PENMAN

Use case Agencies AEO / GEO delivery

Sell a deliverable clients can approve.

PENMAN turns AI visibility into a clean agency workflow: run AI Visibility, compare against AI-selected sources, generate recommendations, and ship changes as WordPress drafts with diffs and rollback.

What you deliver
Measurable visibility
How you deliver
Draft-first execution
Why clients trust it
Diffs + rollback

No guarantees: PENMAN does not promise citations or stable inclusion. It provides measurable signals and controlled execution with explicit publishing.

Client-ready outputs
Screenshot
Agency client overview screenshot
Benefit: align stakeholders on one source set and one action plan.

Why agencies win with PENMAN

The hard part isn’t “ideas.” It’s proof, prioritization, and approvals. PENMAN is designed to make AEO/GEO delivery repeatable.

Proof over opinions

Visibility runs create a shared baseline—so you don’t spend meetings debating “AI said…” anecdotes.

Explainable recommendations

Compare to AI-selected sources and translate gaps into a clear task list clients understand.

Approval-friendly execution

Draft-first publishing with diffs and rollback makes client approvals faster and safer.

Packaged deliverables

Sell “AI visibility sprints” with a consistent output format and a repeatable monthly rhythm.

Cross-module consistency

Link Sets and HTML Templates help keep output structured and reviewable across accounts.

Voice control (optional)

AI Personas can keep a consistent “client brand voice” across content and EEAT campaigns—without changing strategy decisions.

Delivery flow Sprint-ready

AEO/GEO delivery clients can understand

The agency advantage is clarity. PENMAN packages the work into a loop that’s easy to communicate and easy to approve.

Guardrail: draft-first by default, explicit approval to publish, diffs for review, rollback available.
  1. 1
    Run AI Visibility on priority pages

    Establish a baseline source set and normalize results into easy tiers (high / medium / low).

  2. 2
    Compare against AI-selected sources

    Identify why other sources are selected and convert it into explainable recommendations for the client.

  3. 3
    Generate draft-ready updates

    Create content improvements and internal linking updates as drafts—structured and reviewable.

  4. 4
    Review diffs → approve → publish explicitly

    Clients see exactly what changed. You publish only after explicit approval. Roll back if needed.

  5. 5
    Re-run to measure movement

    Repeat the loop monthly to sustain momentum and keep visibility improvements measurable.

Bundled service idea

Offer “AI Visibility Sprints”: baseline + comparison + draft batch + approval + re-run next cycle.

Works best with

HTML Templates (format contract), Link Sets (approved references), and AI Personas (voice layer).

Fewer status calls. Faster approvals.

Agencies win when the client sees progress clearly. Draft-first changes and diffs reduce back-and-forth and protect production sites.

  • Review only what changed (diffs), not entire pages.
  • Roll back quickly when a change isn’t worth keeping.
  • Standardize deliverables across accounts with the same workflow loop.
Draft-first execution
Diffs → approval → explicit publish → rollback
Screenshot
Agency diffs and approvals screenshot
Benefit: clients approve faster because changes are transparent and reversible.
Agency starting point

Start with 1–2 pilot clients. Choose 10–30 priority pages. Run AI Visibility, compare sources, ship a draft batch, and re-run next cycle. Sell it as a recurring service with a clear monthly rhythm.

Reminder: PENMAN does not guarantee citations, rankings, or Discover placement—only measurable signals and controlled execution.

For agencies

Make AI visibility your next retained service.

Deliver a repeatable loop: visibility runs → comparisons → recommendations → draft-first WordPress execution with diffs and rollback. Publishing is always explicit.