Rivac AI LabsAI Citation Strategist
AI answer engines are quietly becoming a primary discovery channel, when a buyer asks ChatGPT or Perplexity to recommend a solution, most brands have no idea whether they're mentioned at all, let alone why. This service builds the overarching AEO/GEO strategy: benchmarking current citation rates across the major engines, diagnosing why competitors get recommended and you don't, and setting the prioritized roadmap that every other AEO workstream executes against. It's for leadership teams who know AI search matters but don't yet have a coherent plan, or who've bought a handful of one-off AEO tactics without a strategy tying them together. The end state is a clear, evidenced answer to why you do or don't get cited, and a sequenced plan to close the gap.
This is a capability we deliver for you as a service, not a role we’re hiring for.
How We’d Approach This
A clear, staged plan, not a black box
These are the service-specific steps inside our six-step process.
- 1
Sample real buyer-intent prompts across ChatGPT, Claude, Gemini, and Perplexity to establish a baseline citation rate and diagnose the gaps.
- 2
Pilot one high-priority fix (a content gap, an entity gap, a structural gap) against a defined set of tracked prompts.
- 3
Review the shift in citation rate and share of voice with you before committing to the full roadmap.
- 4
Build and sequence the full AEO strategy across content, technical, and authority workstreams, then operate a recurring measurement cycle to keep it current.
What You Get
Deliverables from this engagement
- A baseline AI-citation and share-of-voice report across all major engines
- A prioritized AEO/GEO strategy roadmap
- A tracked prompt set used to measure progress over time
- A quarterly strategy review cadence
Six Ways We Could Architect This
Different engagement, different build, pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Read all 6 architectures as text
Lean Fast-Start Architecture
Benchmarking
- Brand And Competitor List Defined
- Sample Buyer Questions Drafted
- Manual Prompts Run Across Engines
Diagnosis
- Citation Presence Logged
- Competitor Citation Comparison
- Gap Themes Identified
Strategy
- Prioritized Roadmap Draft
- Quick Win List
Delivery
- Leadership Readout Session
- Final Strategy Document
- Workstream Assignments
- Baseline Saved For Tracking
Cloud-Native / Managed Services Architecture
Data Layer
- Managed Prompt Testing Platform
- AI Engine API Connectors ChatGPT Claude Gemini Perplexity
- Response Capture Database
Analysis Operations
- Citation Rate Scoring Service
- Competitor Benchmark Engine
- Share Of Voice Calculator
Strategy Layer
- Roadmap Prioritization Model
- Strategy Document Generator
Delivery
- Client Facing Strategy Dashboard
- Automated Refresh Schedule
- Executive Reporting Export
- Workstream Tracker Sync
Event-Driven & Automation-First Architecture
Triggers
- Monthly Benchmark Cycle Starts
- Automated Prompt Batch Dispatched
- Competitor Launches New Content
- Auto Flagged For Recheck
Automation Layer
- Auto Query Across AI Engines
- Auto Citation Detection
- Auto Updated Share Of Voice Score
Review Gate
- Significant Score Change Detected
- Alert Sent To Strategy Lead
- Logged In Trend Database
Delivery
- Automated Monthly Digest
- Slack Notification To Stakeholders
- Roadmap Auto Reprioritized
Enterprise-Grade & Compliance-Ready Architecture
Governance Layer
- Brand Messaging Guardrails
- Legal Review Of Claims
- Approved Source List
Secure Process
- Access Controlled Benchmark Data
- Role Based Stakeholder Access
- Versioned Strategy Documents
Auditable Analysis
- Documented Methodology
- Cross Functional Review Board
- Decision Rationale Log
Compliance Delivery
- Audit Trail Export
- Redundant Data Archive
- Signed Off Strategy Document
- Quarterly Governance Review
AI-Augmented, Human-in-the-Loop Architecture
Data Ingestion
- Buyer Intent Question Set
- Raw AI Engine Responses
AI Analysis Layer
- AI Response Analysis Engine
- Draft Citation Scoring
- Draft Gap Diagnosis
Human in the Loop
- Strategist Review Session
- Diagnosis Accurate And Actionable
- Flag Corrections To AI Engine
- Human Approved Strategy Findings
Delivery
- Prioritized Roadmap Published
- Leadership Presentation
- Workstream Kickoffs
- Ongoing Benchmark Tracking
Integration-Heavy / Ecosystem-Connected Architecture
Client Systems
- Client CMS And Content Calendar
- SEO Analytics Platform
- Sales CRM Win Loss Data
Strategy Core
- AEO Strategy Engine
- Citation Diagnosis Model
- Prioritized Roadmap Output
Two Way Sync Layer
- Content Calendar Sync
- SEO Platform Tag Sync
- Marketing Team Dashboard
- SEO Team Dashboard
Shared Governance
- Joint Review With Marketing Leadership
- Published Cross Functional Roadmap
More in Answer & Generative Engine Optimization (AEO/GEO)
- AEO Foundations Architect
AI Engine Optimization infrastructure, llms.txt files, AI-aware robots.txt, and agent-discovery file setup.
- Agentic Search Optimizer
WebMCP and agentic-task-completion optimization that makes a site usable and actionable by AI browsing agents.
- AI Visibility Snapshot
A fast, low-cost scan of how a brand currently appears (or doesn't) across major AI answer engines.
- AEO Audit
The flagship diagnostic: hundreds of buyer-intent prompts sampled across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews to score citation rate, share of voice, and sentiment.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.
Talk to us about AI Citation StrategistMost engagements like this start as a $500–$2,500 pilot, see full pricing.