Use cases Publishers • SaaS • Agencies
Pick the workflow that matches your team.
PENMAN is built for teams that need measurable AI visibility (AEO/GEO) and controlled execution: understand source selection, close gaps, then publish safely with drafts, diffs, and rollback.
No guarantees: PENMAN helps you measure and act—publishing is always explicit.
Three teams. One repeatable loop.
AI Visibility → AI Competition → recommendations → draft-first execution → re-run to verify movement.
Make your pages easier to select as sources, then ship updates safely without breaking editorial workflows.
Control how AI explains your category and product—using measurable visibility and a controlled publishing loop.
Deliver AI visibility as a service: runs, comparisons, recommendations, and draft-ready changes clients can approve.
What you get Regardless of team type
Outcomes that stay stable as AI changes
AI systems evolve. Your advantage comes from a repeatable measurement and execution loop—paired with strong guardrails.
A normalized view of which sources AI prefers—so teams stop guessing and align on the same reality.
Comparisons that turn “why not us?” into concrete tasks your team can ship.
Apply changes as drafts with diffs and rollback—publishing is always explicit.
Run → compare → draft → review → publish → re-run. The loop is the product.
Pricing Built for teams who ship
Start with one use case. Expand to all.
Most teams begin with a single content line or client, then scale the same measurement and execution loop across the site.
Choose a use case → run AI Visibility on your priority pages → compare against AI-selected sources → publish draft-first improvements → re-run.
Start where you are. Keep the loop.
Whether you’re a publisher, a SaaS team, or an agency—PENMAN keeps AI visibility measurable and execution safe.