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WorldbyFlow for insight agency founders

You sell judgment, and the research under it has to arrive client-ready. WorldbyFlow returns reads a client can open as a page or a PDF, and its Studio assembles several into a full report with a sources appendix, so a small shop can deliver what a large one does.

Written for Runs a small research or insight consultancy serving several clients.·Runs in the General domain

Start with this one

Where this fits in your week

Running an insight consultancy means every hour of research is either billed or eaten. The scans here are the ones that show up in client work most often: sizing a market, reading its buyers, checking public opinion, gathering attributed quotes and explaining a number that moved. Each comes back with sources a client can check, which is the part they are paying you for.

Lead scan

Market Research

5 credits · deep dive · about 3–6 min

A sizing read with every figure's issuer named and the spread between estimates shown. The first section of most client reports, with the provenance a client can audit.

Try it on: a subject you already hold an opinion about, so you can grade the result against what you know.
4 more scans that fit this role

Buyer Research

4 credits

Buyer behavior in a category with each claim graded as demonstrated, reported or inferred. The demand chapter, honestly labeled.

Try it on Electric vehicles · Online grocery · Fitness apps

Poll Check

3 credits

A poll read that names pollster, dates, sample, method and sponsor, and never averages a spread. Public opinion for a client without commissioning a survey.

Try it on Trust in AI-generated content · Subscription fatigue · Support for a four-day work week

Voices

3 credits

What consumers, operators and analysts are saying, attributed and quoted. The qualitative texture a client report needs.

Try it on Consumers on private-label groceries · Small businesses on Amazon · Parents on screen time

Why It Changed

3 credits

A number in the client's market moved and the client wants to know why. Candidate explanations graded against the record.

Try it on US cinema attendance · Linear TV viewing · Newspaper circulation
A working path

From a first run to a result you can hand over

The order matters. The first read gives you the structure; the next ones fill the parts that are hardest to source by hand.

01

Run Market Research on a live client category

Read the sizing ledger the way a client would. The issuer names and the spread are the part that survives a skeptical procurement lead.

5 credits
02

Add Buyer Research for the demand chapter

The grades on each claim are the honesty a client remembers when the next brief comes around.

4 credits
03

Add Voices for the texture

Attributed quotes from inside the category. The page clients read first.

3 credits
04

Deliver it as a report

Export each read to PDF, or let the Studio assemble several into one report with a verification pass and a sources appendix.

No credits.
The research bill for this path
5 + 4 + 3 = 12 credits · a Standard plan carries 20 a month
What comes back

A result whose claims carry their grades

Sourced, not asserted

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.

Verified or grounded
Reported or attributed
Contested
Open question

Ready to hand over

Deliver as a PDF, a shared page the client can open without an account, or a Studio report assembled from several reads.

Built to be argued with

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 →

See one

Research already published in this shape

How AI-Attributed vs Total Corporate Layoffs Are Measured

Read the research →

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.

How It Works · August 4, 2026 · from the General library
Try it

Run Market Research on something you already know

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.

Start with Market Research →Standard plan from $10/mo · 20 credits · all plans
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