The AI Visibility Operating System

The complete AI Visibility methodology.

SeenAndCited is not a monitoring tool. It is a full AI Visibility Operating System — nine connected stages, grouped into three commercial phases, that discover opportunities, improve visibility and prove the outcome.

How SeenAndCited worksHow SeenAndCited measures AI visibility

  1. Phase 1·Discover

    Understand the client. Uncover the opportunities. Identify the gaps.

    Jump to stages
  2. Phase 2·Improve

    Turn evidence into action. Prioritize. Implement. Publish.

    Jump to stages
  3. Phase 3·Prove

    Measure the work. Prove the outcome. Improve the loop.

    Jump to stages

Nine stages. One connected loop. Every phase produces evidence for the next — and every outcome feeds back into the next round of discovery.

Phase 1 · Discover

Understand the client. Uncover the opportunities. Identify the gaps.

Every engagement starts with an evidence-backed picture of the business, how AI currently describes it, what customers actually ask AI, and where authority is being lost to competitors.

Business Discovery

Establish what the business actually is, sells and stands for.

AI Understanding

Measure how AI describes and understands the business today.

Prompt Discovery

Discover the prompts real customers ask AI — and who wins them.

Authority Discovery

Find the authority and content gaps behind competitor visibility.

Phase 2 · Improve

Turn evidence into action. Prioritize. Implement. Publish.

Discovery data is only useful if it turns into work that ships. The Improve phase converts every gap into a prioritized, evidence-backed recommendation — with the guidance and publishing tools to actually complete it.

Prioritized Recommendations

One unified, capped queue of the highest-impact next moves.

Workflow & Implementation Guides

Get work from idea to shipped — with real guidance.

Content Generation & Publishing

Draft, review and publish content built for AI answer engines.

Phase 3 · Prove

Measure the work. Prove the outcome. Improve the loop.

Recommendations are only useful if they move the needle. Every completed action is re-measured against the same evidence base it was recommended from — and those outcomes make the next round of recommendations sharper.

Outcome Measurement

Re-measure every completed recommendation at T+7 and T+30.

Continuous Improvement

Feed outcomes back into the loop — for the platform and the client.

The Delivery Layer

Built for repeatable AI Visibility delivery.

Around the 9-stage methodology sits everything needed to actually deliver — for a team, for an agency, and for the end client.

Live Client Portal

A branded, live portal per client — continuous visibility into AI Understanding, AI Readiness, recommendations, completed work, outcomes and progress. Replaces static monthly PDF reports.

Teams, Roles & Workspaces

Invite teammates and clients by email, assign granular permissions and share workspaces across sites — with a full activity audit trail.

Reports & Monthly Summaries

Visibility, citation share, authority progress and Recommendation Success reports for stakeholders — plus in-portal monthly summaries and notifications.

Commercial Reporting (Agencies)

Revenue, margin and service-line reporting alongside the AI Visibility work being delivered — so agencies can run AI Visibility as a real service line.

White-Label Delivery

Agency-branded portals, own-domain client portal support and per-client branding — so the operating system feels like part of your agency.

Continuous Monitoring

Scheduled probe re-runs, citation share tracking against named competitors and change alerts — so the loop keeps running between reviews.

Run the complete AI Visibility loop.

Experience the complete SeenAndCited workflow with your own business for 14 days — no card required.