Public Goods AI Visibility Market Strategy Report - Essential Oil

Answer Capsule

Public Goods recorded 0.00% valid recommendation coverage in the October 2026 LLM Authority Index Essential Oil benchmark, with just 2 neutral mentions across 477 qualified observations. The brand is effectively absent from AI-generated recommendations in the essential oil category, appearing in only 0.42% of qualified observations and receiving zero top-three or rank-one placements. While the category leader, Plant Therapy, captured 81.55% valid recommendation coverage, Public Goods registered no valid recommendations at all. The clearest opportunity lies in establishing basic recommendation eligibility within the Brand Recommendation cluster, where all qualified observations currently sit.

Who This Report Is For

This report is for Public Goods leadership, brand strategists, and category managers evaluating the brand's position in AI-led discovery for essential oils and adjacent natural products.

Report Card

Executive Summary

Public Goods holds no meaningful position in AI-generated recommendations for the essential oil category as of October 2026. The brand appeared in just 2 of 477 qualified observations, both as neutral mentions, and received zero valid recommendations, zero top-three placements, and zero rank-one positions. This places Public Goods at the bottom of the tracked competitive set, below Revive Essential Oils at 5.03% valid recommendation coverage and far below the category leader, Plant Therapy, at 81.55%.

The benchmark data shows Public Goods with a raw mention presence rate of 0.42%, meaning the brand surfaced in fewer than three qualified observations across all six tracked AI platforms. The brand's net sentiment score registered at 0.0, reflecting the entirely neutral framing of its two appearances. No positive or negative mentions were recorded.

The strongest platform signal for Public Goods came from Google AI Overviews and Perplexity, where the brand received single neutral mentions. Those appearances did not convert to recommendations. On ChatGPT, Copilot, Gemini, and Google AI Mode, Public Goods registered zero presence in the qualified observation set.

The clearest gap is the brand's complete absence from recommendation-stage visibility. Plant Therapy, Edens Garden, and Rocky Mountain Oils are being actively recommended across multiple platforms and prompt types, while Public Goods is not entering the consideration set at all. The brand's two neutral mentions suggest it may be recognized as a retailer or product source, but it is not being surfaced as an essential oil brand recommendation.

The category itself showed strong recommendation activity in October 2026, with 88.10% of qualified observations producing valid recommendation shortlists. AI systems are actively recommending essential oil brands, and Public Goods is not among them. The opportunity is not to improve ranking within recommendations. It is to establish basic recommendation eligibility.

What Public Goods Is Winning

Public Goods has no evidence-backed wins in the October 2026 benchmark. The brand recorded zero valid recommendations, zero top-three placements, and zero rank-one positions across all 477 qualified observations. Its two neutral mentions did not convert to recommendation credit.

The only observable positive signal is the absence of negative framing. Public Goods received no negative mentions in the qualified set, which means the brand is not being actively cautioned against or displaced in favor of competitors. That is a neutral baseline rather than a competitive advantage.

The brand's presence on Google AI Overviews and Perplexity, even as a single neutral mention each, indicates minimal surface-level recognition. This does not constitute a meaningful win, but it may suggest a starting point for visibility development.

Where Public Goods Has the Clearest AI Visibility Gaps

Public Goods is absent from the recommendation stage across every tracked platform and prompt type. The brand does not appear in any top-three or rank-one recommendation position, and it received zero valid recommendations in the October 2026 benchmark.

The gap is most pronounced when compared to the category leader. Plant Therapy received 389 valid recommendations and appeared in 422 of 477 qualified observations. Public Goods received zero valid recommendations and appeared in 2 observations. The difference in recommendation coverage between the two brands is 81.55 percentage points.

Even among lower-coverage brands, Public Goods trails significantly. Revive Essential Oils, which recorded a significant decline in October 2026, still achieved 5.03% valid recommendation coverage and 24 valid recommendations. Public Goods achieved 0.00% coverage and zero valid recommendations.

The brand's absence spans all six tracked AI platforms. On ChatGPT, Copilot, Gemini, and Google AI Mode, Public Goods registered no presence in the qualified observation set. On Google AI Overviews and Perplexity, the brand appeared once each as a neutral mention, and neither appearance resulted in a recommendation.

The competitive displacement pattern is clear. When AI systems generate essential oil brand recommendations, they are selecting from a pool that includes Plant Therapy, Edens Garden, Rocky Mountain Oils, NOW Foods, Aura Cacia, doTERRA, Young Living, Vitruvi, and Revive Essential Oils. Public Goods is not in that pool.

Biggest Opportunity

Questions This Section Answers

• What is Public Goods' clearest path to entering the AI recommendation set?
• Why does building a citation architecture matter for essential oil recommendation eligibility?

Public Goods' clearest path forward is establishing basic recommendation eligibility within the Brand Recommendation cluster, which currently accounts for 100% of qualified observations in the benchmark. The brand needs to move from neutral mention status to valid recommendation status.

This requires addressing the underlying signals that AI systems use to determine which brands to recommend. The benchmark data shows that brands with strong recommendation coverage, such as Plant Therapy and Edens Garden, have established citation footprints that include their own domains appearing among the most-cited sources. Plant Therapy's domain ranked fourth among all cited domains with 137 citations, and Edens Garden's domain ranked fifth with 135 citations.

Public Goods does not appear among the top 10 cited domains in the October 2026 benchmark. The brand's own domain was not observed as a significant citation source for AI-generated essential oil recommendations. Building a citation architecture that positions Public Goods content as a retrievable, attributable source for essential oil information is the foundational step.

The opportunity is not to compete with Plant Therapy for rank-one positioning. It is to enter the recommendation set at all. Even achieving the 5% coverage level of Revive Essential Oils would represent a meaningful shift from the current zero-recommendation position.

Competitive Landscape

Questions This Section Answers

• How does Public Goods' top-three and rank-one rate compare to competitors like Plant Therapy and Revive Essential Oils?
• Which brands hold recommendation power in the essential oil category?

Plant Therapy holds dominant recommendation power in the essential oil category, with Edens Garden and Rocky Mountain Oils forming a second tier of recommendation-stage strength. Public Goods sits at the bottom of the tracked competitive set with no recommendation-stage presence.

Average recommended rank covers rank-eligible recommendations only.

Public Goods recorded no rank-eligible recommendations in October 2026, leaving its average recommended rank as N/A. The brand's 0.00% top-three rate and 0.00% rank-one rate place it below every other tracked competitor, including Revive Essential Oils, which achieved a 1.26% top-three rate despite a significant coverage decline.

Prompt Evidence

Google AI Overviews / Brand Recommendation Prompt: "What's the best home diffuser?" Result: Public Goods received a neutral mention but was not included in the recommendation set.

Perplexity / Brand Recommendation Prompt: "Where can I buy public goods products?" Result: Public Goods appeared as a neutral reference, suggesting brand recognition as a retailer rather than an essential oil recommendation.

ChatGPT / Brand Recommendation Prompt: "What is the best essential oil diffuser for home?" Result: Public Goods was not mentioned or recommended in the response.

Gemini / Brand Recommendation Prompt: "What essential oils reduce cortisol?" Result: Public Goods did not appear in the qualified observation set for this prompt.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map every prompt where Public Goods appears, identify the specific contexts driving neutral mentions, and establish a baseline for recommendation eligibility across all six tracked platforms.

Phase 2: Recommendation Readiness Plan Define the brand attributes, product differentiators, and use-case positioning that AI systems need to surface Public Goods as a valid essential oil recommendation rather than a neutral reference.

Phase 3: Owned Answer Layer Buildout Develop owned content that directly addresses the high-intent prompts in the Brand Recommendation cluster, creating retrievable, attributable answers that AI systems can synthesize into recommendations.

Phase 4: Citation / Authority Layer Development Build the external citation footprint that supports recommendation eligibility, targeting the source types and domains that AI systems currently cite when generating essential oil recommendations.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track movement from neutral mention to valid recommendation, monitor platform-specific progress, and adjust the prompt and citation strategy based on observed changes in recommendation coverage.

Why This Matters

AI presence alone is not enough. Public Goods has minimal presence in AI-generated essential oil responses, and that presence has not converted to recommendation credit. The brand is being mentioned as a reference point but not selected as a recommendation.

The next move is targeted correction of the prompt, page, and citation layers that determine whether AI systems include Public Goods in the buyer shortlist. Without valid recommendation coverage, the brand is invisible at the decision moment when buyers are asking AI systems which essential oil brands to consider.

Core Metrics

Sentiment Score

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

For Public Goods, the calculation is: (0 × 1 + 2 × 0 + 0 × -1) / 2 = 0.0000.

This score reflects the entirely neutral framing of Public Goods' two mentions in the October 2026 benchmark. The brand was referenced but not evaluated positively or negatively.

Unclassified mention counts can be misleading. A brand with two neutral mentions and zero recommendations is not in the same position as a brand with two positive recommendations. Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal.

Counting all mentions as wins is bad measurement. Public Goods' two neutral mentions do not indicate recommendation strength or buyer consideration. Classified sentiment is required before interpreting AI visibility, and in this case, the classification shows that Public Goods has presence without recommendation conversion.

Sentiment by Platform

Methodology

1. Report orientation: This is a benchmark-based AI Visibility Company Market Strategy Report for Public Goods within the Essential Oil category, derived from the October 2026 LLM Authority Index AI Market Discovery benchmark.
2. Reporting window: October 2026, with comparison to the July 2026 baseline where available.
3. Platforms tracked: Six AI/search surface families were monitored: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
4. Observation count: The October 2026 benchmark began with 800 prompt-surface observations and produced 477 qualified observations after qualification stages.
5. Competitor universe: Ten brands were tracked: Public Goods, Plant Therapy, Edens Garden, Rocky Mountain Oils, NOW Foods, Aura Cacia, doTERRA, Young Living, Vitruvi, and Revive Essential Oils.
6. Public clusters used: All 477 qualified observations fell into the Brand Recommendation cluster, covering discovery and consideration of essential oil brands. Pricing and Value and Multi-Brand Comparison clusters contained zero qualified observations in the public benchmark.
7. Stage 0 role: The benchmark retains prompt-level observations including query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources.
8. Definition of a mention: A mention occurs when a brand is referenced in an AI-generated response, regardless of whether the reference constitutes a recommendation.
9. Definition of a valid recommendation: A valid recommendation occurs when a brand is explicitly recommended or shortlisted in an AI-generated response, as marked by the benchmark's qualification methodology.
10. Ranking interpretation: Top-three rate reflects the share of qualified observations where a brand appears among the top three recommendations. Rank-one rate reflects the share where a brand is the first recommendation. Average recommended rank covers rank-eligible recommendations only.
11. Limitations: The public benchmark does not measure market share, sales attribution, organic-search ranking positions, social media mention volume, private or sponsored channels, or causality from metric movement alone. Source presence is evidence about the information environment and is not automatically proof that a source caused a recommendation.
12. Data note: Public Goods recorded 2 neutral mentions and zero valid recommendations in the October 2026 qualified observation set. The brand's absence from recommendation-stage visibility is consistent across all tracked platforms except for single neutral mentions on Google AI Overviews and Perplexity.

See How AI Is Recommending Your Brand

Public Goods is not yet part of the AI-generated recommendation set for essential oils. Understanding where the brand appears, what prompts trigger neutral mentions, and which citation sources AI systems retrieve is the first step toward building recommendation eligibility. A company-level AI visibility audit maps those patterns into a prioritized strategy for entering the buyer shortlist.