How this site is made

whatif.ink is openly AI-assisted. This page explains what that means in practice: how the pipeline works, what role human judgment plays, and where the line falls between the two.


The pipeline

Every scenario begins with a Point of Divergence — a single moment in real history that could plausibly have gone differently. Identifying that moment, confirming its historical credibility, and tracing its consequences forward is the foundational work of whatif.ink. It is done collaboratively between a human author and AI, but the human leads it. No AI system decides that LBJ's 1968 withdrawal was the right history to explore, or that its consequences should be told through recovered wire dispatches rather than narration. Those are editorial and creative decisions made by a person.

Once a divergence is confirmed, a Timeline Bible is constructed — a detailed document that forms the source of truth for everything that follows. A complete Bible covers:

  • The exact mechanics of the divergence and how it propagated through time
  • The immediate and downstream butterfly effects across decades
  • Key historical figures and how their trajectories change in this world
  • The alternate timeline's major events, in sequence
  • Open questions that must be resolved before writing begins
  • A glossary and cast of profiles specific to this world

The Bible is built section by section, reviewed and approved by the human author before proceeding, and locked before any artifact is written. It is the mechanism that keeps each scenario historically coherent and editorially intentional — the difference between a world with internal logic and a loose collection of "what ifs."

With the Bible complete, artifacts are generated: the dispatches, memos, analysis pieces, and short stories that make up the readable body of each scenario. These are written by AI working from the Bible and a strict set of editorial guidelines — but the artifact list, the angles chosen, the voices, and the decision about what reaches readers are all made by a human. Every artifact is reviewed before publication.

Scenario index pages — the editorial landing pages that introduce each scenario — are written by AI from Bible data and reviewed before going live. Images are generated using image generation models, from prompts written to match each scenario's period and aesthetic, and approved before being attached to any post.


What "AI-assisted" means here

This sits in genuinely new creative territory, and we want to be honest about that rather than reach for a comfortable framing.

The AI is not a tool in the way a word processor is a tool — it is doing real generative work. The artifacts are written by AI. At the same time, it is not an author in any meaningful independent sense. It works from a detailed brief, within strict constraints, and under review. It cannot choose what histories to explore, decide what makes a scenario worth building, or determine what editorial voice a world deserves. Those decisions belong to a person.

We think of the human role as creative direction: choosing scenarios, building Bibles, making editorial calls, and deciding what reaches readers. The AI handles execution — research, drafting, consistency checking, image generation. That distinction matters to us, because it is where we draw the line between work we are proud of and the undirected content generation we are wary of.

We are not comfortable claiming to be unapologetic about every aspect of how AI is used here. Generative AI produces enormous quantities of undifferentiated content, and we do not want whatif.ink to be part of that. The editorial infrastructure — the Bibles, the consistency constraints, the review process, the deliberate publication cadence — exists precisely to prevent that outcome. Whether we have succeeded is for readers to judge.

What we are comfortable saying is this: the scenarios are grounded in real historical research. The questions they explore are genuinely interesting. The creative direction is human. And we would rather be transparent about how the work gets done than obscure it.