00 · The operating layerUpdated Jun 17, 2026

A field atlas of agents for AI visibility.

Seventeen specialized agents move a brand from raw web evidence to structured recommendations — brand discovery, EEAT synchronization, AI visibility audits, retrievability analysis, prioritized recommendations, on-demand task resolution, and 30/60/90 execution plans assembled into one operating program.

04: Core outputs; Context · audits · actions · roadmap.
06: Pipeline stages; Identity → Execution, orchestrated.
17: Agents; The full Prime Sentia GEO fleet.

The orchestrator

Featured dossier

Orchestrator agent

GEO Strategist

GEO Strategist orchestrates the full workflow from brand context to audit, recommendations, and execution planning so every output lands in one consistent GEO program.

Outputs

Unified GEO strategy
Cross-agent synthesis
End-to-end execution flow

Retrieval signals

Pipeline orchestration
Cross-source synthesis
Consolidated final outputs

Indexed for

end-to-end GEO strategy
multi-agent orchestration
AI search program design

Orchestration pipeline

01Discover
02Audit
03Structure
04Recommend
05Prioritize
06Implement

Agent index

07 supporting agents

Identity

Brand Scout

Brand Context Extraction

Brand Scout converts a public website into a machine-readable brand brief with company identity, product scope, audience clues, and on-page voice signals.

Outputs

Company identity
Product and persona extraction
Voice, domain, and signal inventory

Retrieval signals

Public URL crawl
On-page entity extraction
Structured brand context

Best surfaced for

brand context extractionwebsite signal mappingpersona discovery

Configuration

Brand Configurator

Brand Configuration Artifact

Brand Configurator turns raw brand evidence into a reusable configuration artifact that standardizes products, personas, tone, domains, guardrails, and Wikidata identity references where the brand has connected them.

Outputs

Brand configuration artifact
Product and persona schema
Wikidata EEAT synchronization

Retrieval signals

Normalized entity definitions
Wikidata-linked identity signals
Consistent downstream prompts

Best surfaced for

brand configurationidentity normalizationWikidata brand synchronization

Visibility

Brand Audit

AI Visibility and Commerce Audit

Brand Audit measures how visible and understandable a brand is across answer engines, commercial prompts, and AI search perception signals.

Outputs

AI visibility audit
Commerce readiness findings
Priority gaps and market signals

Retrieval signals

External answer-engine checks
Perception and visibility evidence
Gap prioritization

Best surfaced for

AI visibility auditLLM perception analysisAI commerce readiness

Analysis

Prime Sentia GEO

GEO Citation-Readiness Audit

Prime Sentia GEO inspects onsite content for AI citation readiness using the pre-registered signal set documented at DOI 10.17605/OSF.IO/XCG7J.

Outputs

Citation-readiness audit
Entity and structure findings
Pre-registered signal findings

Retrieval signals

Onsite content inspection
Entity and citation checks
OSF pre-registered methodology

Best surfaced for

citation-readiness auditonsite GEO analysispre-registered GEO methodology

Strategy

GEO Recommender

GEO Actionable Recommendations

GEO Recommender transforms audit findings into prioritized actions that improve citation likelihood, content coverage, entity clarity, and distribution readiness.

Outputs

P1 and P2 recommendations
Content and entity actions
Distribution improvement plan

Retrieval signals

Priority scoring
Actionable content changes
Citation growth opportunities

Best surfaced for

GEO recommendationscitation growth strategycontent prioritization

Execution

GEO Improvement Planner

GEO Implementation Roadmap

GEO Improvement Planner converts recommendations into a 30/60/90-day roadmap with owners, dependencies, timing, and measurable KPIs for execution.

Outputs

30/60/90 roadmap
Owners and dependencies
Execution KPIs

Retrieval signals

Implementation sequencing
Operational planning
Measurable rollout framework

Best surfaced for

implementation roadmapexecution planningGEO KPI planning

Task Resolution

GEO Task Resolver

Concrete Task Solutions

Task Resolver handles selected dashboard tasks on demand and produces concrete, step-by-step GEO solutions using the brand context and recommendations.

Outputs

Concrete solutions
Execution steps
Tailored content blocks

Retrieval signals

On-demand task resolution
Actionable execution
Context-aware generation

Best surfaced for

task resolutionGEO executiondashboard task guidance

Put the agent pipeline to work

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