Bring one job
Enter a keyword or import a local AI Fanout JSON plan. Imported branches remain user-supplied.
Method v0.2 · August 2026
A page-decision model you can audit.
SEO Fanout turns a keyword or user-supplied fan-out plan into one bounded SEO action. It does not reveal private search queries, model reasoning, demand, rankings or citation probability.
Fan-out is an input, not a URL plan
Google publicly describes AI Mode using a query fan-out technique across subtopics and data sources. Here, a fan-out plan is only a set of planning branches. The current site inventory and available evidence determine whether those branches belong in a section, a wider page update, a merge, an evidence asset, one new URL or nowhere.
Primary public contextGoogle: Introducing AI Mode, March 2025Google: AI Mode updates, May 2025
These sources describe Google's product. They do not validate this site's decisions.
The rule path
Four decisions about the site. One action.
Name the outcome
Learn, compare, choose, act or troubleshoot determines useful questions and source roles.
Inspect page ownership
Distinguish no owner, a section gap, a material page gap, substantial coverage, overlap and an unknown inventory.
Check evidence readiness
None and secondary-only evidence block publication actions. Primary, firsthand or reproducible evidence can support them.
Apply one rule
The deterministic engine returns exactly one of six page actions.
Decision table
The exact v0.2 rule set
| Inventory state | Evidence | Decision |
|---|---|---|
| Several pages overlap | Any | Merge overlapping content |
| One bounded section is missing | Primary or observed | Add one section |
| One bounded section is missing | None or secondary | Build an evidence asset first |
| The page promise needs material expansion | Primary or observed | Extend the existing page |
| The page promise needs material expansion | None or secondary | Build an evidence asset first |
| Page substantially covers the job | Primary or observed | Take no content action |
| Page substantially covers the job | None or secondary | Build an evidence asset first |
| No page owns the job | Primary or observed | Create one new URL |
| No page owns the job | None or secondary | Build an evidence asset first |
| Inventory unknown | Any | Build an evidence asset first |
Local import & retention
Your plan stays in the tab.
Pasted and selected JSON is parsed in browser memory. There is no upload, model call, account, analytics, cookie or browser-storage write. Local copy and export happen only after direct action.
Uncertainty
Deterministic does not mean automatically correct.
The result follows declared inputs. Inspect real URLs, current primary sources, rights, user evidence and business constraints before acting.
Decision Stress Test
Change the inventory assumption, not the provider.
The lab holds evidence constant and varies page coverage so you can see which unverified site assumption flips the action.
Separate upstream role
AI Fanout maps plausible branches.
AI Fanout is the separate upstream planner and public-answer evidence workspace. It shares the same operator and is not independent validation.
Open the SEO stress testOperator and author
Matthias Ramahi is accountable.
Matthias Ramahi operates and authors SEO Fanout. AI Fanout and Contextter are related products under the same operator, not independent sources or validators.
Corrections
The framework is versioned.
Report unclear rules, source descriptions, accessibility problems or reproducibility failures through the published correction route.
Read the correction SLA