Beauty and Personal Care: AI Visibility Market Discovery Index

Benchmark Summary

Lashbox LA leads the Beauty and Personal Care benchmark in October 2026 with 48.4% valid recommendation coverage, ahead of Bella Lash at 48.0%, a gap of 0.4 percentage points. October was a mixed month for the category, with four brands recording significant increases and two recording significant declines. The largest coverage increase belongs to Lashbox LA, which entered the tracked set in October 2026 at 48.4% valid recommendation coverage, up from a baseline of 0.0% across July, August, and September 2026, a rise of 48.4 percentage points. The largest coverage decline belongs to LashBox LA, which fell from 34.3% in September 2026 to 0.0% in October 2026, a decline of 36.4 percentage points from its baseline.

Across the full July-to-October 2026 series, Bella Lash and Sugarlash PRO moved within normal variation from baseline to current. Borboleta Pro rose from 5.4% in July 2026 to 11.0% in October 2026, up 5.6 percentage points, and has risen for two consecutive months (September and October 2026). Paris Lash Academy rose from 11.7% in July 2026 to 17.9% in October 2026, up 6.2 percentage points. Lashbox LA and London Lash pro both entered the tracked set in October 2026 at 48.4% and 8.4% respectively, while LashBox LA and London Lash Pro exited the tracked set, with their final readings in September 2026 at 34.3% and 6.8%.

The benchmark began with 324 prompt-surface observations in October 2026 and produced 273 qualified observations after qualification.

Current Benchmark at a Glance

Qualified surface breadth is the number of canonical AI surface families with at least one qualified observation: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. August 2026 and September 2026 also carried a breadth of six, with 331 and 324 qualified observations respectively.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Beauty and Personal Care

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. See the AI Visibility Market Discovery Methodology for the full qualification process.

Current Brand Standings

Questions This Section Answers

• Which lash brands lead the October 2026 beauty and personal care benchmark?
• How do presence rate, valid recommendation coverage, and top-three rate differ across the tracked brands?

How to Read the Standings

• Presence rate is the share of qualified observations in which the brand is mentioned at all.
• Valid recommendation coverage is the share of qualified observations in which the brand appears in a valid recommendation shortlist.
• Top-three rate is the share of qualified observations in which the brand is placed in the first three recommendation positions.
• Rank-one rate is the share of qualified observations in which the brand is the first recommendation.
• Net sentiment is the share of positive mentions minus the share of negative mentions, describing benchmark framing rather than customer sentiment.

For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions.

Recommendation Coverage Movement

Questions This Section Answers

• Which brand recorded the largest recommendation coverage increase or decline since the July 2026 baseline?
• Why did Lashbox LA and LashBox LA move so sharply in opposite directions?

Largest Increase: Lashbox LA

Lashbox LA entered the tracked set in October 2026 at 48.4% valid recommendation coverage, up from a baseline of 0.0% in July 2026, a rise of 48.4 percentage points beyond normal month-to-month variation. This is the largest single-month move in the current series. Presence rate stands at 54.9% in October 2026, and top-three rate at 39.9%, the highest in the category. Rank-one rate reached 20.5%, also the highest in the category. Net sentiment is 0.9.

Largest Decline: LashBox LA

LashBox LA held the leading position in September 2026 at 34.3% valid recommendation coverage and fell to 0.0% in October 2026, a decline of 36.4 percentage points beyond normal month-to-month variation. LashBox LA moved from 36.4% in July 2026 to 39.6% in August 2026, then to 34.3% in September 2026, before exiting the tracked set in October 2026. Its final readings in September 2026 were 51.2% presence rate, 23.2% top-three rate, 12.7% rank-one rate, and 0.8 net sentiment.

Category Leader: Lashbox LA

Lashbox LA leads the category in October 2026 at 48.4% valid recommendation coverage, ahead of Bella Lash at 48.0%, a gap of 0.4 percentage points. Lashbox LA also leads on presence rate at 54.9%, top-three rate at 39.9%, and rank-one rate at 20.5%. Bella Lash follows on presence rate at 50.9%, top-three rate at 39.6%, and rank-one rate at 9.9%.

For the remaining brands, movement since baseline was within normal month-to-month variation for Bella Lash and Sugarlash PRO. Borboleta Pro, London Lash pro, and Paris Lash Academy recorded significant increases from their baselines of 5.4%, 0.0%, and 11.7% respectively.

Sugarlash PRO: Current Position and Competitive Gap

Questions This Section Answers

• How large is the recommendation coverage gap between Sugarlash PRO and the category leader?
• Why does Sugarlash PRO convert presence into top-three and first-choice placements at roughly half the rate of Lashbox LA?

Sugarlash PRO holds 26.0% valid recommendation coverage in October 2026, supported by a 28.6% presence rate, a 20.2% top-three rate, a 4.4% rank-one rate, and a 0.9 net sentiment score. Coverage moved from 24.7% in July 2026 to 26.0% in October 2026, a rise of 1.3 percentage points that the benchmark classifies as within normal month-to-month variation, meaning Sugarlash PRO's position has been essentially flat across the four-month series while the category leader changed hands twice.

Lashbox LA records 48.4% valid recommendation coverage, while Sugarlash PRO stands at 26.0%, a gap of 22.4 percentage points. The more important issue is what that gap means for Sugarlash PRO's recommendation position. Sugarlash PRO's presence rate of 28.6% already trails Lashbox LA's 54.9%, and even within the responses where Sugarlash PRO does appear, it converts into a top-three placement only 20.2% of the time and a first-choice recommendation just 4.4% of the time, against 39.9% and 20.5% for Lashbox LA. This is a material gap on the category's leading commercial metric, and it has held steady rather than closed while Lashbox LA's coverage rose from a 0.0% baseline to category leadership in a single month. Left unexamined, the gap means AI surfaces are consistently naming a competitor ahead of Sugarlash PRO at the exact point where a buyer is choosing a brand.

Highest-priority diagnostic: Why does Sugarlash PRO convert presence into valid recommendations, top-three placement, and first-choice recommendations at roughly half the rate of the category leader, and what specifically in the underlying AI answers is suppressing that conversion?

Recommendation Placement Snapshot

Questions This Section Answers

• How do top-three and rank-one rates differ between Lashbox LA and Bella Lash despite similar coverage?
• What does Sugarlash PRO's placement profile show about how prominently it is recommended?

Coverage alone does not show how prominently a brand is recommended. Among the leading brands, Lashbox LA and Bella Lash showed distinct placement profiles in October 2026. Lashbox LA posted the higher top-three rate at 39.9%, ahead of Bella Lash at 39.6%. On first-position rates, Lashbox LA led at 20.5%, ahead of Bella Lash at 9.9%. Sugarlash PRO reached a 20.2% top-three rate and a 4.4% rank-one rate.

Close coverage levels can still hide different first-position rates. Lashbox LA's rank-one rate of 20.5% in October 2026 was 10.6 points above Bella Lash's 9.9%, even though their top-three rates differed by only 0.3 points.

Buyer-Intent Distribution

Questions This Section Answers

• Which class of buyer intent do all qualified observations fall into?
• What does the absence of pricing and multi-brand comparison observations mean for how the benchmark currently measures discovery?

All 273 qualified observations in October 2026 fell into the brand recommendation class of buyer intent.

The current public series measures only the brand recommendation class of discovery and contains no qualified observations for pricing and value or multi-brand comparison questions.

Historical Measurement Record

Evidence and Source Layer

Questions This Section Answers

• What citation evidence is retained for each prompt-level observation?
• Why is source presence not automatically proof that a source caused a brand recommendation?

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment; it is not automatically proof that the source caused the recommendation.

Scope Boundaries

This public benchmark does not measure:

• Market share or attributable sales.
• Every possible AI response to a given query.
• Organic-search ranking positions.
• Social mention volume or sentiment outside AI surfaces.
• Private or sponsored channels.
• Causality from a metric movement alone. The benchmark records the change; it does not establish why the change occurred.

Top 10 Cited Domains

Questions This Section Answers

• Which domains dominate AI citations in the lash brand category?
• Which tracked brand domains appear among the most-cited sources?

The benchmark observed 2,549 citations across 640 unique domains in October 2026.

Citations are broadly distributed across 640 unique domains, with the top 10 accounting for a combined share of 36.3%. Two tracked brand domains appear in the top 10: bellalash.com at rank 6 with 67 citations and lashboxla.com at rank 7 with 62 citations. General platforms, marketplaces, and social/video sources dominate the top ranks, with google.com, amazon.com, youtube.com, and reddit.com together accounting for 22.2% of citations. Industry-specific sites plapro.com and lashaffair.com also appear, alongside instagram.com and londonlash.com.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index is a neutral, recurring measurement of how AI-powered research and discovery surfaces present brands within a vertical. Each monthly snapshot tracks brand presence, recommendation coverage, placement, and sentiment across six canonical AI surface families. New measurements are added to the same evergreen report.

• AI Visibility Market Discovery Methodology
• AI Visibility Market Discovery Metric Definitions
• AI Visibility Market Discovery Research Standards
• Modeled AI Visibility Authority Value

Get a Company-Level Authority Index

The public industry benchmark shows category-level standings. A company-level Authority Index can go deeper.

Get my free AI Company Index