IDEALAB · AI VISIBILITY OS v1.1 BRAND AUDIT · BR-006 GRADE B · CITATION READY D3 ENTITY 58 · LOWEST IN DATABASE · NO WIKIPEDIA D4 CITATION 84 · D7 TRUST 82 · VOGUE · ALLURE · WSJ · TIME 100 $160M REVENUE · BOBBI BROWN · BLOG ✓ · 12 RETAIL STORES

AI Visibility Score Report

jonesroadbeauty.com · Jones Road Beauty — Clean No-Makeup Makeup · Founded Oct 26, 2020 · Bobbi Brown Founder · Cody Plofker CEO · Montclair, NJ · June 25, 2026

Independent AI Visibility Score audit of Jones Road Beauty (jonesroadbeauty.com) using the IdeaLab AI Visibility OS v1.1 framework. Composite: 76/100 · Grade B — Citation Ready · BR-006 · #11 in IdeaLab database. Jones Road Beauty was founded October 26, 2020 by Bobbi Brown (TIME 100 2025). Revenue: $160M (2024). 100% family-owned. Blog confirmed at jonesroadbeauty.com/blogs/beauty. 12 company-owned retail stores. Framework by J.L. Marcoux, IdeaLab.ai.

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Key Finding: The Wikipedia-Sized Gap — Vogue, Allure, WSJ, FT, TIME 100 · Yet Lowest Entity Recognition in Database
Jones Road Beauty scores 76/100 — Grade B, Citation Ready — ranking #11 in the full 18-entity IdeaLab database, between Ann Handley (77) and Justin Welsh (75). The brand's citation network (D4: 84/100) and trust signals (D7: 82/100) nearly reach Grade A — Vogue, the Wall Street Journal, the Financial Times, Allure, and TIME Magazine's 100 Most Influential People 2025 all confirm this brand's editorial authority. Yet D3 Entity Recognition scores 58/100 — the lowest of any brand in the database — because Jones Road Beauty has no dedicated Wikipedia article. Bobbi Brown's Wikipedia page mentions Jones Road in passing, but the brand itself has no independent entity node in any knowledge graph. This is the single most fixable gap in the entire IdeaLab database. A Wikipedia article sourced from existing tier-1 coverage could be filed and published within 48 hours.
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The Founder-Brand Contrast: Bobbi Brown (76/100) vs MrBeast / Feastables (65/100)
Both Jones Road Beauty and Feastables are founder-celebrity brands in the food/beauty CPG space. But they score 11 points apart. The reason: Bobbi Brown teaches on jonesroadbeauty.com — her "Bobbi Explains" video tutorials, blog posts, and detailed product descriptions live on the brand domain, feeding AI knowledge graphs directly. MrBeast launches on YouTube — his 506M subscribers consume Feastables content on @MrBeast's personal channel, which AI engines attribute to the person entity, not feastables.com. Jones Road's D2 Content Depth (71/100) is 33 points above Feastables' (38/100). One founder built into her domain. The other built for his audience. The AI visibility framework rewards the first.
COMPOSITE SCORE · GRADE SCALE · 7-DIMENSION OVERVIEW
76
/100 · Brand Audit BR-006
BCitation Ready
GRADE SCALE
A85–100Answer Authority
B70–84Citation Ready
C50–69Legacy Mode
D30–49High Risk Zone
F0–29Pre-AI Era
7-DIMENSION RADAR

D3 Entity (58) is the lone crater.
D4 (84) and D7 (82) nearly touch Grade A.

DIMENSION SCORES
D1
8110%
D2
7120%
D3
58 ⚠15%
D4
8420%
D5
7815%
D6
7810%
D7
8210%
PROJECTED — WIKIPEDIA + SCHEMA
83–87 / 100
Wikipedia article + Org JSON-LD + Article JSON-LD
Grade A territory. One article. 48 hours.
WEIGHTED SCORECARD
DimensionWeightScoreWeightedGrade
D1Brand Clarity CLEAN BEAUTY · NO-MAKEUP MAKEUP · SELF-CERTIFIED10%818.10B
D2Content Depth BLOG ✓ · 28K BACKLINKS · BOBBI EXPLAINS VIDEOS20%7114.20B
D3Entity Recognition ⚠ LOWEST IN DATABASE · NO WIKIPEDIA ARTICLE15%588.70C
D4Citation Network VOGUE · ALLURE · WSJ · FT · WWD · FAST CO. · BUS. INSIDER20%8416.80B
D5Topical Authority CLEAN BEAUTY MATURE WOMEN · MIRACLE BALM15%7811.70B
D6Recency & Freshness BODY CARE JAN 2026 · MEMOIR SEP 2025 · NASHVILLE STORE10%787.80B
D7Trust Signals TIME 100 2025 · ALLURE BEST IN BEAUTY · LIBERTY LONDON10%828.20B
TOTAL100%—75.50B
DIMENSION ANALYSIS — Click to expand
ECOMMERCE BRAND COHORT — 6 Brands · D2 Content vs D3 Entity Comparison
Brand Score D2 Content D3 Entity D4 Citation Wikipedia Key Pattern
BR-003Dr. Squatch 80 78 · B 74 · B 81 ✓ Institutional Anchor (Unilever)
BR-006Jones Road ◀ 76 71 · B 58 · C ⚠ 84 ✗ — Need Wiki Gap vs Tier-1 Coverage
BR-004HexClad 73 47 · D 76 · B 85 ★ ✓ Citation-Content Inversion
BR-001LMNT 70 71 · B 48 · D 74 ✗ Borrowed Authority (Huberman)
BR-005Feastables 65 38 · D 72 · B 79 ✓ Audience-as-Distribution Paradox
BR-002Midday Squares 60 52 · C 44 · D 63 ✗ Social-First Paradox

Jones Road Beauty has the highest D4 Citation score (84) of any brand in the cohort that does NOT have Grade A composite. The pattern confirms the database's thesis: Jones Road's Wikipedia gap is the only thing preventing a near-Grade A score. With D4 (84), D7 (82), D6 (78), D5 (78), and D2 (71) all performing well, and D1 (81) solid, a single Wikipedia article adding ~15 points to D3 (58 → 73+) pushes the composite from 76 to 83+. No other brand in this database has a comparable gap-to-fix ratio: one article, filed in 48 hours, that could be worth 7 composite points.

FULL DATABASE BENCHMARK — 18 Entities (12 influencers + 6 brands)
NP-001○Neil Patel
91
NP-NEW○Dharmesh Shah
90
NP-003○Rand Fishkin
87
NP-010○Ali Abdaal
84
NP-008○Seth Godin
84
NP-005○Jay Baer
81
NP-006○Marcus Sheridan
81
BR-003⬡Dr. Squatch
80
NP-002○Gary Vaynerchuk
79
NP-004○Ann Handley
77
BR-006⬡Jones Road Beauty ◀ #11
76
NP-007○Justin Welsh
75
NP-009○Brian Dean
74
BR-004⬡HexClad
73
BR-001⬡LMNT
70
BR-005⬡Feastables
65
BR-002⬡Midday Squares
60
NP-011○Amanda Natividad
60

⬡ = Brand · ○ = Person. Jones Road Beauty (76, #11) enters between Ann Handley (77) and Justin Welsh (75) — a DTC beauty brand in direct competition with established marketing thought leaders. With a Wikipedia article, Jones Road's projected 83–87/100 would place it among the top 5 brands in the database, ahead of Dr. Squatch (80), challenging Seth Godin (84) and Ali Abdaal (84). No other entity in this database has a comparable fix-to-gain ratio: one Wikipedia article, filed in 48 hours, potentially worth 7+ composite points and a jump from #11 to #4–6 in the database ranking.

AUDIT RECORD
entity_nameJones Road Beauty
audit_idBR-006 — Sixth Brand Audit in IdeaLab Database
primary_domainjonesroadbeauty.com (Shopify)
entity_typeConsumer Brand — DTC Clean Beauty / No-Makeup Makeup
foundedOctober 26, 2020 · Montclair, New Jersey
founderBobbi Brown (former founder, Bobbi Brown Cosmetics) · TIME 100 Most Influential People 2025
leadershipCody Plofker (CEO) · Steven Plofker (co-investor) · 100% family-owned, no VC investors
revenue$20M (2021) → $100M (2023) → $160M (2024, Vogue/WWD confirmed)
valuationApproaching $1 billion (Cody Plofker, Financial Times, Sep 2024)
hero_productMiracle Balm — 30% of brand revenue; Allure Best in Beauty; 1M+ units sold annually
distributionjonesroadbeauty.com DTC + 12 company-owned retail stores (Montclair, Manhattan, Brooklyn, East Hampton, Palm Beach, Dallas, Austin, Chicago, Boston, Nashville) + Liberty London + Credo Beauty
recent_launchesBody care collection (Jan 2026) · Nashville store (Jan 2026) · Eyeshadow (Sep 2025) · Sunscreen (Jul 2025) · Memoir 'Still Bobbi' Simon & Schuster (Sep 2025)
digital_performance28,200+ backlinks · 2,100+ referring domains · 196% website traffic increase (2022, TikTok) · Email open rate 30–35% · 614K monthly organic visitors
blogCONFIRMED — jonesroadbeauty.com/blogs/beauty ✓
wikipediaNOT CONFIRMED — No dedicated Wikipedia article for Jones Road Beauty ✗ (CRITICAL GAP)
bobbi_wikipediaBobbi Brown Wikipedia article mentions Jones Road ✓ (but as footnote in founder bio)
audit_date2026-06-25
frameworkIdeaLab AI Visibility OS v1.1
composite_score76 / 100
gradeB — Citation Ready
db_position#11 in IdeaLab database · Sixth brand audited (BR-006)
D1_brand81 · B — clean beauty positioning, no-makeup makeup category, self-certification risk, no Org JSON-LD
D2_content71 · B — blog confirmed, 28K backlinks, Bobbi Explains tutorials · no Article JSON-LD or Product JSON-LD
D3_entity58 · C — CRITICAL · Lowest in database · No Wikipedia article despite Vogue/FT/WSJ/Allure/TIME 100 coverage
D4_citation84 · B — Vogue · Allure · WSJ · FT · WWD · Fast Company · Business Insider · TIME 100 · Simon & Schuster
D5_topical78 · B — clean beauty mature skin category leader · Miracle Balm query owner · self-cert counter-cluster
D6_freshness78 · B — body care Jan 2026 · memoir Sep 2025 · sunscreen Jul 2025 · TIME 100 2025 · no datePublished JSON-LD
D7_trust82 · B — TIME 100 + Allure Best in Beauty + Vogue + FT + Liberty London + Credo retail · no third-party clean cert
key_findingWikipedia-Sized Gap: Vogue, Allure, WSJ, FT, TIME 100 coverage — yet D3 58 (lowest in DB) because no Jones Road Wikipedia article
vs_feastablesJones Road (76) scores 11 pts above Feastables (65) — both founder-celebrity brands — because Bobbi Brown teaches ON-domain vs MrBeast teaches OFF-domain
top_actionFile Wikipedia article for Jones Road Beauty (GNG sources: Vogue, FT, WWD, Business Insider, Fast Company, Cosmetics Business) — 48 hours to file, ~7 composite points gained
projected_score83–87 / 100 · Grade A/B upper · after Wikipedia + Org JSON-LD + Article JSON-LD + Credo certification
audited_byIdeaLab.ai · J.L. Marcoux · AI Visibility OS v1.1 · June 25, 2026
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AI Visibility Score Breakdown

How This Score And Grade Are Calculated

Every IdeaLab audit uses the AI Visibility OS v1.1 — a seven-dimension framework that measures how discoverable, citable, and trustworthy an entity is to answer engines like ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini. Each dimension is scored 0–100, multiplied by its weight, and summed into a composite 0–100 score. The composite maps to a letter grade that describes AI-answer behavior for the entity's core queries.

D1 · BRAND CLARITY
WEIGHT ×1.0 · 10%

Consistent, unambiguous naming and positioning across owned surfaces. AI engines cite entities that resolve to a single canonical identity.

D2 · CONTENT DEPTH
WEIGHT ×2.0 · 20%

Long-form, first-hand, evidence-rich content on owned domains. Depth is the largest single driver of LLM citation frequency.

D3 · ENTITY RECOGNITION
WEIGHT ×1.5 · 15%

Presence in knowledge graphs — Wikipedia article, Wikidata QID, Google Knowledge Panel, sameAs coverage. Anchors the entity for AI retrieval.

D4 · STRUCTURED KNOWLEDGE
WEIGHT ×2.0 · 20%

Schema.org JSON-LD coverage: Organization, Person, Article, Product, aggregateRating, FAQPage, BreadcrumbList. Machine-readable = AI-citable.

D5 · MULTI-PLATFORM PRESENCE
WEIGHT ×1.5 · 15%

Verified accounts and consistent identity across YouTube, LinkedIn, X, Instagram, TikTok, GitHub, Substack, podcasts. Cross-surface coherence lifts AI confidence.

D6 · SOCIAL PROOF & CITATIONS
WEIGHT ×2.0 · 20%

Independent third-party citations: press, podcasts, academic references, high-authority backlinks, reviews. The corroboration layer AI engines weigh above self-claims.

D7 · AI DISCOVERABILITY
WEIGHT ×1.0 · 10%

AI-crawler posture: robots.txt policy for GPTBot / ClaudeBot / PerplexityBot / Google-Extended, llms.txt policy file, canonical URLs, sitemap freshness, dateModified hygiene.

COMPOSITE FORMULA
Score = (D1×0.10) + (D2×0.20) + (D3×0.15) + (D4×0.20) + (D5×0.15) + (D6×0.20) + (D7×0.10)

The two heaviest weights — D2 Content Depth and D4/D6 Structured Knowledge and Citations — reflect the empirical drivers of AI answer inclusion. D3 Entity Recognition acts as a ceiling: without Wikipedia and Wikidata anchoring, most audits cap at Grade B regardless of the other six dimensions.

GRADE SCALE
A · 85–100
Answer Authority — AI engines cite the entity by default
B · 70–84
Citation Ready / Strong — cited when prompted specifically
C · 60–69
Moderate / Legacy Mode — inconsistent AI visibility
D · 50–59
At Risk — rarely surfaced without exact-name prompts
F · <50
Invisible — no reliable citation surface for AI answers

The per-dimension scores and weighted contributions for this specific audit are shown in the scoring table above. The Top Gap and Top Action highlighted on this page correspond to the lowest-scoring high-weight dimensions — the fixes with the largest projected uplift to the composite score.

Score Methodology FAQ

Frequently Asked Questions About The AI Visibility Score

What is the AI Visibility Score?
The AI Visibility Score is a 0–100 composite metric produced by IdeaLab's AI Visibility OS v1.1 framework. It measures how discoverable, citable, and trustworthy an entity — a brand, creator, product, or expert — is to generative answer engines such as ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini. Higher scores correlate with more frequent and more confident AI citations for the entity's core queries.
How is the score calculated?
Each of the seven dimensions (D1–D7) is scored 0–100, multiplied by its weight, and summed. The formula is: Score = (D1 × 0.10) + (D2 × 0.20) + (D3 × 0.15) + (D4 × 0.20) + (D5 × 0.15) + (D6 × 0.20) + (D7 × 0.10). Content Depth (D2), Structured Knowledge (D4), and Social Proof & Citations (D6) carry the largest weights because they are the empirical drivers of AI citation behavior.
What do the letter grades A through F mean?
Grade A (85–100) is Answer Authority — AI engines cite the entity by default. Grade B (70–84) is Citation Ready — cited when prompted specifically. Grade C (60–69) is Moderate / Legacy Mode with inconsistent AI visibility. Grade D (50–59) is At Risk — rarely surfaced without exact-name prompts. Grade F (below 50) is Invisible — no reliable citation surface for AI answers.
Why does Entity Recognition (D3) act as a ceiling?
Without a Wikipedia article, a Wikidata QID, and consistent sameAs coverage across owned surfaces, AI engines cannot reliably resolve the entity to a single canonical identity. In practice this caps most audits at Grade B regardless of how strong the other six dimensions are, because the retrieval layer that grounds AI answers depends on knowledge-graph anchoring.
What is the difference between the Top Gap and the Top Action?
The Top Gap is the single lowest-scoring high-weight dimension for the audited entity — the diagnosis. The Top Action is the concrete, prioritized fix that addresses that gap and delivers the largest projected uplift to the composite score. Together they turn a static score into an execution roadmap.
How often is an AI Visibility Score refreshed?
IdeaLab audits are refreshed when the entity ships meaningful changes — a Wikipedia article goes live, new JSON-LD schema is deployed, an llms.txt is published, or major press citations land — and on a rolling quarterly cadence to capture drift in AI-crawler policy, knowledge-graph coverage, and citation surface.

Closest matches by category, keyword overlap, and AI Visibility Score — all scored on the same 7-dimension framework.

COMPANIES HOUSE VERIFIED
Gymshark 76/100 · B
A government-verified entity with real academic rigor, but no Q&A structure. Gymshark is the only subject in the database with an independently…
D4 CITATION 85 · A
HexClad 73/100 · B
Strongest citation network of any brand in the IdeaLab database (D4 · 85, Grade A). Gordon Ramsay equity partner, Studio Ramsay Global $100M…
#1 BRAND SCORE
Dr. Squatch 80/100 · B
Highest-scoring brand in the IdeaLab database. Unilever acquisition ($1.5B, June 2025) anchors D7 Trust Signals at 86 (A). Wikipedia confirmed. Blog…

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