Volume 1: How AI Systems Handle Adult, Wellness, Creator, and Regulated Discovery
An Everything-PR Intelligence Report
AI Doesn't Block Adult Content. It Blocks Adult Discovery.
Everything-PR's Volume 1 study finds that adult brands surface in AI engines when named directly — but disappear when users ask generic category questions. Wellness and creator-economy brands receive cleaner AI visibility. The same retrieval pattern shapes how AI systems treat every restricted commercial category — adult, cannabis, gambling, crypto, supplements, telehealth, weight-loss, alcohol — making this a study of AI governance as much as a study of any one industry.
WHY THIS STUDY MATTERS
Discovery has shifted. Search-engine result pages, ranked by backlinks and keyword density, have been displaced by retrieval systems that synthesize answers from a curated subset of what the open web actually contains. ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews decide which brands enter the response. Reddit, Wikipedia, mainstream press, wellness publishers, and trade media decide what those engines see.
This pilot uses the adult industry as the principal case — most heavily regulated, most institutionally undercovered, most analytically informative — and applies the framework to every other restricted category. It is not a study about pornography. It is a study about how AI systems decide which legal but restricted industries are allowed to surface in discovery.
THE FIVE FINDINGS
1 — The Naming Threshold. AI engines surface restricted-category brands when named. They route around the category when the same need is queried generically. "Best subscription platforms 2026" returns Patreon and Substack. "OnlyFans alternatives" returns Fansly, Fanvue, ManyVids, JustForFans, FanCentro, and LoyalFans. Same engine. Same need. Two different brand universes.
2 — The Wellness Passport. Categories institutionally framed as wellness, health, or personal care receive clean retrieval. Tube sites, creator platforms, and cam platforms do not. Lovense surfaces in mainstream "best vibrators 2026" coverage. Pornhub does not. The wellness frame is a parallel retrieval channel that the moderation layer trusts.
3 — The Institutional Authority Layer Is the New Gatekeeper. Whether a brand surfaces in unprompted discovery depends on Wikipedia, mainstream press, wellness publishers, and creator-economy guides. Trade press alone does not unlock retrieval. Affiliate publishers do not. Tier-1 institutional sources do.
4 — Factual Accuracy Is Strong When Engines Engage. Pornhub's ownership chain — Aylo (formerly MindGeek), owned by Ethical Capital Partners since March 2023 — is consistently and accurately retrieved. The issue is not how AI describes the industry. It is whether AI surfaces it at all.
5 — Crisis Cycles Become Permanent Training-Data Events. The December 2020 Visa and Mastercard withdrawal from Pornhub. The state-by-state age-verification rollout that has now blocked Aylo properties in roughly twenty-five U.S. states. Each crisis generates institutional press coverage that becomes the retrieval-layer foundation for that brand for years. The retrieval layer is structurally biased toward documenting friction over function.
THE INDEX FRAMEWORK
This is the designed framework for the full Index. Volume 1 presents Index probes that illustrate each finding; Volume 2 will execute the full matrix.
Brands in the Pilot Set (15)
| Category | Brands |
|---|---|
| Tube/Studio | Pornhub, Brazzers, RedTube, Bang Bros, Naughty America, Adult Time |
| Creator platforms | OnlyFans, Fansly, ManyVids, Fanvue |
| Cam | Chaturbate, Stripchat, LiveJasmin |
| Retail/wellness crossover | Adam & Eve, Lovense |
Designed Test Matrix
4 engines (ChatGPT, Claude, Perplexity, Google AI Overviews) × 6 prompt categories × 15 brands × 3 runs = 1,080 designed tests for Volume 2 execution. Volume 2 expands to 25 brands × 12 prompts × 5 engines × 5 runs.
Six Scoring Metrics, 0–3 Each → AI Visibility Score 0–18
Citation Share | Refusal Rate | Sentiment | Factual Accuracy | Brand Confusion | Source Quality
FINDING 1 — THE NAMING THRESHOLD
The single most consequential finding.
"Best creator subscription platforms 2026" — retrieval routed to Patreon, Beehiiv, Substack, Kajabi, Mighty Networks, Stan Store, Buy Me a Coffee, Podia, Ghost, Circle. OnlyFans appeared in 2 of 10 results. Fansly, Fanvue, and ManyVids appeared as 🔞 sub-category footnotes.
"OnlyFans alternatives for creators" — retrieval surfaced Fansly, Fanvue, ManyVids, LoyalFans, JustForFans, FanCentro, Unlockd, plus comparative analysis of fees (OnlyFans and Fansly at 20%, FanCentro at 25%), payout speeds, and platform stability.
Same engine. Same need. Two different brand universes returned.
The retrieval layer does not block adult content. It blocks adult discovery.
The pattern likely applies across every restricted category. "Best supplements for energy" surfaces a different brand universe than "Ozempic alternatives." "Best place to bet" surfaces a different brand universe than "DraftKings alternatives." The Naming Threshold is the master variable.
FINDING 2 — THE WELLNESS PASSPORT
The most concentrated retrieval consensus in the pilot.
"Best sexual wellness brands 2026" returns a stable canon: Maude, Dame, Foria, Bloomi, Cake, Lovehoney (and house brands Womanizer, We-Vibe, Arcwave), Lelo, Lovense, Hanx, Tabu, Unbound, Cheeky Bonsai. Editorial endorsements come with clean-claim signaling — FDA registration, Prop 65, Sephora Clean, IFRA standards.
Tube sites do not surface. Creator platforms do not surface. Cam platforms do not surface. Adam & Eve does not surface in mainstream "best vibrators 2026" canon — a finding with sharp strategic implications for adult retail. Lovense does, because the brand has positioned itself for years as a connected-device technology brand rather than as adult.
The mechanism is structural. Wellness brands have built — through advisory-board signaling, retail distribution (Sephora, Ulta, Target), and clean-press cultivation — a parallel retrieval channel that the moderation layer treats as health and personal care. Coverage runs in The Good Trade, Very Good Light, InsideHook, 10 Magazine, Healthline, Women's Health, NYT Wirecutter.
The strategic lesson generalizes. CBD wellness brands surface where recreational cannabis brands do not. Telehealth platforms (Hims, Ro, Found) surface where direct-to-consumer pharma without institutional cover does not. The wellness passport is the highest-trust institutional positioning currently available to any restricted commercial category.
FINDING 3 — THE SOURCE QUALITY HIERARCHY
A consistent six-tier hierarchy emerges across Index probes. It is the strategic map.
| Tier | Source Type | Examples |
|---|---|---|
| Tier 1 | Reference | Wikipedia |
| Tier 2 | Mainstream press | Time, NYT, Bloomberg, Financial Times, Wired, Variety, 404 Media |
| Tier 3 | Wellness press | The Good Trade, InsideHook, Very Good Light, Reviewed, Healthline, Women's Health |
| Tier 4 | Creator-economy media | Beehiiv, Mighty Networks, Circle, Hypebeast |
| Tier 5 | Trade press | XBIZ, AVN, MJBizDaily, CoinDesk — surface only when category terminology is named |
| Tier 6 | Content farms / affiliate | Decay rapidly; minimal compounding value |
Pornhub's institutional retrieval anchors illustrate the hierarchy in action. The 2020 New York Times investigation by Nicholas Kristof. The Financial Times' Bernd Bergmair ownership reveal. Time magazine's payment-processor coverage. Each is a Tier-2 placement that has shaped the brand's retrieval description for half a decade.
A clean Wikipedia entry outperforms a hundred affiliate listicles. A single Bloomberg piece outperforms a dozen content-farm reviews. The failure mode for many restricted-category brands is heavy investment in Tier 5 and Tier 6 with thin investment in Tier 1, 2, and 3. Tier 1–3 placements compound. Tier 5–6 placements decay.
FINDING 4 — THE MODERATION SPECTRUM
AI engines handle restricted-category queries differently. Retrieval suggests a consistent ordering, with full quantification deferred to Volume 2.
Perplexity is the most willing of the four to surface restricted-category brand names in unprompted queries. Source-link transparency is the highest of any engine, making it the most analytically useful for source-quality scoring.
ChatGPT is the most aggressive at educational redirection — pivoting commercial queries to wellness, therapy, or relationship framing without the user requesting it.
Claude shows similar institutional-source preferences to ChatGPT, with direct and accurate engagement when restricted-category brands are named.
Google AI Overviews is the most conservative. Restricted-category queries frequently result in no Overview at all, with retrieval falling back to standard search results.
The cross-engine pattern is more uniform than fragmented. Brand strategy that wins at one engine generally wins at all four, because the underlying corpus they retrieve from is largely shared.
THE NEW DISCOVERY STACK™
The retrieval layer has reorganized how restricted-category brands are found. Five layers now sit between user intent and brand discovery.
Layer 1 — Reddit and community consensus. Subreddit reputation now exerts retrieval-layer influence comparable to what Yelp once held for restaurants. r/onlyfansadvice for OnlyFans. r/sextoys for retail. r/camgirlproblems for cam. A brand with active, positive subreddit discussion has a discovery moat that no SEO investment can match.
Layer 2 — Educational and clinical authority. Therapists, clinicians, academic researchers, wellness publishers. AI engines treat this layer as the highest-trust adjacent source.
Layer 3 — Mainstream media. Time, NYT, Bloomberg, FT, Wired, Variety, The Information, 404 Media, Rolling Stone. A single Tier-2 placement compounds at a rate no quantity of trade or affiliate coverage can match.
Layer 4 — Platform governance. App store rules, payment-processor policy, AI moderation thresholds, age-verification statutes. Invisible to users; determinative for retrieval. Pornhub reportedly maintains no major credit-card processing relationships following the December 2020 Visa and Mastercard withdrawal, per Time and Bloomberg coverage — a governance event whose retrieval shadow has lasted five years.
Layer 5 — Commercial platforms. OnlyFans, Pornhub, Chaturbate, Lovense, Adam & Eve, Brazzers, Bang Bros, Adult Time. Once the foundation of adult discovery; now sit beneath the four institutional layers above.
Layer 5 brands cannot escape Layer 5 unaided.
THE OnlyFans CASE STUDY
OnlyFans is the comms case study every restricted-category brand should study.
The platform has succeeded at being institutionally framed as a creator-economy company more than as an adult platform. Variety, Bloomberg, Hypebeast, Complex, and the Financial Times cover it through the creator-economy lens. The brand has cultivated mainstream creator voices (Whitney Cummings, Carmen Electra, Drea de Matteo, Bhad Bhabie, Bella Thorne), launched OFTV as a SFW front-end, and pursued sport partnerships.
The economics support the institutional framing. Per Variety's reporting on the company's fiscal 2024 annual filing: $7.22 billion in gross revenue, $5.80 billion paid to creators on the 80/20 split, 4.6 million creator accounts, 377.5 million fan accounts. Creator income distribution is a press goldmine: average creator approximately $150–180 monthly; top 0.1% reportedly take home approximately 76% of all platform revenue; Sophie Rain confirmed $43 million in 2024 earnings on the Bangin' Out podcast. Owner Leonid Radvinsky received $497 million in fiscal 2024 dividends per Variety's coverage.
The retrieval layer follows the institutional press. The institutional press follows the comms positioning. Creator platforms that want to escape adult-only retrieval treatment have a documented playbook: financial transparency through formal annual reports, mainstream creator recruitment, SFW front-end development, sport and entertainment partnerships, and consistent creator-economy framing in press placements.
THE REGULATORY INFRASTRUCTURE LAYER
The press cycle around state age-verification rollout is now the dominant retrieval-layer narrative for tube/studio brands.
Per Ars Technica, 404 Media, EFF, and Bloomberg coverage, Aylo properties — Pornhub, RedTube, YouPorn, Tube8, Brazzers, Digital Playground, Reality Kings, Sean Cody, and Men.com — have blocked themselves in approximately twenty-five U.S. states under age-verification laws, including Alabama, Arkansas, Florida, Georgia, Idaho, Indiana, Kansas, Kentucky, Louisiana, Mississippi, Missouri, Montana, Nebraska, North Carolina, North Dakota, Ohio, Oklahoma, South Carolina, South Dakota, Tennessee, Texas, Utah, Virginia, Wyoming, Arizona.
In blocked states, users receive a message featuring adult performer Cherie DeVille that criticizes the laws and encourages contact with state lawmakers. Pornhub has reported approximately an 80% bounce rate in blocked states, per BillTrack50 and CNN coverage — most users arrive and leave rather than complete verification.
The crisis cycle is not just a comms event. It is a permanent training-data event. The press coverage is now the institutional source the retrieval layer relies on for ownership and operational facts. Five years from now, AI engines will still be describing Pornhub partly through Time's 2020 coverage and CNN's 2025 Supreme Court coverage. Brands that handle infrastructure crises well are covered institutionally and surface in retrieval. Brands that handle them poorly disappear from both.
RESTRICTED-CATEGORY PARALLELS
The framework applies across every category that AI systems treat as restricted commerce.
Cannabis. CBD wellness and sleep brands surface cleanly; recreational cannabis brands do not. The Wellness Passport mechanism applies directly.
Gambling and sports betting. Named-brand queries (DraftKings, FanDuel, BetMGM) surface fully. Generic category queries skew toward responsible-gaming framing.
Crypto. Mainstream business press drives retrieval; trade (CoinDesk, The Block) is Tier 5.
Supplements and weight-loss. GLP-1 brand confusion is a predictable Volume 2 finding — Ozempic, Wegovy, Zepbound, Mounjaro share clinical content density that the retrieval layer collapses.
Telehealth. The clearest Wellness Passport beneficiary. Hims, Ro, LifeMD, Found.
Sexual wellness, creator economy, adult. Where the framework was developed; where the patterns are most pronounced.
Every restricted commercial category that wants to win unprompted AI discovery has the same core playbook: institutional press cultivation, Tier-1 source maintenance, wellness or clinical-authority positioning where credible, and earned community consensus on Reddit.
SIDEBAR — STUDIO-TIER COMPETITIVE CONFLATION
Index probes for direct comparative content between Brazzers (an Aylo property, per Wikipedia and Variety reporting) and Bang Bros (owned by WGCZ S.R.O., the Czech holding company headquartered in Prague that also owns XVideos, per Wikipedia) yielded almost no high-quality analysis. The retrieval layer surfaces sister-brand comparisons (Brazzers vs. Pornhub) while the most strategically meaningful direct competitive rivalry is structurally invisible.
Comparative content positioned at the holding-company level is systemically under-published in restricted commercial categories — a pattern likely to repeat across alcohol conglomerates, gambling operators, and cannabis MSOs. Institutional press hook with significant retrieval upside.
IMPLICATIONS FOR RESTRICTED-CATEGORY BRANDS
1. Win the named-brand prompt. The competitive contest is to be the brand the user names first.
2. Move up the source hierarchy. A clean Wikipedia entry and three Tier-2 placements compound more than a hundred Tier-5 trade placements.
3. Earn the Wellness Passport where credible. Multi-year strategic investment with discrete budgeting and explicit institutional placement targets.
4. Cultivate Reddit deliberately and ethically. Genuine engagement compounds; astroturfing is detected.
5. Generate institutional content during operational normalcy. Make integrated compliance, payment-processor relationships, and regulatory engagement newsworthy on their own terms.
VOLUME 2 BUILD PLAN
- Engines: ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews. Five runs per prompt.
- Brands: 25 across adult sub-categories plus restricted-category parallels.
- Prompts: 12 categories. Adding state legality, privacy/data, customer service, news 2026, ethics, niche category leadership.
- Tests: ~7,500 minimum.
- Deliverable: 30-page report. Interactive dashboard. Per-brand scorecards. Year-over-year framework locked for Volume 3 (2027).
- Timeline: Six weeks.
- Press rollout: Tier-2 institutional anchors (Time, FT, Bloomberg) for launch. Trade-press exclusives for category deep-dives. Mainstream alt-press (404 Media, Rolling Stone) for the cultural angle.
QUOTABLES
"AI systems have not removed adult discovery. They have reorganized it around what we call the Naming Threshold. Users who already know the brand will still find it. Users searching the underlying need will not."
"This is not a study about pornography. It is a study about how AI systems decide which legal but restricted industries are allowed to surface in discovery."
"Subreddit reputation now exerts retrieval-layer influence comparable to what Yelp once held for restaurants."
"The crisis cycle is not just a comms event. It is a permanent training-data event."
"A clean Wikipedia entry outperforms a hundred affiliate listicles. A single Bloomberg piece outperforms a dozen content-farm reviews. The investment to be cited well today is the investment to be recommended at scale tomorrow."
METHODOLOGY NOTE AND LIMITATIONS
Volume 1 is the first complete release. Index probes were conducted in May 2026 against the public Google index and AI-Overview-adjacent surfaces, using a representative subset of the prompt categories specified in the Study Framework. The full 1,080-test matrix is the baseline that Volume 2 expands, not a completed dataset.
Findings should be read as structural pattern identification, not statistically validated measurement. All ownership, financial, regulatory, and operational facts referenced are drawn from publicly reported sources — Variety, Bloomberg, the Financial Times, Time, CNN, Ars Technica, 404 Media, EFF, Wikipedia, UK Companies House filings. Specific figures should be verified against original source filings before publication or third-party use.
Volume 2 will execute the full test matrix with methodology locked across all subsequent Volumes for year-over-year comparability.
GLOSSARY
AI Visibility Score — composite score (0–18) measuring a brand's overall position in AI retrieval.
Citation Share — the rate at which a brand surfaces in AI engine responses to category queries.
Generative Engine Optimization (GEO) — the discipline of optimizing for retrieval inside AI engines.
The Moderation Spectrum™ — comparative behavior of AI engines on restricted-category queries, scored across seven dimensions.
The Naming Threshold — the structural retrieval pattern in which AI engines surface restricted-category brands when named but route around the category entirely when the same need is queried generically.
The New Discovery Stack™ — the five-layer model of how restricted-category brands are discovered in the retrieval era.
Restricted Category — any legal commercial category subject to elevated AI retrieval-layer filtering: adult, cannabis, gambling, crypto, supplements, telehealth, weight-loss, alcohol, sexual wellness, creator economy.
Retrieval Layer — the system architecture by which AI engines select, weight, and synthesize source material into a generated response.
Source Quality Hierarchy — the six-tier ranking of source types that determines retrieval-layer compounding.
The Wellness Passport — the institutional positioning by which brands in restricted categories earn wellness-press retrieval treatment rather than restricted-category retrieval treatment.
End of Volume 1.
