Manage
Review evidence-backed recommendations and their authority boundaries.
Manage organizes supported gaps and proposed next steps. It does not execute external changes or claim validated outcomes without separate approval, action evidence, and measurement.
Review governed recommendations
Manage separates supported recommendations from external execution and measured outcomes.
Review eligibility and data clarity
Inspect supported gaps in the signals available to AI systems.
Inspect policy and trust evidence
Identify ambiguity and unavailable evidence without guessing model intent.
Evaluate prompt and content coverage
Compare observed prompt themes with available public evidence.
Define a measurement requirement
Specify what intervention and outcome evidence would be needed to evaluate a change.
Monitor observed displacement
Review comparable prompt runs without presenting the difference as causal.
Connect approved business context
Shopify
Products, collections, pricing, and inventory when connected
Google Analytics
Provider-reported sessions and conversion context when connected
Google Ads
Provider-reported spend and campaign context when connected
Commercial and acquisition context is shown only for explicitly connected, validated sources and never becomes revenue authority by itself.
Frequently Asked Questions
Common questions about Manage.
What is Manage?
Manage is the governed recommendation side of Presence Manager. It organizes data clarity and eligibility gaps, policy and trust evidence, and prompt and content coverage, each with the evidence and limitations behind it.
Does Manage apply changes automatically?
No. Your team reviews each recommendation. External actions require separate authorization and execution controls, and a recommendation does not imply that any change will be made.
What kinds of recommendations does Manage make?
Recommendations within supported scope, such as missing or inconsistent structured data, unclear product or entity information, and prompt coverage gaps found in the evidence. Each one states what it is based on and what it cannot show.
Do I need to connect Shopify or other systems to use Manage?
No. Recommendations based on your public site need no connection. A connected source, such as a Shopify catalog, adds product context only after you authorize it and RankLabs validates it.
Ready to build from trusted evidence?
See the crawler, AI observations, and evidence boundaries behind each supported finding.