naming and a page brief for the selected single-oils collection, conditional on verification.

Public Goods

Questions This Section Answers

  • What measured visibility pattern and review priority does Public Goods have in Essential Oil?

Public Goods recorded 1 mentions (0.24%) and 1 recommendation (0.24%) across 420 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Public Goods' mention count fell from 2 to 1, while its recommendation count rose from 0 to 1. The recommendation rate was 0.00% and 0.24% respectively.

AI answers contained 0 conflicting claims about Public Goods: 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

top 20 essential oils brands

2

1

1

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

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

Selected third-party review candidate: https://thespruce.com/best-essential-oil-brands-4802506.

Public Goods barely registers in this peer set, with a single mention and recommendation. That is too thin a base to draw conclusions about its standing or to justify content investment on its own.

We would propose keeping it outside the correction queue and treating it as a watch item. If the client wants to build presence, the starting point is a baseline scorecard rather than a page brief.

Young Living

Questions This Section Answers

  • What measured visibility pattern and review priority does Young Living have in Essential Oil?

Young Living recorded 230 mentions (54.76%) and 57 recommendations (13.57%) across 420 answers included in the benchmark. Top 3 placements numbered 22; first-place recommendations numbered 11. Framing among its mentions was 62 positive, 122 neutral and 46 negative.

From October 2026 to November 2026, Young Living's mention count rose from 205 to 230, while its recommendation count rose from 42 to 57. The recommendation rate was 8.81% and 13.57% respectively.

AI answers contained 1 conflicting claim about Young Living: 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

status of MacNaughton therapeutic-claims class action

medium

case revived by Second Circuit in May 2023 and still being litigated

case voluntarily dismissed without prejudice in Feb 2021

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Which brand is best for essential oils?

5

5

2

What is the best brand of essential oil?

6

4

2

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

Selected owned-page review candidate: https://youngliving.com/blog/why-essential-oils-expensive-worth-money/.

Selected third-party review candidate: https://truthinadvertising.org/class-action/young-living-essential-oils/.

Young Living is mentioned often but endorsed in a small fraction of those mentions, and its framing carries a substantial negative share. The distance between being named and being recommended is the defining feature here.

One medium-priority conflict concerns the status of a therapeutic-claims class action. We would propose verifying that record against primary sources before any correction, then a page brief that addresses the resolved facts plainly.

Plant Therapy

Questions This Section Answers

  • What measured visibility pattern and review priority does Plant Therapy have in Essential Oil?

Plant Therapy recorded 388 mentions (92.38%) and 366 recommendations (87.14%) across 420 answers included in the benchmark. Top 3 placements numbered 364; first-place recommendations numbered 312. Framing among its mentions was 372 positive, 16 neutral and 0 negative.

From October 2026 to November 2026, Plant Therapy's mention count fell from 422 to 388, while its recommendation count fell from 389 to 366. The recommendation rate was 81.55% and 87.14% respectively.

AI answers contained 2 conflicting claims about Plant Therapy: 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

name of Thieves-equivalent blend

medium

Germ Fighter

Guard

name of Thieves-equivalent blend

medium

Germ Fighter

Guard

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What brand is the best essential oil?

6

6

6

What brand of essential oils is the best?

6

6

6

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

Selected owned-page review candidate: https://planttherapy.com/collections/essential-oils.

Selected third-party review candidate: https://reddit.com/r/moderatelygranolamoms/comments/llytbe/any_thieves_eo_dupe_suggestions/.

Plant Therapy leads the peer set on every measure, with near-universal mentions and endorsement and a large share of first-place placements. Its framing is almost entirely positive, so the task is protection rather than repair.

Two medium-priority conflicts concern the name of a Thieves-equivalent blend. We would propose a fact check of that naming and a light page brief for the selected oils collection, keeping the existing strength intact.

Rocky Mountain Oils

Questions This Section Answers

  • What measured visibility pattern and review priority does Rocky Mountain Oils have in Essential Oil?

Rocky Mountain Oils recorded 267 mentions (63.57%) and 255 recommendations (60.71%) across 420 answers included in the benchmark. Top 3 placements numbered 194; first-place recommendations numbered 10. Framing among its mentions was 260 positive, 7 neutral and 0 negative.

From October 2026 to November 2026, Rocky Mountain Oils' mention count rose from 247 to 267, while its recommendation count rose from 227 to 255. The recommendation rate was 47.59% and 60.71% respectively.

AI answers contained 0 conflicting claims about Rocky Mountain Oils: 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What brand is the best essential oil?

6

6

6

What brand of essential oils is the best?

6

6

6

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

Selected owned-page review candidate: https://rockymountainoils.com/blogs/essential-oil-basics/best-essential-oil-brands-your-guide-to-quality-and-purity.

Selected third-party review candidate: https://edensgarden.com/collections/single-oils.

Rocky Mountain Oils combines broad reach with strong endorsement and a healthy share of top-three placements, placing it among the strongest performers. Its framing is almost entirely positive.

With no recorded conflicts, the priority is reinforcement rather than correction. We would propose a page brief for the selected brand-quality article, conditional on verifying its current contents, to keep answers supplied with accurate supporting detail.

Revive Essential Oils

Questions This Section Answers

  • What measured visibility pattern and review priority does Revive Essential Oils have in Essential Oil?

Revive Essential Oils recorded 20 mentions (4.76%) and 18 recommendations (4.29%) across 420 answers included in the benchmark. Top 3 placements numbered 6; first-place recommendations numbered 2. Framing among its mentions was 18 positive, 2 neutral and 0 negative.

From October 2026 to November 2026, Revive Essential Oils' mention count fell from 37 to 20, while its recommendation count fell from 24 to 18. The recommendation rate was 5.03% and 4.29% respectively.

AI answers contained 12 conflicting claims about Revive Essential Oils: 0 critical, 9 high, 1 medium, 2 low. Of these, 9 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

existence of lawsuit against REVIVE

high

no major active lawsuit against REVIVE

yes, lawsuits exist against REVIVE (including a 2026 ADA case)

existence of lawsuit against REVIVE

high

no major active lawsuit against REVIVE

yes, lawsuits exist against REVIVE (including a 2026 ADA case)

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best affordable essential oil brand?

4

2

2

How to buy good quality essential oils?

3

1

1

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

Selected owned-page review candidate: https://revive-eo.com/faqs/.

Selected third-party review candidate: https://essentialoilhaven.com/revive-essential-oils-brand-review/.

Revive Essential Oils has limited reach and a modest recommendation rate, and its presence has weakened across recent months. The more pressing issue is the volume of high-priority conflicts about whether lawsuits exist against the brand.

Those claims are serious enough to affect buyer trust. We would propose verifying the litigation record against primary sources before any correction, then a fact-focused page brief for the selected FAQ page.

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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 Essential Oil?

We would build a cohort scorecard that records each company's mentions, recommendations and placements alongside the month and sample size, so future comparisons are traceable. Each record gets an owner and a review status, and the scorecard notes where samples differ so no one reads movement as like-for-like performance.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Essential Oil?

AI answers contained 23 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.

Before any correction is proposed, the disputed claims need checking against primary sources. We would resolve the entity, date and source for each conflict, separate confirmed facts from unresolved ones, and keep ambiguous company matches out of the queue. Only verified findings would justify a correction request.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Essential Oil?

For each selected owned page, we would prepare a page brief that states what the page should cover and which facts must be verified first. Briefs are proposals, not edits; current page contents need checking before anything is changed.

Step 4. Review third-party sources

Questions This Section Answers

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

Third-party sources would be reviewed for accuracy and relevance before any request is made. We would document what each page currently says, prepare evidence-backed review packages, and treat citation as a reason to look rather than proof of influence.

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 Essential Oil?

The observed buyer questions give us a starting list for content briefs, not evidence of search demand. We would draft briefs around those questions, then measure again in a later sample, reporting delivered work separately from any change in answer outcomes.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Essential Oil?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://edensgarden.com/collections/single-oils

79

Public Goods, Rocky Mountain Oils

https://reddit.com/r/moderatelygranolamoms/comments/llytbe/any_thieves_eo_dupe_suggestions/

4

Edens Garden, Plant Therapy

https://bulkapothecary.com/product/essential-oils/essential-blend-8/

1

Edens Garden, Plant Therapy

https://thespruce.com/best-essential-oil-brands-4802506

110

Public Goods

https://organicaromas.com/blogs/aromatherapy-and-essential-oils/what-are-the-top-5-best-essential-oil-brands/

54

Rocky Mountain Oils

https://essentialmovestowellness.com/beauty/skin-care/revive-essential-oils-review/

20

Revive Essential Oils

https://essentialoilhaven.com/revive-essential-oils-brand-review/

10

Revive Essential Oils

https://essencealmanac.online/blog/aura-cacia-essential-oil-review/

5

Aura Cacia

https://pacermonitor.com/public/case/27814859/doTerra_Holdings_et_al_v_Revive_Essential

5

doTERRA

https://truthinadvertising.org/class-action/young-living-essential-oils/

4

Young Living

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 should be prioritized by how often each page appears across captured answers and how many relevant companies it covers. The broad brand-roundup pages and the large retailer collection appear most often, so they warrant review first.

Citation is not proof that a page shaped an answer, and none of these pages is a confirmed error. We would verify current contents before preparing any request, and we would not treat a single citation as a reason to approach a publisher.

What we'd prioritize first

Period

Deliverable

Completion criterion

Days 1–30

Baseline scorecard, scoped fact-review register and page/source shortlist

Each record has an owner, evidence requirement and review status

Days 31–60

Approved page briefs and justified publisher requests

Separate confirmed edits, no-change decisions, requests and responses

Days 61–90

Buyer-content briefs and a fresh scorecard

Record work completed separately from measured answer outcomes and comparability limits

The first priority is the fact-checking backlog, because several high-priority conflicts concern litigation status and could affect trust in the brands named. Resolving those against primary sources comes before any content change.

The second is protecting the strongest performers, whose position depends on accurate supporting detail rather than repair. The third is the brands mentioned often but rarely endorsed, where content needs to give answers a reason to recommend.

We would sequence this as a baseline scorecard and scoped fact review first, approved page briefs and justified publisher requests second, and buyer-question content with a fresh scorecard last.

Methodology and conclusion

Questions This Section Answers

  • What do the Essential Oil 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 420 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 5185 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:

Reporting month

Answers included

AI services covered

Services

Jul 2026

485

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Aug 2026

506

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Sep 2026

511

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Oct 2026

477

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Nov 2026

420

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

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

This report describes recorded answer wording, not customer sentiment or verified company facts. Mentions, recommendations and placements are separate measures, and a company can be named without being endorsed. The monthly samples differ, so comparisons show recorded change rather than cause.

The proposed work is a set of conditional steps: verify disputed facts against primary sources, brief pages and sources, address observed buyer questions, and measure again. None of this guarantees a change in answer outcomes, and delivered work should be tracked separately from what the answers later show.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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