Product modules Measure → Explain → Execute
Features
PENMAN is a modular system for AEO/GEO. Run AI Visibility, compare against AI-selected sources, generate recommendations and drafts, then ship safely in WordPress with diffs and rollback.
PENMAN is a workflow tool — not an SEO suite. It’s built around safe execution.
- Draft-first changes with diffs and rollback.
- No auto-publish by default (explicit approval).
- No guaranteed citations or Discover placement.
Core modules
Start with AI Visibility and Safe Execution — then add modules as your workflow grows.
Measure whether AI uses your pages as sources. See source sets, relevance tiers, and “included vs ignored”.
Compare vs the sources AI already prefers for your intents. Turn gaps into explainable recommendations.
Intent → outline → draft. Build structured, AI-readable content and stage it safely in WordPress.
Draft-first changes with diff review, revision history, and rollback. Publishing is explicit.
Propose contextual links and anchors that strengthen topic relationships AI can understand.
Identify readiness signals and risk flags for recommendation traffic (no guarantees).
Governance & workflow controls
Keep output consistent, controlled, and reviewable across teams and clients.
Govern formatting and structure before anything becomes a draft.
Approved destination libraries used across linking and EEAT workflows.
Voice and style constraints for content and campaign outputs.
Controlled comments and discussions with governance and logs.
Readability and structural prerequisites that enable better AI visibility outcomes.
Logs for actions and a reviewable execution path across modules.
See the modules in action
AEO/GEO becomes manageable when you can see source selection and ship changes safely.
Run AI Visibility — then ship draft-safe improvements.
Start free, pick one topic/intent set, and run a full loop: measure → recommend → draft → review → publish.