Resources Guides • FAQ • Updates
Everything you need to run the AI visibility loop.
Practical resources for AEO/GEO teams: understand how AI selects sources, learn what to change, and keep execution safe with drafts, diffs, and rollback.
Short, benefit-led resources — not a documentation wall.
Start here
Pick what you need right now: understanding, quick answers, or product updates.
Practical AEO/GEO playbooks: how AI chooses sources, what “selection signals” look like, and what to change first.
Fast answers about how the PENMAN workflow works, what’s safe to publish, and how to set expectations.
Product updates, experiments, and practical notes from the field—focused on what helps teams ship.
The PENMAN loop Learn → ship → re-run
Resources that map to your workflow
Every guide is designed to support a step in the loop: measure visibility, compare sources, generate changes, and publish safely.
- Understand selection signals (why AI prefers other sources).
- Turn insights into a simple shipping plan (not a never-ending backlog).
- Keep execution safe with draft-first publishing, diffs, and rollback.
Start with Guides, then run your first visibility loop.
Learn what AI selects, measure your source visibility, and publish draft-first improvements with diffs and rollback. Publishing is always explicit.