Groundwork
CLIENT
Groundwork
YEAR
2026
INDUSTRY
Creator economy
SERVICES
AI Systems
Key Highlights
The category leader cannot show its work
A three-thousand-dollar-a-year incumbent scores niches on a rubric its own screen labels self-reported, so nothing stops it producing confident, uncited claims that a paying customer puts their name on and sells. There is no evidence gate on what it recommends and no way to trace a sentence of the output back to a real source.
Every factual sentence resolves to a real quote
A run produces scored niche candidates where any dimension without real supporting evidence is forced to zero rather than inflated, and candidates are ranked against each other so the score means something. Every chapter carries claim IDs tying its factual sentences to a ledger of source URLs.
Expertise into a finished product, every claim cited
Groundwork turns what someone knows into a finished digital product through a nine-stage pipeline: score a niche against real evidence, research it across more than 150 live sources, draft the manuscript, and render it to PDF and EPUB. Its one hard rule is that every factual sentence must resolve to a verbatim quote from a cited source.
How a product gets made
The path a person actually takes through it, start to finish.
Type in what you know, or let it go looking for a niche
Score every candidate; no evidence means a zero, not a guess
Fetch and embed 150+ sources into a claims ledger
Draft the manuscript so every fact resolves to a citation
Render to PDF and EPUB, billed at the run’s real cost
