A twenty-person firm competes with a two-thousand-person one on the quality of the document. WorldbyFlow produces the research half of that document, sourced and graded, and its Studio assembles several reads into a client-grade report with a verification pass and a sources appendix.
Written for Runs a 2–20 person strategy or research firm.·Runs in the General domain
Running a small strategy firm means the founder is also the research department. The scans here are the ones that show up in most engagements: a market read with an honest sizing ledger, an adversarial inquiry on the client's central question, a landscape of the competitive set, the tests that would prove the recommendation wrong, and a graded read on why a rival did what it did.
A sizing read with every figure's issuer named and the spread shown. The market chapter of a client report, built to survive the client's own analyst.
The client's central question re-checked claim by claim, adversarially, with a ledger of what held, what is contested and what could not be established. The engagement's spine.
Every named player in the client's market placed with position and leverage. The competitive chapter in one run.
The tests that would prove the recommendation wrong, named before the client acts on it. The page that distinguishes advice from a pitch.
Why a competitor or a peer of the client made its move, with candidate explanations graded against the record.
The order matters. The first read gives you the structure; the next ones fill the parts that are hardest to source by hand.
The competitive set placed with sources. The first chapter, on the first day.
The ledger with issuers and spread. It is the chapter clients check hardest, and it now checks itself.
The adversarial re-check. The "could not be established" list is the section that earns the follow-on engagement.
Export each read as a PDF, or let the Studio assemble them into one client report with a verification pass and a sources appendix.
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.
Deliver as a Studio report with a sources appendix, or as shared pages the client team can open without an account.
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.