Available
Specialized crawler agent
RankLabsBot follows sitemaps and evidenced internal links to capture exact public pages without inventing routes.
- Raw page evidence
- Metadata and canonicals
- JSON-LD and entity signals
Presence Manager
Observe how your organization appears in stored AI answers and which evidence supports each finding.
Presence Manager is the Observe capability within RankLabs. It connects public-web signals, stored AI answers, citations, competitor observations, and evidence-linked diagnostics without claiming control over model outcomes.
Presence Manager evidence
See the evidence behind every observation.
Presence Manager combines the RankLabs crawler agent, stored AI observations, and explicitly connected first-party sources so teams can inspect what supports a finding and what remains unavailable.
Enabled providers
AI observation integrations
Stored OpenAI and Google AI observations preserve prompt, provider, answer, citation, and run context within enabled scope.
- Answers and citations
- Prompt-level observations
- Provider and run lineage
Connection required
First-party integrations
Commercial, analytics, advertising, billing, CRM, and outcome evidence is used only when a supported source is connected and validated.
- Source-specific semantics
- Coverage and freshness
- Unknown stays unknown
Captured sources
Public web, AI providers, approved integrations
Evidence foundation
Lineage, coverage, contradictions, unknowns
Supported analysis
Findings and recommendations with limits
Where AI-mediated discovery enters the journey
01
People ask AI systems questions
02
Stored answers include or omit products
03
Competitors may appear in the same answers
04
Ads, site visits, and checkout may occur later
05
Commercial impact still requires outcome evidence
Presence Manager observes this decision window. It does not treat visibility as revenue or model selection as a causal outcome.
Two views of the Observe layer
Presence Manager separates stored observations from governed recommendations so evidence does not become an unsupported action claim.
Preserve commercial evidence boundaries
Observed Competitor Appearance
Comparable stored answers where competitors appear and your brand does not
Observed Brand Omission
Enabled prompts where your brand does not appear in the stored answer
Outcome Evidence Status
Whether approved commercial sources and measurement windows are available
Decision Readiness
Whether the evidence supports a next step or remains inconclusive
Visibility is not revenue. Commercial measures and causal impact remain unavailable unless exact sources, interventions, populations, and outcome windows support them.
Content evidence and recommendation scope
RankLabs can identify supported content and entity-clarity gaps and organize evidence-backed recommendations. It does not publish or change external content without separate authorization and execution controls.
A recommendation is not an intervention, and an observed change is not proof of impact.
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.
Ready to build from trusted evidence?
See the crawler, AI observations, and evidence boundaries behind each supported finding.