In brief
The question. Can mass attention become a commercial asset when most viewers will never become customers? Does cheaper AI-assisted content make earning attention a larger advantage?
What we did. We screened 18 businesses, nine Philippine and nine international, and read filings, platform pages, press and research at the source. Seven cases survived.
- The first proposition is partially supported. The mechanism has research behind it, and one strong but company-reported case, SERHANT. Nothing we found isolates the content as the cause.
- The Philippine evidence stops at attention. Gentry Timepieces’ founders have 1.7 million and 914 thousand TikTok followers. We found no published data linking that audience to buyers, sellers or revenue.
- Attention can run ahead of the business. Cluely and BuzzFeed show audience size and revenue separating.
- The AI proposition is not yet established. It is a reasonable theory with supply-side data and no direct test.
The useful frame. Attention is an input. The asset is recognition held by the people who influence a purchase, owned by the firm, and connected to a path that converts. Each link can be measured separately.
The paradox
A watch dealer in Metro Manila posts a video of his team furnishing a new store lounge. It has 1.8 million plays.E02 A New York broker films a walk through a $188 million Bel Air mansion. It has 19.7 million views.E05 By simple arithmetic, almost every viewer of the second video is not a buyer. For the first we cannot say, because neither business has published who watches. That gap, between the size of an audience and what is known about it, runs through everything below.
We tested a hypothesis that has become common in business conversation: companies that sell expensive or exclusive products can build an advantage by making content for audiences far larger than their buyer market. The viewers do not purchase, but their attention may produce familiarity, authority, referrals and access to the people who do. A second question followed. If AI makes content cheap, does the ability to earn attention become the scarcer capability? We treated both as hypotheses. This Insight sets out what held up.
How we label claims
Verified means we read it at the primary source, a filing, a platform page or the publication itself. Reported means a company, founder or agency said it and no independent party audited it. Interpretation and hypothesis are ours. Evidence tags such as E01 link to the source list at the end.
What we observed
Gentry Timepieces, Philippines
Gentry sells pre-owned luxury watches. Its founders are Hayb Anzures, known online as Pareng Hayb, and Gerald Layug, known as Pareng G. It grew from a shop at Shoppesville to a store at Ore Central Tower in Bonifacio Global City, according to an unbylined BusinessMirror BMPlus feature of May 2025 that reads as promotional.E04 It gives no figures for revenue, sales or customers.
The attention is substantial and verifiable. On 9 October 2026, Hayb’s TikTok account had 1.7 million followers and 43.9 million likes. Layug’s had 914,100 followers. The company’s own account, @gentry_ph, had 103,300.E01E03 The people are followed far more than the firm, and the same feature’s photo caption names two more personalities, Chollo Pantera (Pareng Chollo) and Patrick 69.E04
The content is not product catalogue. Three widely watched videos we examined show a store being planned, an expansion being announced, and a purchase being negotiated.
What the video shows. The 6:47 video follows the planning of Gentry’s new lounge. In the captions, Hayb visits a furniture showroom to choose seating for VIP guests, asks a companion for a second opinion, and heads on to a site visit. It is a working day on camera: a business spending money and deciding. Why it matters. Nothing here sells a watch. It builds familiarity with a person and a company. We read it as an attention asset and treat the commercial link as a hypothesis.
What the video shows. The transaction is the content. In the auto-generated English captions, Gentry’s team and a counterparty counter each other on price for a specific watch reference, then settle payment by bank deposit and a deed of sale. Hayb’s caption calls it the first “buying” at the store.E02 The captions are machine-generated, so we describe the shape of the exchange and not the figures. Why it matters. We read “buying” as Gentry purchasing from a seller. If so, the video speaks in part to people who own watches: a would-be seller can see how this firm prices, argues and pays before deciding to call. That is our interpretation. Gentry has not said where its inventory or customers come from.
What we can and cannot say. Verified at capture: the audience size and the content type. Reported, by a promotional feature and Gentry’s own videos: the store expansion. Not available: who the audience is, how many viewers have transacted with Gentry, and how customers or sellers first heard of it. The pattern is consistent with the hypothesis and does not test it. The gap between the founders’ accounts and the brand account raises a separate question, whether the recognition belongs to the company or to two people.
SERHANT., United States
Ryan Serhant launched the SERHANT. brokerage in September 2020. Before that he led what the company describes as the top-ranked residential sales team in New York for more than a decade,E10 and he starred in Bravo’s Million Dollar Listing New York.E09 RealTrends lists the firm at $7.13 billion in 2025 sales volume across 5,794 transaction sides and 1,738 agents, under its “verified performance” label.E07 The firm raised $45 million in December 2024.E08
What the video shows. A 2019 tour of a Colorado property listed at $280 million and owned, according to the video’s description, by the founder of the Discovery Channel. The same description carries links to Serhant’s sales course and his book.E31 Why it matters. Almost no viewer is a buyer of a home at that price, and the attention has more than one route to money: listings, but also the course and book promoted in the video’s description. The most-viewed video we found on the channel, a 2018 tour of a $188 million Bel Air mansion with 19.7 million views, is embedded below.E05 The videos predate the brokerage by about two years and about one year respectively. The attention was built under a different firm and carried into a new one. In our reading, this kind of audience attaches to a person and can travel with them.
The company’s account of what the attention does is specific. Serhant told Fortune his customer acquisition cost is “near zero”, and Fortune describes his social media, television and sales as working as a flywheel.E08 A profile by Polina Pompliano, republished by ResiClub, reports that agent inquiries quadrupled after the Netflix series Owning Manhattan premiered, and that a Chelsea townhouse sold after a buyer’s teenage daughter found it in one of his YouTube videos.E09 The firm’s 2025 annual letter says it is the most-followed real estate brokerage, with 9.3 million followers across platforms, and that it received 467 inquiries from agents on the day the Compass and Anywhere deal was announced.E06
These are the strongest results we found, and all are reported by the company or by a profile that relies on it. The sales volume is verified. The acquisition cost, the inquiry counts and the causal story are not, and revenue is undisclosed. The case is also confounded: Serhant had a decade of top-team production and a television career before the brokerage opened, the firm has since raised outside capital, and Fortune names LinkedIn, not entertainment video, as the number one lead generator.E08 The channel mix matters, and the public record does not show it.
Three ways attention could reach a buyer
Figure 1 separates what we observed from what we are inferring. After recognition, we found three routes that the evidence makes plausible. None is established.
H1: Referral. People who will never buy can still decide who does. In the United States, the National Association of Realtors’ 2025 profile of buyers and sellers, as summarised by Virginia Realtors, found that 66% of sellers found their agent through a referral or used an agent they had used before, and that 43% of buyers used an agent they found by referral.E28 This is US housing data, not luxury and not the Philippines, but it shows that recommendation from outside the transaction is a normal route to an agent. Volvo Trucks’ agency says the same of a very different buyer. Truck purchasers are fleet managers, drivers, procurement and finance staff, and they ask a wide network, including colleagues, workshop contacts and family, for advice.E12
What the video shows. Jean-Claude Van Damme performs a split between two reversing trucks, a 2013 live test staged, according to Volvo’s description, to demonstrate the precision and directional stability of Volvo Dynamic Steering.E13 Why it matters. It has 128 million views, and most of the viewers are not commercial-truck buyers. The agency, Forsman & Bodenfors, reports that half of the viewers of its Live Test Series were more interested in buying a Volvo truck afterwards, that two-thirds of those visited the website or contacted a dealer, and that market share rose three percentage points despite a price increase.E12 These are the agency’s own figures and the page does not give the method. Two measure stated interest and action; the market-share figure is not tied to the campaign by any method shown. They are still the clearest example we found of mass-market content designed for a specialist buyer and its influence network.
H2: Credibility with sellers, partners and talent. For a brokerage, listings and agents can matter as much as buyers. SERHANT.’s 467 agent inquiries in a day fit this reading.E06 Gentry’s negotiation video may speak in part to people who own watches, which is our reading. In both cases the audience that matters could be a supplier or a partner rather than a customer.
H3: Attention as a sellable asset. Ferrari shipped 13,640 cars in 2025. Its “sponsorship, commercial and brand” revenue was €820 million, up 22%, about 11.5% of €7,146 million in net revenues.E11 In our reading, Ferrari’s fame comes from racing and the brand, not from content. Ferrari attributes the growth mainly to sponsorships and lifestyle activities, and to higher Formula 1 commercial revenues. In our reading, that is a very large non-buyer audience becoming revenue directly, because third parties pay for access to it.
What the research supports
The marketing research does not test our question directly, and we found nothing that does. It does supply mechanisms.
Most buyers are not buying today. John Dawes of the Ehrenberg-Bass Institute argues that up to 95% of business buyers are out of the market for a given product at any time, so advertising mostly reaches people who will not buy soon. It works, he says, by building memory links to the brand that activate when they do.E20 Dawes writes that the figure “is not meant to be a precise rule,” and his arithmetic gives about 5% in a quarter and 20% over a year. A Forrester analyst estimates that about 16% of buyers in marketing-technology categories are in the market in a year, and suggests vendors assume 15 to 30%.E21 The direction survives. The exact number depends on category and time window. For our question the important consequence is that the people a business can reach at the right moment are a minority of the people it will eventually need to be remembered by.
Salience depends on cues. Byron Sharp defines brand salience as the propensity of a brand to be noticed or come to mind in buying situations, and notes that different cues trigger it differently.E22 That is a warning for entertainment. Being remembered for interesting videos is not the same as being retrieved when someone has a watch to sell.
Awareness and desirability in luxury. Jean-Noël Kapferer and Pierre Valette-Florence surveyed 3,200 luxury consumers about 60 brands in six countries. Higher market penetration lowered a brand’s desirability, while higher awareness consistently raised it.E23 This is the closest academic support for the hypothesis we tested: in luxury, being known by many appears to help, being owned by many appears to hurt. It measures stated desirability among luxury consumers, not behaviour among a mass audience of non-buyers.
Brand building and short-term activation. Binet and Field’s analysis of IPA cases is the standard reference for a roughly 60:40 split between brand building and activation. An IPA commentary notes the later 62:38 update, that it predates the pandemic, and that effectiveness means large effects reported in IPA cases, not a random sample of firms (our gloss).E24
What this adds up to. The research supports the idea that being known before being needed has commercial value. It does not show that mass-market entertainment is an efficient way to be known, nor that it beats targeted alternatives. Figure 3 sets out where the two approaches differ, and what remains unmeasured.
| Mass reach | Targeted reach | |
|---|---|---|
| Potential advantage | Builds memory of the brand before buyers are in the market (E20, E22). Reaches referrers, sellers, press and talent as well as buyers. Awareness raises luxury desirability (E23). | Spends on identifiable buyers. Contacts, replies and conversions can be traced one by one. Fits small, nameable buyer sets. Hypothesis: not tested here. |
| Cost or limit | Most viewers are not buyers and their share is unmeasured (constraint C03). Fame can attach to a person, not the firm: Gentry’s personal accounts have 1.7M and 914K followers against 103K for the brand (E01, E03). Platform-dependent. | Reaches the minority in the market now. Dawes: about 5% a quarter, a heuristic (E20); a Forrester analyst: about 16% a year, assume 15 to 30% in martech (E21). The rest must still remember a brand later. |
| Evidence in this Insight | Strongest: SERHANT. and Volvo Trucks, company or agency reported. Philippines: no attributable commercial data found. Counter-cases: Cluely, BuzzFeed. | No case studied here. Included as the alternative that mass reach has to beat on cost and certainty. |
What AI changes, and what we cannot yet say
The supply side is measurable. Graphite, which publishes SEO research, sampled English-language web articles and estimated that AI-written articles overtook human-written ones in new publication in November 2024, with the share roughly level since May 2024.E25 Detection is imperfect, and Graphite’s later update puts the figure about three points lower on average. Its more useful caveat is that AI-written articles largely did not surface in Google or ChatGPT, and that it did not test whether people read them. Producing content has become cheap. We found no evidence that being seen has become easier.
That is the logic of the oldest version of the argument. Herbert Simon wrote in 1971 that a wealth of information creates a poverty of attention.E26 If competent content approaches free, what stays scarce is an audience, trust and access to the people who decide. In our reading, a founder with an existing audience can distribute at near-zero marginal cost, while a new entrant has to earn one first.
We stop short of the next step. We found no study that tests whether distribution becomes a larger share of competitive advantage as content costs fall. The argument is a reasonable theory. The loudest proponent we found has an interest in it: Cluely’s chief executive told TechCrunch Disrupt that founders outside deep technology should focus hard on distribution.E16 His company is the subject of the next section.
Duolingo is the cleanest example of reach with a free product. Its second-quarter 2026 letter reports 12.7 million paid subscribers and 140.6 million monthly active users, about 9% paying by our arithmetic. It says its social accounts exceed one billion organic impressions a quarter and that the vast majority of user growth is organic, though it also reports progress in performance marketing.E17 Its February 2025 video announcing the death of its owl mascot has 3.3 million views.E30 The company does not say how much revenue follows from the attention. It shows that a very large audience and a paying minority can coexist in one business model.
What the video shows. Luis von Ahn, Duolingo’s co-founder and CEO, addresses the camera in the opening seconds of what the channel titles a message from its CEO, in a mock-solemn announcement of the owl mascot’s death. The description reads “In lieu of flowers, do a lesson today in his memory.”E30 Why it matters. The viewer is invited to take the product’s core action, a lesson, inside the joke. That is the difference between attention and a path.
Where the argument breaks
Cluely: attention outran proof
Cluely launched in April 2025E16 under a “cheat on everything” tagline and became, in TechCrunch’s words, a Silicon Valley sensation. It is backed by Andreessen Horowitz, Abstract Ventures and Susa Ventures.E14 In July 2025 its chief executive, Roy Lee, told TechCrunch that annual recurring revenue had reached about $7 million, a week after launching an enterprise product.E14 In March 2026 he retracted it, calling it “the only blatantly dishonest thing” he had said publicly online. He posted Stripe figures for June 2025 showing consumer ARR of $2.7 million and enterprise ARR of $2.5 million. TechCrunch reported that the interview had been arranged by the company’s own PR representative, and that Cluely has since rebranded as an AI meeting note-taker.E15
What the video shows. Lee speaking at TechCrunch Disrupt 2025 on why founders should think harder about going viral.E16 Why it matters. It is the founder’s own account of the strategy, filmed about four months before the retraction.
What can be said: Cluely raised venture capital and, by Lee’s own screenshots, had some revenue. What cannot: that attention produced either, or that the revenue is durable. The company changed products, the headline number was false, and no independent party has audited either figure. The launch video itself, “Cluely (Cheating Tool for Literally Everything),” has 189,682 views on the company’s YouTube channel.E16 The campaign’s reach on X and other platforms is not something we could verify. In our reading, the attention became a liability: once it existed, the numbers attached to it had to be defended.
BuzzFeed: audience is not the same as value
BuzzFeed’s 2025 annual report says audiences spent more than 276 million hours with its content. It also reports a net loss from continuing operations of $57.3 million, $8.5 million in cash and “substantial doubt” about its ability to continue as a going concern. Revenue fell about 2%. It depends on referrals from Apple News, Google, Facebook and YouTube, and one customer, Amazon, accounts for the vast majority of its affiliate commerce revenue.E19 BuzzFeed sells attention itself, so it is not a clean test of non-buyer attention. It is a clean test of the claim that audience size is value. The company reports the hours. The margin did not follow.
| Case | Audience size | Recognition | Trust | Qualified demand | Commercial performance |
|---|---|---|---|---|---|
| Gentry Timepieces (PH) | Verified: 1.7M, 914K and 103K followers across three accounts | Not measured | Not measured | Not published | No revenue figure; BGC store reported (promotional feature, company-aligned) |
| SERHANT. (US) | Reported: 9.3M followers. Verified: 19.7M views on one 2018 video | Reported: most-followed brokerage. Recall not measured | No firm-specific data | Reported: agent inquiries quadrupled; 467 on one day | Verified: $7.13B volume, 5,794 sides (RealTrends). Reported: CAC near zero |
| Volvo Trucks | Verified: 128.3M YouTube views | No primary data retrieved | Not measured | Agency: half of viewers more interested; two-thirds of those acted | Agency: market share +3 points |
| Cluely | Verified: 189.7K views on launch video; wider reach unverified | Not measured | Verified: CEO retracted $7M ARR claim | Not published | Reported: ARR $2.7M consumer, $2.5M enterprise (June 2025) |
| BuzzFeed (US) | Reported: 276M hours consumed, 2025 | Reported: millions of monthly viewers | Not measured | Not applicable | Verified: net loss $57.3M; going-concern doubt |
Five reasons to distrust the pattern
Survivorship. We found these businesses because they are visible. Firms that made similar content and gained no traction are not in the data, and we have no way to count them.
Starting position. Serhant had a ranked sales team and a television career. Ferrari has decades of racing history. Cluely was backed by major venture investors. Attention did not start from zero where results are strong, and capital, product quality and network are confounders we cannot remove.
Person versus institution. Gentry’s personal accounts have about 16 and nine times the followers of the brand account. Harley Miller of Left Lane Capital, an investor in SERHANT., told Polina Pompliano that losing Serhant would be “a major blow”, and she frames the dependence as key-man risk.E09 When recognition belongs to a founder, the firm is exposed to the founder’s circumstances, and the asset can be harder to sell, hand over or scale.
Positioning. Some practitioners think entertainment cheapens the trade. Leonard Steinberg, a former Compass president, told Pompliano that real estate reality TV “trivializes what agents do.”E09 That is an opinion about premium positioning, and nothing we reviewed tests it either way.
Platform dependence. BuzzFeed’s filing names the platforms it relies on for referrals.E19 An audience built on someone else’s distribution depends on that platform’s rules.
Two questions we could not answer. First, whether a small, relevant audience beats a large one. The research says most buyers are out of the market at any time, which argues for breadth. For a business with a few dozen identifiable buyers, direct contact may be cheaper and more certain, but that is our hypothesis, not a finding. Second, what happens when attention exceeds capacity to deliver. We found no documented case in this review and do not rely on one.
The Philippine evidence gap
We screened nine Philippine candidates: pre-owned luxury watches, a TikTok lawyer, dermatology and aesthetic clinics, a physician with a large online following, real-estate brokers on YouTube, and small sellers on TikTok Shop. We looked for a case where a business’s mass content could be linked to its buyers, sellers or revenue by anything more than inference.
We did not find one. Tony Roman III, a lawyer licensed in the Philippines and New York, had over one million TikTok followers by July 2021, with 40 million cumulative TikTok views and 8 million on Facebook. Manila Standard reports it as advocacy and says nothing about clients.E27 Rappler’s August 2026 report on TikTok Shop sellers, such as Naturefood, which says its sales rose 300%, concerns small sellers who sell on the platform where their audience watches, which is a different mechanism.E29 Other candidates had large audiences but only aggregator figures, or sources we could not read; the dossier lists them.
This is a finding in its own right. In this market the audience is easy to see and the commercial outcome is not published. Gentry may well be converting attention into commerce. Nothing publicly available lets anyone, including Gentry’s competitors, verify it.
What follows for a business
Figure 2 suggests a vocabulary. Audience size, recognition, trust, qualified demand and revenue are different things, and a business that tracks only the first is measuring the part that is easiest to see. We would separate six questions.
- Audience acquisition. How many people see the content, and on whose platform?
- Recognition. Do the people who influence a purchase know the firm, and does the memory attach to the firm or to a person?
- Commercial authority. Does the content demonstrate the capability buyers pay for, such as pricing, verification, delivery or judgment, or only entertain?
- Demand generation. How do buyers, sellers and partners say they first heard of the business?
- Demand conversion. Is there a path, with an owner and capacity, that turns an inquiry into a transaction?
- Business economics. Does the margin on what converts cover the cost of making the content?
The cheapest test of whether attention is working is the one most businesses skip: ask every new buyer, seller and partner how they first heard of you, record the answer, and track its share over time. Self-reported attribution is imperfect. It is better than none, and none of the cases we studied publishes it.
AP3’s position
The first proposition, that mass attention can become a commercially valuable asset even when most viewers never become customers, is partially supported. Marketing research gives a credible mechanism: most buyers are not buying today, and awareness appears to raise desirability among luxury consumers. One strong case, SERHANT., is consistent with it. What is missing is isolation. No source we found separates the effect of the content from the effects of prior reputation, capital, product quality and sales execution, and the Philippine case, which prompted the question, has no published outcome at all.
The second proposition, that AI raises the relative value of earning and distributing attention, is not yet established. Content supply is rising. Whether that moves competitive advantage toward distribution is an open empirical question.
We would put the finding this way. Attention is not the asset. The asset is recognition held by the people who influence a purchase, owned by the firm rather than a person, and connected to a path that converts and a business that can serve what arrives. Each of those conditions can be examined, and none of the businesses we studied has published evidence on them.
That is how we work on revenue systems: map the path from activity to payment, mark which links are observed and which are assumed, and find the one that is limiting. Here it is the link in the middle of Figure 1. Until it is measured, the case for mass attention remains plausible and unproven. It can be a defensible bet for a business that runs it as a test. On this evidence it is not a plan.
What would change our view. A Philippine business that publishes attributable inquiry or sales data by source. Independent, audited data from SERHANT. on how listings and recruits first reach it. Research comparing content aimed at non-buyers with targeted alternatives on cost per transaction.
Method and limits
We screened 18 businesses, nine in the Philippines and nine elsewhere, and kept the cases where the evidence could be read at the source. Platform figures, such as followers, plays and views, were captured on 9 October 2026 and change daily. Several sources, including the Philippine Statistics Authority, Inman, Bloomberg and Asia Tatler, could not be read directly, so we did not use them. We did not have access to buyer demographics for any business. Quoted words are short and verbatim from the cited page. Where we describe a video, the description comes from the video’s own caption, description or auto-generated transcript, and we do not claim engagement caused sales. Videos are embedded with each platform’s official player on request. We neither downloaded nor re-hosted any third-party video.
Sources
Evidence tags in the text resolve here. “Primary” means we read the original page or filing.
- E01 TikTok profile, @parenghayb (Pareng Hayb) · TikTok · captured 2026-10-09. Source ↗ Platform data (primary). 1.7M followers, 43.9M likes. Counts change daily.
- E02 Three Gentry videos: 7454166364937293064 (2024-12-30), 7500904598031387912 (2025-05-05), 7560612353386106130 (2025-10-13) · TikTok · captured 2026-10-09. Source ↗ Platform data and auto-generated captions (primary). Plays: 1.8M, 1.9M, 683.1K. Other two: tiktok.com/@parenghayb/video/7454166364937293064 and /7500904598031387912. Caption transcripts are machine-generated and imperfect.
- E03 TikTok profiles, @pareng.g and @gentry_ph · TikTok · captured 2026-10-09. Source ↗ Platform data (primary). 914.1K and 103.3K followers. @pareng.g: https://www.tiktok.com/@pareng.g
- E04 “GENTRY TIMEPIECES | A luxury watch destination takes root in BGC” · BusinessMirror (BMPlus section, unbylined) · 2025-05-12. Source ↗ Press feature, promotional in tone; no sponsorship label found. Used only for founders, location and the BGC store. Gives no revenue, sales or customer figures. Blocks scripted fetches; read in a browser.
- E05 “Touring A Massive $188 Million California Mega Mansion | Ryan Serhant Vlog #038” · YouTube, Ryan Serhant · 2018-10-17; 19,749,412 views on 2026-10-09. Source ↗ Platform data (primary). View counts change daily.
- E06 SERHANT. Annual Letter 2025 · SERHANT. · 2025. Source ↗ Company disclosure (self-reported). Unaudited. The 467 inquiries and 9.3M followers are company figures.
- E07 SERHANT. brokerage profile, “RealTrends Verified Performance”, 2025 data · RealTrends · page read 2026-10-09. Source ↗ Industry research (verified by the publisher). $7.13B volume, 5,794 sides, 1,738 agents.
- E08 “Exclusive: Netflix star Ryan Serhant raises $45 million to disrupt the real estate brokerage business” · Fortune, Leo Schwartz · 2024-12-02. Source ↗ Reputable journalism. Acquisition-cost and profitability statements are Serhant’s own.
- E09 “Ryan Serhant won’t stop until he’s No. 1”, profile by Polina Pompliano · ResiClub Analytics (republication) · 2025-05-08. Source ↗ Reputable journalism (profile). Relies on Serhant and associates for most figures.
- E10 About Ryan Serhant · ryanserhant.com · page read 2026-10-09. Source ↗ Company statement (self-reported). Founding date, team ranking, flywheel description.
- E11 Ferrari FY 2025 results press release · Ferrari N.V. · 2026-02-10. Source ↗ Company disclosure (primary). Shipments 13,640; sponsorship, commercial and brand revenues €820M; net revenues €7,146M.
- E12 “Live Test Series”, Volvo Trucks campaign case · Forsman & Bodenfors · page read 2026-10-09. Source ↗ Agency-reported. Results are the agency’s; method not stated.
- E13 “Volvo Trucks - The Epic Split feat. Van Damme” · YouTube, Volvo Trucks · 2013-11-13; 128,312,534 views on 2026-10-09. Source ↗ Platform data (primary).
- E14 “Cluely’s ARR doubled in a week to $7M, founder Roy Lee says. But rivals are coming.” · TechCrunch, Marina Temkin · 2025-07-03. Source ↗ Reputable journalism. The $7M figure was later retracted (E15).
- E15 “Cluely CEO Roy Lee admits to publicly lying about revenue numbers last year” · TechCrunch, Julie Bort · 2026-03-05. Source ↗ Reputable journalism. Stripe figures were posted by Lee; not audited.
- E16 “Cluely CEO Roy Lee on the necessity of virality | TechCrunch Disrupt 2025” (2025-10-31, 61,798 views) and “Cluely (Cheating Tool for Literally Everything)” (2025-04-20, 189,682 views) · YouTube, TechCrunch and Cluely · view counts 2026-10-09. Source ↗ Platform data (primary). Founder statements are his own. Launch video: https://www.youtube.com/watch?v=Rz3LD7u2KX8
- E17 Duolingo Q2 2026 shareholder letter (Form 8-K exhibit) · Duolingo, Inc. via SEC EDGAR · 2026 Q2. Source ↗ Company disclosure (primary). 12.7M paid subscribers; 140.6M MAUs; the 9% ratio is our arithmetic.
- E19 BuzzFeed, Inc. Form 10-K for fiscal 2025 · SEC EDGAR · 2026. Source ↗ Company disclosure (primary). Going-concern doubt; platform and Amazon dependence.
- E20 “The 95:5 Rule” · John Dawes, Ehrenberg-Bass Institute (author’s site) · 2021 (page header; author’s site). Source ↗ Credible research (practitioner paper). Dawes calls 95% a heuristic, not a rule.
- E21 “The 95-5 Rule Is Not A Rule, But It’s Not A Myth Either” · Forrester, John Arnold · 2025-05-12. Source ↗ Industry research (analyst blog). Martech categories only; the post invites client engagement.
- E22 “How to measure Brand Salience” · Byron Sharp, Ehrenberg-Bass Institute · page undated. Source ↗ Credible research (institute article).
- E23 “The impact of brand penetration and awareness on luxury brand desirability”, Journal of Business Research 83, 38–50 · Kapferer & Valette-Florence · 2018. Source ↗ Academic research (abstract read). DOI 10.1016/j.jbusres.2017.09.025. Full text not read.
- E24 “The next chapter for ‘The Long and The Short of It’” · IPA, Alison Hoad (Publicis·Poke) · 2023-09-13. Source ↗ Industry commentary on Binet & Field. Original report not read; commentary reflects the author’s views.
- E25 “More Articles Are Now Created by AI Than Humans” · Graphite · 2025-10-14. Source ↗ Industry research. Superseded by a Q1 2026 update that averages three detectors and reads about 3.3 points lower.
- E26 H. A. Simon (1971), “Designing Organizations for an Information-Rich World” · Quotation as reproduced on Wikipedia, “Attention economy” · page read 2026-10-09. Source ↗ Secondary reproduction of a primary source. We did not read Simon’s original.
- E27 “Filipino lawyer offers free legal advice on TikTok” · Manila Standard · 2021-07-30. Source ↗ Reputable journalism. Figures are as of July 2021.
- E28 “Key Takeaways from NAR’s 2025 Profile of Home Buyers and Sellers” · Virginia REALTORS · 2025-12-08. Source ↗ Secondary summary of an industry survey. US data. NAR’s own report not read.
- E29 “Meet the Filipino founders building businesses on TikTok Shop, Shopee” · Rappler, Lance Spencer Yu · 2026-08-01. Source ↗ Reputable journalism. Sales growth figures are company-reported, with TikTok Shop as the source of the photo and release.
- E30 “A message from Duolingo’s CEO” · YouTube, Duolingo · 2025-02-18; 3,261,880 views on 2026-10-09. Source ↗ Platform data (primary).
- E31 “Touring a MASSIVE $280 Million Colorado Mansion | Ryan Serhant Vlog #85” · YouTube, Ryan Serhant · 2019-09-25; 6,341,550 views on 2026-10-09. Source ↗ Platform data (primary). Description lists course and book links.
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