AI recommendation monitoring and GEO optimization

One bounded project, from baseline to verified post-test.

V1 tests the operating loop within a bounded real-world pilot before the organization expands models, markets, products or publication channels.

The first vertical slice

Edith · Baseline

One project

One brand or offering, one market and language, two retrieval-capable models and 8–12 confirmed questions.

Homer · Fact decision

One accepted issue

One issue supported by answer and citation evidence, with a recorded owner and decision.

Friday · Authorized action

One owned-web source

One fact-grounded content package, named-human approval and publication to an authorized website destination.

Edith · Comparable retest

One comparable post-test

A verified live URL, matching content hash, same measurement specification and bounded effect verdict.

What remains visible

  • The exact question, model, time, raw answer and visible source URL
  • The approved fact versions used by each generated claim
  • The issue decision, content version, approver and target destination
  • The publication verification and reason a post-test is or is not eligible
  • A bounded conclusion that does not confuse before-and-after movement with causation

Free check or formal project?

Free check

A limited API check for discovering an initial signal. Source analysis is outside this initial scope.

Start the free check →

Formal project

A confirmed scope, retrieval-capable monitoring, source analysis, approved action, verified publication and comparable post-test.

Discuss the formal scope →