The one-glance read on who they are and how they grow. Each point is verifiable from the receipts above.
An AI research and citation assistant, browser extension plus web app, for students and researchers, now expanding into a broader product suite (Scholar, Write, Deep Research).
Paid-led, running an always-on ad machine layered on top of a large legacy organic/brand base.
~6.87M monthly visits (-1.3% over the last 3 months) and roughly 154 active paid ads across Google and Meta as of 2026-07-17, atop a reportedly ~$36.4M raised through an October 2024 Series B2.
the growth team was compounding premium-user growth by more than 17% weekly, a metrics-driven habit from the product's earliest highlighter-extension days.
As of 2026-07-17, Liner is running new video-format Google ads (first shown 2026-07-02) and fresh Meta creative pointing to scholar.liner.com (newest as of 2026-07-16).
Liner's organic strength is almost entirely brand-term capture from a decade of browser-extension distribution, so today's growth is bought through a 150-plus-ad paid machine that funds new product lines rather than earned through a content-SEO engine.
Live ad libraries: meta ad library · linkedin ad library · google ad library
Launch archives: Hacker News: CSS One-Liners · Hacker News: One-liner for running queries against CSV files with SQLite · Hacker News: I found a useful Git one liner buried in leaked CIA develope · Hacker News: Show HN: An eBook with hundreds of GNU Awk one-liners
Today's teardown is free to read in full. Go Pro to unlock every past teardown: the launch, build-in-public, and content breakdowns, the channel scores, the full play list, and the creative library.
Go Pro to unlock →Traffic, spend, and revenue figures are estimates as noted in the report; the links above are the primary public artifacts.