CiteWorks Studio

Vitruvi AI Market Strategy Report - Essential Oil

Mark HuntleyBy Mark HuntleyFounder and CEO
9 minutes read

Key Takeaways

  • Vitruvi appears in 7.83% of qualified observations but reaches valid recommendation coverage of only 5.48%, pointing to a scale problem more than a perception problem.
  • The brand recorded 31 positive mentions, 9 neutral mentions, and no negative mentions, giving it a net sentiment score of 0.7750.
  • Vitruvi’s 1.96% rank-one rate beats several larger competitors, showing it can win top placement when AI systems choose to recommend it.
  • ChatGPT is the clearest gap, with Vitruvi appearing in just 2 of 44 observations and earning no rank-eligible recommendations there.

Answer Capsule

Vitruvi holds a narrow but real position in AI-generated recommendations for essential oils, with valid recommendation coverage of 5.48% in September 2026. The brand appears in 7.83% of qualified observations but converts only a portion of that presence into actual recommendations, and its strongest signal is a rank-one rate of 1.96% that outpaces several larger competitors. The clearest weakness is scale: Vitruvi is present in just 40 of 511 qualified observations, leaving the brand far outside the consideration set that AI systems build for most essential oil prompts. The clearest opportunity is converting its positive framing into broader recommendation coverage across the discovery prompts where Plant Therapy and Edens Garden currently dominate.

Who This Report Is For

This report is for Vitruvi's brand, marketing, and ecommerce leadership teams tracking how AI-generated recommendations are shaping essential oil discovery and buyer consideration.

Report Card

Field

Value

Report type

AI Company Market Strategy Report

Target company

Vitruvi

Category / market studied

Essential Oil

Reporting month

September 2026

AI platforms tracked

6 (ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, AI Mode)

Public high-intent clusters

1

AI observations analyzed

511

Competitors tracked

10

Executive Summary

Vitruvi holds a visible but under-recommended position in the essential oil category. The brand appears in 40 of 511 qualified observations, a raw mention presence rate of 7.83%, yet receives only 28 valid recommendations, a coverage rate of 5.48%. This gap between presence and recommendation conversion suggests AI systems reference Vitruvi in some contexts but do not consistently place it on buyer shortlists.

Sentiment is a relative strength. Vitruvi recorded 31 positive mentions, 9 neutral mentions, and zero negative mentions in September 2026, producing a net sentiment score of 0.775. The absence of negative framing is notable in a category where doTERRA and Young Living carry substantial negative visibility.

The strongest platform signal comes from Google AI Mode, where Vitruvi achieves its highest rank-one rate at 3.75% and its largest recommendation footprint. The clearest platform gap is ChatGPT, where the brand appears in only 2 of 44 observations and receives no rank-eligible recommendations.

The strongest cluster is the only qualified cluster in the public benchmark: Best Essential Oils, Discovery and Evaluation. All 511 qualified observations fall into this cluster, meaning Vitruvi's performance is measured entirely within brand recommendation discovery prompts. The public benchmark does not yet contain qualified observations for pricing or multi-brand comparison prompts.

What Vitruvi Is Winning

Questions This Section Answers

  • Where does Vitruvi outperform larger essential oil brands in AI recommendations?
  • How does Vitruvi's sentiment profile compare with competitors like doTERRA and Young Living?
  • What does Vitruvi's average recommended rank indicate about its placement when recommended?

Vitruvi's rank-one rate of 1.96% exceeds several brands with far larger presence, including Edens Garden at 0.78%, Rocky Mountain Oils at 0.20%, and Aura Cacia at 0.59%. When AI systems do recommend Vitruvi first, the brand captures the primary position despite its smaller overall footprint.

The brand also maintains a clean framing profile. With zero negative mentions across 40 appearances, Vitruvi avoids the cautionary or critical treatment that affects doTERRA and Young Living. Every mention of Vitruvi in the qualified set is either positive or neutral.

Vitruvi's average recommended rank of 3.29 when it does receive rank-eligible recommendations indicates that its recommendations tend to appear near the top of the list rather than buried in longer answer sets.

Where Vitruvi Has the Clearest AI Visibility Gaps

Questions This Section Answers

  • How far behind does Vitruvi trail category leaders in AI recommendation presence?
  • What does the gap between Vitruvi's presence and recommendation conversion reveal?
  • Which platform shows the clearest absence of Vitruvi in recommendation shortlists?

Vitruvi's core challenge is scale. The brand is present in only 7.83% of qualified observations, compared to Plant Therapy at 92.37% and Edens Garden at 67.51%. Even brands with weaker recommendation conversion, such as doTERRA at 57.53% presence, appear far more often in AI answers.

The recommendation conversion gap is equally significant. Vitruvi converts 70% of its mentions into valid recommendations, but the absolute numbers are small: 28 valid recommendations versus 420 for Plant Therapy and 309 for Edens Garden. The brand is not being displaced in head-to-head comparisons so much as it is absent from the broader set of prompts where AI systems build their essential oil shortlists.

ChatGPT represents the clearest platform gap. Vitruvi appears in just 2 of 44 ChatGPT observations, receives no top-three or rank-one placements, and holds no rank-eligible recommendations on that platform. This contrasts sharply with Plant Therapy, which appears in all 44 ChatGPT observations and holds a rank-one rate of 81.82% there.

Biggest Opportunity

Questions This Section Answers

  • What is the clearest path for Vitruvi to expand beyond niche recommendation coverage?
  • Why do the discovery and evaluation prompts represent the main opportunity for Vitruvi?

Vitruvi's clearest path forward is expanding from a niche recommendation presence into broader discovery coverage. The brand's positive framing and respectable rank-one performance suggest AI systems that know Vitruvi treat it favorably. The challenge is that too few prompts surface the brand at all.

The opportunity lies in the discovery and evaluation prompts that dominate the qualified set, such as queries for specific oils and use cases. Vitruvi currently appears in only a small fraction of these answers. Building the public evidence layer that helps AI systems retrieve and recommend Vitruvi across a wider range of essential oil prompts would convert its quality signal into quantity.

Competitive Landscape

Questions This Section Answers

  • Where does Vitruvi sit relative to the tracked essential oil brands by top-three rate?
  • Which larger competitors does Vitruvi's rank-one rate exceed despite lower overall coverage?

Plant Therapy holds dominant recommendation-stage strength in the essential oil category, while Edens Garden and Rocky Mountain Oils occupy the challenger positions. Vitruvi sits near the bottom of the tracked set by coverage, ahead of only Revive Essential Oils and Public Goods.

Brand

Top-3 rate

Rank-1 rate

Avg recommended rank

Sentiment

Plant Therapy

72.21%

62.23%

1.23

0.9449

Edens Garden

43.25%

0.78%

2.61

0.9304

Rocky Mountain Oils

34.64%

0.20%

3.00

0.9355

NOW Foods

13.89%

2.94%

3.61

0.8514

doTERRA

9.00%

3.33%

3.61

0.2449

Aura Cacia

6.65%

0.59%

4.18

0.8333

Young Living

3.33%

0.78%

4.49

0.1179

Vitruvi

2.54%

1.96%

3.29

0.7750

Revive Essential Oils

0.98%

0.20%

4.73

0.7297

Public Goods

0.00%

0.00%

N/A

1.0000

Average recommended rank covers rank-eligible recommendations only.

Vitruvi's top-three rate of 2.54% places it ninth in the tracked set, ahead of only Revive Essential Oils and Public Goods. The brand's rank-one rate of 1.96%, however, exceeds Edens Garden, Rocky Mountain Oils, Aura Cacia, Young Living, and Revive Essential Oils, indicating that when Vitruvi earns a recommendation, it is more likely to appear first than several larger competitors.

Prompt Evidence

Google AI Mode / Best Essential Oils, Discovery and Evaluation Prompt: "essential oils for sleep" Result: Vitruvi appears in a small share of answers with a rank-one rate of 3.75%, its strongest platform performance.

ChatGPT / Best Essential Oils, Discovery and Evaluation Prompt: "essential oils" Result: Vitruvi appears in only 2 of 44 observations with no rank-eligible recommendations, indicating near-total absence from ChatGPT shortlists.

Google AI Overviews / Best Essential Oils, Discovery and Evaluation Prompt: "essential oil diffuser" Result: Vitruvi receives positive framing in 11 of 13 mentions with no negative visibility, but converts only a portion into top-ten recommendations.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map the specific prompts where Vitruvi appears and the larger set of discovery prompts where it is absent to identify the highest-intent gaps.

Phase 2: Recommendation Readiness Plan Build the answer-layer content needed to give AI systems clear, consistent information about Vitruvi's product range, quality positioning, and use cases.

Phase 3: Owned Answer Layer Buildout Develop owned pages that directly address the discovery prompts where competitors currently dominate, including oil-specific and use-case-specific queries.

Phase 4: Citation / Authority Layer Development Strengthen the third-party source footprint that AI systems can retrieve and synthesize when building essential oil recommendations.

Phase 5: Monthly AI Visibility and Recommendation Tracking Monitor whether expanded presence converts into higher recommendation coverage and whether rank-one performance holds as the brand scales.

Why This Matters

AI-generated recommendations are becoming the first filter in essential oil buyer consideration. When a shopper asks an AI assistant which oil to buy for sleep or which brand to trust, the brands named in that answer gain an advantage that traditional search visibility cannot replicate.

Vitruvi's positive framing and respectable rank-one performance mean the brand is not fighting negative perception. The challenge is scale. Until AI systems surface Vitruvi across a broader range of discovery prompts, the brand will remain a niche recommendation rather than a category contender.

Core Metrics

Metric

Value

Mentions

40

Valid recommendations

28

Top 3 recommendation count

13

Rank #1 recommendation count

10

Average recommended rank

3.29

Positive mentions

31

Neutral mentions

9

Negative mentions

0

Raw mention presence rate

7.83%

Valid recommendation coverage

5.48%

Top 3 recommendation rate

2.54%

Rank #1 recommendation rate

1.96%

Net sentiment score

0.7750

Strongest cluster by recommendation behavior

Best Essential Oils, Discovery and Evaluation

Strongest platform by recommendation behavior

Google AI Mode

Sentiment Score

Questions This Section Answers

  • Why is a classified sentiment score more meaningful than raw mention counts in this category?
  • What does Vitruvi's net sentiment score of 0.7750 indicate about how AI systems frame the brand?

Sentiment Score = (positive mentions x 1 + neutral mentions x 0 + negative mentions x -1) / total mentions

For Vitruvi in September 2026: (31 x 1 + 9 x 0 + 0 x -1) / 40 = 0.7750.

This score matters because unclassified mention counts are misleading. A brand with high raw presence but heavy negative framing, such as doTERRA or Young Living, is not in the same competitive position as a brand with similar presence and positive framing. Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, neutral reference, cautionary mention, and competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility.

Sentiment by Platform

Platform

Mentions

Positive

Neutral

Negative

Sentiment Score

Readout

ChatGPT

2

2

0

0

1.0000

Positive, but sample too small

Copilot

5

4

1

0

0.8000

Present as context, not recommendation

Gemini

3

2

1

0

0.6667

Positive, but sample too small

Google AI Mode

11

9

2

0

0.8182

Strongest public recommendation signal

Google AI Overviews

13

11

2

0

0.8462

Present, but not recommendation-led

Perplexity

6

3

3

0

0.5000

Present as context, not recommendation

Methodology

  1. This report is a benchmark-based analysis of Vitruvi's AI recommendation visibility in the essential oil category, not a client implementation case study.
  2. The reporting window is September 2026, with comparison context drawn from July and August 2026 where relevant.
  3. The benchmark tracks six AI/search surface families: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
  4. The September 2026 run produced 511 qualified observations from 800 source prompt-surface pairs.
  5. The competitor universe includes 10 tracked brands: Aura Cacia, doTERRA, Edens Garden, NOW Foods, Plant Therapy, Public Goods, Revive Essential Oils, Rocky Mountain Oils, Vitruvi, and Young Living.
  6. All qualified observations in the public benchmark fall into the Brand Recommendation buyer-intent class, covering discovery and consideration of essential oil brands.
  7. Stage 0 extraction captures prompt-level data including query, surface, answer, brand outcome, recommendation placement, sentiment, and citations where exposed.
  8. A mention is defined as any qualified observation where the brand appears in the AI answer, regardless of framing.
  9. A valid recommendation is defined as a qualified observation where the brand receives an actual recommendation or shortlist placement, distinct from a neutral reference or cautionary mention.
  10. The public benchmark does not yet contain qualified observations in the Pricing and Value or Multi-Brand Comparison classes, limiting analysis of those buyer-intent segments.
  11. Source presence in the evidence layer indicates what AI systems can retrieve; it is not automatically proof that a source caused a recommendation.
  12. Month-over-month movement identifies changes worth investigating but does not by itself establish the cause of those changes.

See How AI Is Recommending Your Brand

The public benchmark shows where Vitruvi stands in AI-generated essential oil recommendations. A company-level AI visibility audit can map the specific prompts, competitor displacement patterns, and evidence sources shaping those recommendations into a prioritized strategy for converting presence into recommendation coverage.

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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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