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WorldbyFlow for museum and public education curators

Public history has to be vivid and it has to be right, and the two pull against each other on every label. WorldbyFlow produces sourced narrative material with the record shown behind it: a case worked end to end, a scene reconstructed from documented detail, a dated chronology, so the vivid version can be checked.

Written for Builds public-facing educational or exhibition content.·Runs in the Learning domain

Start with this one

Where this fits in your week

Building exhibition and public education content is research that ends in a paragraph a stranger reads standing up. The scans here produce the research in narrative-ready shapes: a case study for the arc of a gallery, a scene reconstruction for the moment a room is built around, a chronology for the wall, a breakdown of a work of art or media, and a survey of a field for the new exhibition's subject.

Lead scan

Case Study

2 credits · in-depth · about 2–4 min

One episode worked end to end: setup, what happened, the turning point, the outcome, what it is taken to show. The arc of a gallery, sourced.

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

Scene

3 credits

A moment reconstructed from documented detail, with what is established kept apart from what is tradition. The room's centerpiece, checked.

Try it on The signing of the Declaration of Independence · The Apollo 11 landing · The fall of the Berlin Wall

Chronology

3 credits

A dated timeline with sources and contested dates marked. The wall timeline, and the honest footnote where historians disagree.

Try it on The Manhattan Project · The Lewis and Clark expedition · The Titanic

Media Breakdown

4 credits

A work of art, film or media broken down: its making, its argument, its reception, its critics. The label copy's foundation for a work in the collection.

Try it on Guernica · The Night Watch · Hamilton · Ken Burns's The Civil War

Field Study

4 credits

A whole field surveyed: its questions, methods, canonical works, live debates. The orientation before curating outside your specialty.

Try it on Museum studies · Public history · Archaeology
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 Case Study on the episode the exhibition is built around

The arc with sources. Where it marks something as tradition rather than record, that is the label you will be asked about.

2 credits
02

Run Scene on the moment at the center of the room

Documented detail kept apart from legend. The centerpiece, vivid and defensible.

3 credits
03

Run Chronology for the wall

Dated, sourced, contested points marked. The timeline and its honest footnotes.

3 credits
04

Hand it to the writers and designers

Export the reads as PDFs for the content team, or share them as pages the designers can open with sources.

No credits.
The research bill for this path
2 + 3 + 3 = 8 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

Export the reads as PDFs for the exhibition content file, or share them as pages the design and education teams can open.

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

Funding Anatomy of Teacher Shortage Response: Recruitment vs. Retention

Read the research →

The largest and most durable dollars — federal Title II-A formula grants, state residency-grant programs, and staffing-agency contracts — flow to recruitment and stopgap coverage, while retention-side spending (mentor…

Follow the Money · September 16, 2026 · from the Learning library
Try it

Run Case Study 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 Case Study →Standard plan from $10/mo · 20 credits · all plans
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