Library

Everything in one place. Articles argue from the research; papers are longer original work; research documents are kept whole; concepts and open problems are what the research turned up.

All187 Writing38 Research96 Ideas79 Key figures281 Investigations34

All topics281 Attention & feeds72 Attribution & credit37 Canadian economy & policy36 Video & design32 Canadian politics & power31 ADHD & attention22 +7 more topics

SortNewest A–Z Shortest read

281 itemsFigure

Every number the research reported. Figures taken from the summaries and findings of the documents, with the sentence each one came in. The document it links to carries the source.

101Sacra puts the slowdown down to "a single pricing tier with no expansion lever," and Whop passed Stan with $142M annualized revenue in October 2025.Ancaster, Fourth Pass: Pressure-Testing "The Link Is the Ad" and Choosing One DirectionFigureAttribution & credit$142MSep

102LTK says its creators "drive more than $6 billion in annual retail sales," with 8,000+ retailers and 44M+ monthly users.Ancaster, Fourth Pass: Pressure-Testing "The Link Is the Ad" and Choosing One DirectionFigureAttribution & credit$6 billionSep

103It says it powers "10M+ links, 150M+ tracked events, and $3M+ in affiliate revenue monthly" for Framer, Perplexity, Superhuman, Twilio and Vercel.Ancaster, Fourth Pass: Pressure-Testing "The Link Is the Ad" and Choosing One DirectionFigureAttribution & credit$3MSep

104Meanwhile ElevenLabs (22% for 12 months via PartnerStack), Cursor and Lovable (reported at 20% recurring for 12 months, community-maintained data), and Replit (a Creator Program) all run programs.Ancaster, Fourth Pass: Pressure-Testing "The Link Is the Ad" and Choosing One DirectionFigureAttribution & credit22%Sep

105The Information (via PYMNTS, January 2026, citing a Shopify spokesperson) reported that "Shopify merchants will pay OpenAI a 4% fee on sales made through the ChatGPT checkout," on top of Shopify's own fees.Ancaster, Fourth Pass: Pressure-Testing "The Link Is the Ad" and Choosing One DirectionFigureAttribution & credit4%Sep

106Top-1% demos hit a 71% CTR, multi-flow demos complete 48% more often, and 66% of top demos are ungated.Ancaster, Fourth Pass: Pressure-Testing "The Link Is the Ad" and Choosing One DirectionFigureAttribution & credit1%Sep

107Rep AI's 2025 report (17 million interactions) says shoppers who engaged with AI chat converted at 12.3% vs 3.1% for those who didn't.Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit17 millionSep

108Adobe (vendor data, Q1 2026) reports that AI-assistant visitors converted 42% better than non-AI traffic in March 2026, after converting 38% worse in March 2025.Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit42%Sep

109Pricing (July–Sept 2026): Outreach plans run $47 (Growth), $97 (Hypergrowth) and $358 (Light Speed).Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit$47Sep

110That figure is an anonymous estimate, not audited; 11x disputed it, telling TechCrunch its retention rate was 79% (per secondary summaries).Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit11xSep

111One agency field report says teams augmenting human reps saw 2.8x more pipeline than teams replacing them.Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit2.8xSep

112"The maximum amount of an AMP, per violation, for an individual is $1 million.Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit$1 millionSep

113Railway's blog (Dec 5, 2025) says it has paid "almost ~$1 Million" to template creators, "roughly ~$730k" as cash, with two contributors past $100,000 and thirty past $1,000, and it says it reaches 2 million developers.Ancaster Pass 16: The Setup Handoff Page, the Agent Layer, and the Thin SpotsFigureAttribution & credit$1 MillionSep

114Its lag reporting runs 24 hours to 30 days, with configurable windows up to 60 days.Ancaster, Fifth Pass: Seven Open Questions on Journeys, Codes, Portability, Merchant Demand, Program Permissions, Interactive Demos and Shopify Order DataFigureAttribution & credit24 hours to 30 daysSep

115If the free signup happens inside the cookie window (90 days for ElevenLabs), later paid upgrades credit that partner.Ancaster Pass 10: Traffic Permissions, Paid Amplification, Signup Attribution, Earnings Aggregation, In-House Program and Account ModelFigureAttribution & credit90 daysSep

116In the sweep, only beehiiv (link-embedded "14-day free trial and 20% off of their first 3 months") and Runway (code: "Your followers get 25% off") had affiliate-facing consumer offers.Ancaster Pass 10: Traffic Permissions, Paid Amplification, Signup Attribution, Earnings Aggregation, In-House Program and Account ModelFigureAttribution & credit20%Sep

117Old links rot and programs change: Amazon cut commissions again in 2026, by as much as 50% according to Adweek, and rewrote its agreement on April 14, 2026, and SaaS programs close.Ancaster, Seventeenth Pass: What Owning the Redirect Is Really For, and What Ancaster Should BeFigureAttribution & credit50%Sep

118Merchant-side tools (Fairing, Podscribe, Kno) show that codes and links capture only about 15–30% of conversions, but that evidence belongs to brands, not publishers.Ancaster, Seventeenth Pass: What Owning the Redirect Is Really For, and What Ancaster Should BeFigureAttribution & credit15–30%Sep

119Amazon cut category rates in April 2020 (furniture and home 8%→3%, grocery 5%→1%).Ancaster, Seventeenth Pass: What Owning the Redirect Is Really For, and What Ancaster Should BeFigureAttribution & credit8%Sep

120CJ found affiliate publishers make up as much as 91% of the sources ChatGPT cites for flagship products.Ancaster, Seventeenth Pass: What Owning the Redirect Is Really For, and What Ancaster Should BeFigureAttribution & credit91%Sep

121RevenueCat's 2026 data says AI apps earn 41% more per payer but churn 30% faster.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design41%Sep

122Rules that haven't fired in 60 days show as "sleeping"; they're never deleted.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design60 daysSep

123No "92% match." Show evidence counts and the last three examples instead.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design92%Sep

124RevenueCat's August 2026 study of 3,500+ AI apps found high-retention apps keep 13.9% of paid subscriptions after a year and low-retention apps keep 1.4%.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design13.9%Sep

125Across the top 500 SaaS/AI companies there were more than 1,800 pricing changes in 2025, and credit models grew 126% year over year.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design126%Sep

126Free is 60 credits; Starter is $15 for 150; Pro is $29 for 300.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$15Sep

127At volume, not quality: 3 hours is enough to finish one real video.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design3 hoursSep

128Cancelling takes two clicks, with 90 days of export afterwards.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design90 daysSep

129Since 21 November 2025, CPU bills on active use only ($0.000020 per vCPU-second).The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$0.000020Sep

130A standard-2 (1 vCPU, 6 GiB) that's awake but idle costs about $0.057/hour, or $1.37/day.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$0.057Sep

131A 10-minute 1080p render at 2 vCPU for about 5 minutes costs roughly $0.02.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design5 minutesSep

132The Creator plan's worst case is $5–10 of COGS on $20; typical use gives about 75–85% gross margin.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$5–10Sep

133Default to a mid-tier model and route to a frontier model only for plans and outlines (Claude Opus 5 lists at $5/$25 per million input/output tokens).The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$5Sep

134Fairness then turns on the Supreme Court's six factors, and the Federal Court has held that copying 100% of a work isn't fair.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design100%Sep

135At about $1 CPM a clipper's margin is time, so the fastest brief-compliant batcher wins.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$1Sep

136Opus Clip reported "$1 million ARR in 14 days after launch" (its own X post; co-founder Young Zhao has also described it as one month after beta launch) by doing one painful job.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$1 millionSep

137Mirage goes further into avatars and ads (Mirage Studio launched on a $399/month business plan).The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$399Sep

138Speed is the only page-level lever with large-sample evidence; Deloitte's Google-commissioned study found a 0.1s mobile speedup went with +8.4% retail conversions.Ancaster Interstitial Standard v1: Interactive Pages, Partner-Powered Components, and Feed-Native OffersFigureAttention & feeds8.4%Sep

139Unbounce's 2024 Conversion Benchmark Report (57M+ conversions, 41,000+ landing pages, 464M visitors, July 2023–July 2024) puts the all-industry median at 6.6%, with SaaS lowest at 3.8% and Events & Entertainment highest at 12.3%.Ancaster Interstitial Standard v1: Interactive Pages, Partner-Powered Components, and Feed-Native OffersFigureAttention & feeds6.6%Sep

140The same report finds that pages written at a 5th–7th-grade reading level convert at an 11.1% median.Ancaster Interstitial Standard v1: Interactive Pages, Partner-Powered Components, and Feed-Native OffersFigureAttention & feeds11.1%Sep

141Unbounce's own 2024 release reports email traffic converting at a 28.6% median in e-commerce, the highest of any channel, and desktop converting 8% higher on average even though mobile drives nearly 5x more traffic.Ancaster Interstitial Standard v1: Interactive Pages, Partner-Powered Components, and Feed-Native OffersFigureAttention & feeds28.6%Sep

142New York's synthetic performer law (GBL §396-b, effective June 9, 2026) requires conspicuous disclosure, with penalties of $1,000 for a first violation and $5,000 for each later one.Ancaster Interstitial Standard v1: Interactive Pages, Partner-Powered Components, and Feed-Native OffersFigureAttention & feeds$1,000Sep

143HubSpot's Website Grader is documented: HubSpot's blog reported more than 2 million sites graded, and HubSpot's December 6, 2011 press release said it "has been used by over 4 million people".Ancaster Pass 12: The Functional Toolset and the Integration MapFigureAttention & feeds2 millionSep

144Strackr lists Starter at €10/month (1,000 transactions, 10 networks, 12-hour refresh), Professional at €25 and Enterprise at €50.Ancaster Pass 12: The Functional Toolset and the Integration MapFigureAttention & feeds€10Sep

145The Admin API is read-write, authenticated with a JWT made from a staff-created integration key (tokens must expire within 5 minutes).Ancaster Pass 12: The Functional Toolset and the Integration MapFigureAttention & feeds5 minutesSep

146Browser Rendering (now documented as "Browser Run"): 10 hours/month included on Workers Paid, then $0.09 per browser-hour.Ancaster Pass 12: The Functional Toolset and the Integration MapFigureAttention & feeds10 hoursSep

147Agentic editors visibly fail at taste, context, and the "last 20%." This is the most important finding for scoping.Aldershot: A Delegation-First AI Video Editor — Product Concept DossierFigureVideo & design20%Sep

148Baymard finds 43% of US cart abandoners were "just browsing / not ready to buy." Swym's vendor data puts the average visit-to-purchase journey at 41 days.Ancaster Pass 18: The Engagement Layer — Evidence, Mechanics, and the Experiment That Would Prove ItFigureAttribution & credit43%Sep

149Retargeting research (Sahni et al., JMR 2019) shows the value of a reminder decays fast: 33% of week-one effect lands on day one.Ancaster Pass 18: The Engagement Layer — Evidence, Mechanics, and the Experiment That Would Prove ItFigureAttribution & credit33%Sep

150Run a three-arm, click-level randomized test with arm-coded sub-IDs, measured on credited conversions by click date at 30/60/90 days.Ancaster Pass 18: The Engagement Layer — Evidence, Mechanics, and the Experiment That Would Prove ItFigureAttribution & credit90 daysSep