Without a syndicated subscription, a market read has to be built from public sources and defended figure by figure. WorldbyFlow builds it that way: every figure names its issuer, states what it counts, and the spread between estimates is shown, so a small practice delivers a sizing a large client can check.
Written for Independent market researcher serving small and mid-size clients.·Runs in the General domain
A one-person research practice serves clients who need what the big shops sell at a price they can pay. The scans here are the core of that offer: a market read with an honest sizing ledger, a buyer read with each claim graded, public opinion with method shown, attributed quotes from inside the category, and a graded explanation when a client's number moves.
A sizing read where every figure names its issuer and what it counts, and divergent estimates are shown as a spread. The market chapter without the subscription.
How buyers in a category decide, with each claim graded as demonstrated, reported or inferred. The demand chapter a small practice can deliver without a panel of its own.
A poll read naming pollster, dates, sample, method and sponsor, spread shown. Public opinion for a client without fielding a survey.
What consumers, operators and commentators say about a category, attributed. The qualitative layer for a client report.
A number in the client's market moved. Candidate explanations graded against the record, so the client hears a reason.
The order matters. The first read gives you the structure; the next ones fill the parts that are hardest to source by hand.
Compare the ledger with your own work. If the issuers and the spread match what you found the slow way, the fast way is sound.
Each claim graded. The demonstrated ones go in the report; the inferred ones go in the caveats.
Attributed quotes from inside the category. The page clients quote back to you.
Export as a PDF with the sources, or share as a page the client can open without an account.
Every figure and quote links to where it came from. A claim the scan could not source is marked as such rather than dressed up.
Export the report as a PDF, or share it as a page the client opens from your email with every figure sourced.
Ask a follow-up question of any result, or run a Red Team pass that tries to break its own conclusions before someone else does. How the grades work →
The AI-attributed layoff figure is a measure of what companies choose to disclose, not an independently audited count of jobs automation replaced, because Challenger's reason field depends entirely on employer language with no external verification step.
The fastest way to judge the result is to pick a subject you know cold and read it against what you know. If a colleague sent you here with an invitation, the credits land on your account when you sign up.