Your next buyer starts with an AI answer.
Category education, product shortlists, “best tools for X”… AI is shaping evaluation before users ever reach your site. PENMAN helps you measure AI source selection, compare against AI-selected sources and ship draft-first updates safely.
Be cited & preferred.
Visibility → gaps → drafts.
Diffs + rollback.
When answers move upstream, brand preference is decided earlier.
The new battleground is “who gets selected as a source.”
Gartner predicts traditional search engine volume will drop by 25% by 2026 as users shift toward AI chatbots and virtual agents.
Bain reports ~80% of consumers rely on zero-click results for at least 40% of searches, reducing organic traffic by an estimated 15–25%.
Adobe reported AI-driven referral traffic grew more than tenfold (Jul 2024 → Feb 2025) in the U.S., showing AI assistants are becoming discovery surfaces.
SaaS-specific reality
- AI answers compress your funnel: category definition → shortlist → “why this tool” happens before a click.
- Your messaging competes with whatever sources AI selects — review sites, docs, communities, competitors.
- The safest growth move is operational: measure selection → close gaps → ship drafts with approvals → repeat.
OpenAI introduced “shopping research” in ChatGPT to help users evaluate and compare options — an example of AI moving deeper into decision journeys.
Lock your positioning. Win the listicle.
Set your Brand context once — tagline, USPs, forbidden phrases. Add Products and Product Sets. AI quotes only the features you actually entered, so reviews and roundups stay accurate at scale.
- Multi-model AI Visibility (GPT, Claude, Perplexity)
- Round-up & comparison generation from Product Sets
- On-site EEAT campaigns: in-content discussions on your blog
- Drafts-only WordPress publishing — nothing live without review
From “AI said…” to “we shipped.”
PENMAN turns AI visibility into a repeatable workflow your marketing, product and content teams can run together — without risky publishing.
AI Visibility on key pages
Run visibility checks on category pages, comparisons, integration pages and “how it works” content to see selection strength.
AI Competition comparisons
Compare your content against the sources AI already prefers — then convert differences into clear, actionable tasks.
Content built for AI answers
Create structured, extractable explanations: categories, use cases, “how it differs” pages — without generic output.
Draft-first execution
Prepare changes as drafts, review diffs, publish explicitly and roll back safely. Built for teams with approvals.
Semantic internal linking
Strengthen topic relationships across your site so AI can connect product pages to your category authority.
Voice control (optional)
Use AI Personas to keep output consistent across teams (PMM, content, devrel) — without letting voice change strategy.
Own the category narrative.
AI often builds its explanation from the sources it trusts most. PENMAN shows those sources, then helps you close the gap — so your framing becomes easier to select.
- Align PMM + content on one source set (no more “AI said…” anecdotes).
- Turn comparisons into an actionable backlog (structure, coverage, clarity).
- Ship in cycles with draft-first changes, diffs and rollback.
Pick 10–25 priority pages.
Category hub, “alternatives,” integrations, “how it works,” and top use cases. Run AI Visibility, compare sources, draft improvements, review diffs, publish explicitly, then re-run next cycle.
Treat it as a monthly “AI visibility sprint” shared across PMM + content.
- HTML Templates — format contract
- Link Sets — approved references
- AI Personas — voice layer
Make your category pages easy for AI to select.
Measure visibility, compare against AI-selected sources and ship draft-first updates with diffs and rollback. Publishing is always explicit.