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.
All topics281Attention & feeds72Attribution & credit37Canadian economy & policy36Video & design32Canadian politics & power31ADHD & attention22+7 more topics
Open the Video & design topic page32 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.
01RevenueCat'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
02Rules 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
03No "92% match." Show evidence counts and the last three examples instead.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design92%Sep
04RevenueCat'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
05Across 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
06Free is 60 credits; Starter is $15 for 150; Pro is $29 for 300.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design$15Sep
07At volume, not quality: 3 hours is enough to finish one real video.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design3 hoursSep
08Cancelling takes two clicks, with 90 days of export afterwards.The Aldershot Product Bible — v1.0 (September 2026)FigureVideo & design90 daysSep
09Since 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
10A 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
11A 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
12The 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
13Default 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
14Fairness 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
15At 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
16Opus 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
17Mirage 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
18Agentic 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
19Murch's In the Blink of an Eye ranks six criteria for any cut, and crucially assigns weights: emotion (51%), story (23%), rhythm (10%), eye-trace (7%), planarity/2-D (5%), spatial continuity (4%).The Creative-Layer Dossier for ALDERSHOT: Montage, the "Device Object," and the Sourcing EngineFigureVideo & design51%Sep
20A user study further validates our approach, with 45% of participants favoring SKALD-assembled videos, compared to 22% preferring text-based assembly methods" — where the 22% baseline is specifically CLIP4Clip.The Creative-Layer Dossier for ALDERSHOT: Montage, the "Device Object," and the Sourcing EngineFigureVideo & design45%Sep
21Beat detection is quoted at 97–99% accuracy for clear-rhythm genres (pop/rock/EDM/hip-hop), dropping to 90–95% for jazz/classical/irregular meters.The Creative-Layer Dossier for ALDERSHOT: Montage, the "Device Object," and the Sourcing EngineFigureVideo & design97–99%Sep
22Twelve Labs Marengo (2.7/3.0) generates video-native embeddings for semantic search "by what's actually in it, not metadata someone typed," with a quoted "180x run time indexing" (10,000 hours in <1 hour).The Creative-Layer Dossier for ALDERSHOT: Montage, the "Device Object," and the Sourcing EngineFigureVideo & design180xSep
23Approximately 60% of the completed films are in the public domain," under CC Public Domain Dedication on each film's detail page — but "public domain materials may occasionally incorporate copyrighted elements"); Wikimedia Commons.The Creative-Layer Dossier for ALDERSHOT: Montage, the "Device Object," and the Sourcing EngineFigureVideo & design60%Sep
24MrBeast's ViewStats launched Vyro on October 14, 2025, paying clippers "$3 per 1,000 views" across TikTok, Reels and Shorts with hourly payouts (early partners MrBeast and Mark Rober; per-clip payouts capped near $1,000).ALDERSHOT — Vision & Possibilities DossierFigureVideo & design$3Sep
25Twitch fell from ~70% to 54% of gaming hours in ~18 months; Kick hit ~11% (95/5 creator split) and 100M users by April 2026; YouTube leads all-content live at ~47-49%.ALDERSHOT — Vision & Possibilities DossierFigureVideo & design70% to 54%Sep
26Quickture (~$499/mo, demoed at Avid's booth) analyzes/transcribes footage and builds rough cuts from a discussion.ALDERSHOT — Build Blueprint, Competitive Landscape & Product/UX DesignFigureVideo & design$499Sep
27MediaRecorder is the simplest capture path but encodes in real time (a 5-minute take costs 5 minutes wall-clock), offers limited codecs (no HEVC/AV1), and can drift a few ms over long takes.ALDERSHOT — Build Blueprint, Competitive Landscape & Product/UX DesignFigureVideo & design5 minutesSep
28Billing began Aug 20, 2025: the paid tier includes 10 browser-hours/mo, then about $0.09/browser-hour + $2.00 per concurrent browser above the included amount; the free plan is capped at ~10 min/day (429 error beyond).ALDERSHOT — Build Blueprint, Competitive Landscape & Product/UX DesignFigureVideo & design$0.09Sep
29Cloudflare Containers (native FFmpeg): Workers Paid ($5/mo) required; billed per 10ms active; memory $0.0000025/GiB-s (25 GiB-s included); up to 4 GiB RAM + ~0.5 vCPU per instance at launch; scales to zero.ALDERSHOT — Build Blueprint, Competitive Landscape & Product/UX DesignFigureVideo & design$5Sep
30Per-video AI cost can be driven under ~$1–3 with model routing, prompt caching (90% discount on cached reads), and Cloudflare Workers AI for bulk STT/embeddings.ALDERSHOT: A Ground-Up Blueprint for an Agentic Documentary & Video-Essay EngineFigureVideo & design$1–3Sep
31Cloudflare can run ~80% of this natively; video encode is the one piece that needs Containers.CANOPTICON: A Cloudflare-Native Pipeline for Automated, Filmmaker-Grade Daily News ShortsFigureVideo & design80%Sep
32A community implementation estimates roughly $0.01–0.05 per render for a 30-second video.Code-Generated Animation for Automated Documentary: Frameworks, Visual Vocabularies & a Cloudflare-Native Build PlanFigureVideo & design$0.01–0.05Sep