AI recommendation monitoring and GEO optimization

Is your business ready to be understood—and recommended—by AI?

AI readiness is the foundation behind recommendation performance: clear public facts, sources that support them and a workflow that can correct gaps. Edith monitors what AI says, Homer governs approved facts, and Friday advances authorized GEO work.

Four conditions behind reliable AI recommendations

01

Discoverable

Relevant customer questions can reach the right official pages, product data and public sources.

02

Understandable

Brand identity, product relationships, specifications and buying contexts are explicit rather than inferred.

03

Supportable

Important claims are current, attributable and backed by evidence that can be checked.

04

Operable

Owners can detect drift, approve corrections, publish changes and retest under comparable conditions.

Readiness is not the recommendation result. It describes the conditions a business can improve. Whether a model actually mentions, cites or recommends you still has to be observed.

One readiness path, three products

01 · MONITOR

Edith shows where you stand

Monitor category, comparison and buying questions, retain raw answers and establish a comparable baseline.

Explore Edith →02 · GOVERN FACTS

Homer establishes what is approved

Connect sources, evidence, versions, owners, markets, validity and public permissions in one governed record.

Explore Homer →03 · ADVANCE WORK

Friday moves gaps toward resolution

Turn confirmed gaps and approved facts into automated GEO tasks, reviewable assets, publication records and retest requests.

Explore Friday →

What a readiness review examines

What AI says now

Questions, models, raw answers, visible citations, recommendation context and differences across repeated runs.

What the business can prove

Official sources, approved brand and product facts, accountable owners, markets, validity and public permissions.

What can be improved

Owned pages, product data, structured data, controlled channels, external source opportunities and publication workflow.

What you receive

  • A defined brand, product, market and model scope
  • A question set covering category, comparison and buying situations
  • Raw answers and visible citations retained by Edith
  • Fact conflicts and missing evidence routed into Homer
  • A prioritized GEO work plan for Friday to advance within the approved scope
  • A clear decision on whether a formal baseline and comparable retest are warranted

Automation still has an approval boundary

Friday can prepare tasks, drafts and publication materials automatically. It cannot approve enterprise facts or publish externally without an accountable owner. Readiness includes the ability to move quickly without losing control of what the business says.