SEARCH & AI VISIBILITY ARCHITECT

    Your Brand Doesn't Just Need to Rank.It Needs to Be the Answer.

    By Marjohn Robillo·SEO & GEO Architect·LinkedIn

    I engineer the content architecture, schema, and entity signals that rank your pages in Google and Bing and get your brand cited by ChatGPT, Gemini, Claude, and Perplexity. 5+ years architecting revenue systems and search visibility for high-growth teams across the US, Canada, Australia, and the UK. Zero account managers between us. No keyword stuffing. No generic AI copy. Just production-grade SEO, GEO, and AEO engineered to compound your pipeline.

    Book a Free Visibility Audit

    30 min · Free · No commitment

    Trusted by High-Growth Agencies & Enterprises Across 4 Continents
    Cleany.ca Franchise Ops — live platform screenshot
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    Cleany.ca Franchise Ops

    Architected multi-location automated dispatch, real-time booking, Stripe checkout flow, and two-way SMS crew notification systems.

    Spectacular Academy — live platform screenshot
    LMS IntegrationCourse CheckoutStudent Recall

    Spectacular Academy

    Engineered high-converting curriculum enrollment funnels, automated onboarding workflows, and student retention follow-up sequences.

    Preclose.ai Inbound CRO — live platform screenshot
    Sales Call AnalysisFunnel CROPre-Call Nurture

    Preclose.ai Inbound CRO

    Architected post-click inbound conversion funnels, pre-call sales nurture workflows, and automated pipeline leak audits.

    AI Ad Machine & CRM — live platform screenshot
    Multi-Ad GenerationLead CRMListing Engine

    AI Ad Machine & CRM

    Engineered automated ad testing pipelines, dynamic budget optimization, real estate CRM routing, and listing follow-up workflows.

    MultiplyME Training & SOPs — live platform screenshot
    Video OnboardingSOP AutomationStaff Portals

    MultiplyME Training & SOPs

    Architected automated video onboarding workflows, QR-triggered SOP delivery systems, team training vaults, and client portal access pipelines.

    Cleany.ca Franchise Ops — live platform screenshot
    Franchise RoutingLive BookingStripe Sync

    Cleany.ca Franchise Ops

    Architected multi-location automated dispatch, real-time booking, Stripe checkout flow, and two-way SMS crew notification systems.

    Spectacular Academy — live platform screenshot
    LMS IntegrationCourse CheckoutStudent Recall

    Spectacular Academy

    Engineered high-converting curriculum enrollment funnels, automated onboarding workflows, and student retention follow-up sequences.

    Preclose.ai Inbound CRO — live platform screenshot
    Sales Call AnalysisFunnel CROPre-Call Nurture

    Preclose.ai Inbound CRO

    Architected post-click inbound conversion funnels, pre-call sales nurture workflows, and automated pipeline leak audits.

    AI Ad Machine & CRM — live platform screenshot
    Multi-Ad GenerationLead CRMListing Engine

    AI Ad Machine & CRM

    Engineered automated ad testing pipelines, dynamic budget optimization, real estate CRM routing, and listing follow-up workflows.

    MultiplyME Training & SOPs — live platform screenshot
    Video OnboardingSOP AutomationStaff Portals

    MultiplyME Training & SOPs

    Architected automated video onboarding workflows, QR-triggered SOP delivery systems, team training vaults, and client portal access pipelines.

    Interactive 60-Second Self-Diagnostic

    Score Your AI & Search Visibility

    Answer 6 quick questions to see whether your brand is engineered to be cited by ChatGPT, Gemini, and Claude — or completely invisible.

    Q01

    Does ChatGPT, Gemini, or Claude cite your brand by name when asked about top solutions in your niche?

    If LLMs recommend competitors or speak generically, you are losing generative search market share.

    Q02

    Does your website emit valid JSON-LD schema (Organization, Person, Article, FAQPage) with @id nodes?

    Structured data teaches AI crawlers your canonical entity definitions and relationships.

    Q03

    Is your content structured into 'Citable Chunks' with answer-first leads and standalone Q&A blocks?

    LLMs extract short, fact-dense, answer-first blocks rather than walls of marketing prose.

    Q04

    Do you have an /llms.txt or /llms-full.txt file configured for AI web crawlers?

    A standardized llms.txt provides AI agents with a machine-readable map of your key pages.

    Q05

    Is your author or brand entity corroborated across third-party surfaces (LinkedIn, Crunchbase, Wikidata)?

    LLMs require sameAs corroboration from external databases to trust and cite your entity.

    Q06

    Does your internal link graph use topically-clustered, non-repetitive anchors between related pages?

    Contextual internal links pass semantic authority and prevent keyword cannibalization.

    Progress: 0 of 6 answered
    IS THIS YOUR SEARCH PRESENCE?

    The Symptoms ofInvisible Content.

    If two or more of these feel familiar, the issue usually isn't another blog post. It's the architecture underneath your visibility.

    SYMPTOM 01

    You rank on page 1, but LLMs never cite you

    Your pages hit top positions in Google, but ChatGPT, Gemini, and Claude answer buyer prompts without ever mentioning your brand.

    SYMPTOM 02

    Traffic plateaus while competitors climb

    You publish consistently, but organic traffic flatlines and competitors with thinner content outrank and out-cite you.

    SYMPTOM 03

    Content reads like generic AI regurgitation

    Your articles cover the exact same points as top results, with no citable chunks, unique frameworks, or original data worth extracting.

    SYMPTOM 04

    Schema & structured data are missing or broken

    No FAQPage, Article, Person, or Service schema. Search crawlers and AI bots can't parse your entity, so they skip you.

    SYMPTOM 05

    Hired 'SEO writers' who were task-takers

    You hired freelancers who stuffed keywords post-by-post instead of architecting an authority entity that compounds.

    SYMPTOM 06

    Growth outpaces your search architecture

    Your business is scaling rapidly, but your content topology, internal links, and entity signals can't keep up with buyer queries.

    Get a Free Visibility Audit

    If 2+ symptoms hit, let's audit the architecture underneath.

    WHAT I BUILD — THE 3 PILLARS

    Production-GradeSEO & GEO Architecture.

    Not content volume. Engineering the content, schema, and entity infrastructure that ranks in Google/Bing and gets cited by ChatGPT, Gemini, and Claude across hundreds of queries without breaking.

    SELECTED ARCHITECTURE BUILDS
    LIVE SYSTEM
    ENTITY
    01 • ENTITY

    Entity & Knowledge Graph Map

    Consolidated author entity, sameAs corroboration, and structured data that make Google and LLMs recognize one canonical source.

    View architecture
    LIVE SYSTEM
    CITABILITY
    02 • CITABILITY

    Citable Chunk Architecture

    Answer-first leads, definition boxes, and standalone Q&A chunks engineered to be lifted verbatim by AI engines.

    View architecture
    LIVE SYSTEM
    TOPOLOGY
    03 • TOPOLOGY

    Internal Link Graph

    Contextual, topically-clustered internal links that route authority and teach crawlers entity relationships.

    View architecture
    LIVE SYSTEM
    SCHEMA
    04 • SCHEMA

    Schema & Structured Data Layer

    Article, FAQPage, Person, BreadcrumbList, and Service schema that parse cleanly into rich results and AI citations.

    View architecture
    THE VISIBILITY ARCHITECTURE UNDERNEATH

    Six systems that make the whole stack rank and get cited.

    DEPLOYED AT SCALE

    Generative Engine Optimization (GEO)

    Content engineered for ChatGPT, Gemini, and Claude retrieval — answer-first structure, third-party corroboration, and citable chunks.

    Search Ranking Architecture

    Technical SEO, semantic HTML, canonical tags, and Core Web Vitals tuned to rank in Google and Bing for high-intent queries.

    Answer Engine Optimization (AEO)

    FAQ schema, definition boxes, and standalone Q&A blocks that position your content as the verbatim answer AI engines lift.

    Entity & Knowledge Graph Consolidation

    Canonical author entity, sameAs corroboration across LinkedIn, Crunchbase, Wikidata, and structured data that consolidate your brand under one recognized @id.

    Contextual Internal Link Graph

    Topically-clustered, non-repetitive internal links that route authority and teach crawlers entity relationships without keyword stuffing.

    Schema & Structured Data Layer

    Hand-built Article, FAQPage, Person, BreadcrumbList, and Service schema that parse cleanly into rich results and AI citations.

    Citable. Entity-consolidated. Built for production.

    Scope My Build

    Want this built for your system? Let's scope it.

    The Real Cost

    What Invisible Content Actually Costs You.

    Zero AI citations

    When ChatGPT, Gemini, and Claude answer your buyer's query, they name a competitor — every AI search is a lost customer lead.

    10+ hours/week wasted

    spent publishing articles that never rank or get cited — over $30K/year of wasted effort with no compounding pipeline return.

    Fragmented Entity Debt

    Without a consolidated author and brand entity, Google and LLMs treat your content as background noise rather than a canonical source.

    Every month you wait, citation debt compounds while competitors capture AI market share. An architect fixes the root, not the symptom.

    The Build Process

    How I Architect Your Visibility System.

    A 4-phase process from audit to scale. No black boxes. You approve every blueprint before I touch production.

    01

    1. Visibility & Entity Audit

    3–5 days

    I map your current rankings, AI citations across ChatGPT/Gemini/Claude, schema gaps, and entity fragmentation. Delivered as a written audit with exact query gaps.

    02

    2. Architecture Design

    5–10 days

    Entity map, content cluster topology, citable-chunk framework, and schema layer — designed before writing any code. You approve before production touch.

    03

    3. Build & Deploy

    10–20 days

    Citable content architecture, structured data, internal link graph, and entity corroboration. Version-controlled and tested against real AI query shapes.

    04

    4. Scale & Citation Loop

    Ongoing

    Prompt citation tracking, content refreshes, schema updates, and new cluster builds as you grow. A documented learning loop, not a mysterious agency retainer.

    Start the Free Audit

    Stop the bleed. Start with a free visibility audit.

    System Rescue & Migration

    Inherit a Broken SEO Build?I Audit Before I Touch It.

    Most of my engagements start with a tangle of keyword-stuffed content another freelancer left behind. Here's how I take it over without anything breaking.

    01

    Map

    I document every page, schema tag, internal link, and entity signal in your current setup before touching anything. No surprises, no silent deletions.

    02

    Document

    A written architecture report of what exists, what's broken, and what must be preserved, so you own the map of your own visibility.

    03

    Rebuild

    I engineer the corrected content and schema architecture in a controlled staging environment, version-controlled and tested against real query shapes.

    04

    Verify

    Migration completes only after a query-by-query verification pass. Zero ranking loss is the standard, not a hope.

    Zero ranking loss isn't a promise. It's a 4-step process that starts with documentation, not deletion.

    Audit My Visibility

    Inheriting a broken SEO build? I audit before I touch anything.

    Client Results

    What Happens After the Architecture.

    “Within two months ChatGPT started citing our guides by name. Organic traffic from Bing doubled. Highest ROI hire this year.”

    2xBING TRAFFIC DOUBLED
    Portrait of David L.
    David L.
    VP Operations, SaaS Company

    “He rebuilt our schema and entity signals and we went from invisible to the cited source on our top five queries. Closed-won rate up 23% in one quarter.”

    Top 5QUERIES CITED BY AI
    Portrait of Kevin P.
    Kevin P.
    Sales Director, Insurance Brokerage

    “Decision velocity tripled. He is the architect behind our scaling from $200K to $600K monthly revenue. The visibility system he built still compounds without him.”

    $200K → $600KMONTHLY REVENUE SCALED
    Portrait of Maria F.
    Maria F.
    CEO, E-commerce Brand
    What I Build Inside SEO & GEO

    Every Layer of the Visibility System.

    From entity consolidation to citable chunk architecture, the full build surface I architect and own end-to-end.

    GEO Content Engineering
    Technical SEO & Semantic HTML
    AEO Answer Blocks
    Entity Consolidation (@id)
    Internal Link Graph
    Schema & JSON-LD Layer
    Topic Cluster Topology
    Prompt Citation Tracking
    Content Refresh Loops
    IndexNow & Crawl Signals
    llms.txt Configuration
    Multi-Query Routing
    Tools & Surfaces I Engineer & Integrate
    Google Search ConsoleBing Webmaster ToolsSchema.orgGoogle Knowledge GraphChatGPT / OpenAIGeminiClaudePerplexityIndexNowRSSllms.txtSitemap XMLCanonical TagsOpen Graph / TwitterWikidata QIDCrunchbase Entity
    Architecture Library

    Ready-to-Deploy Visibility Blueprints.

    A preview of the version-controlled visibility architectures I engineer and deploy, not templates copied from a marketplace.

    Entity

    Entity Consolidation Blueprint

    Canonical author entity, sameAs corroboration, and structured data that consolidate your brand under one recognized @id.

    Citation

    Citable Chunk Blueprint

    Answer-first leads, definition boxes, and standalone Q&A chunks engineered to be lifted verbatim by AI engines.

    Topology

    Topic Cluster Blueprint

    Non-cannibalizing keyword clusters with contextual internal links that route authority across the entity.

    Schema

    Schema Layer Blueprint

    Article, FAQPage, Person, and BreadcrumbList schema that parse cleanly into rich results and AI citations.

    Engineer My Visibility

    Get a visibility architecture engineered for scale.

    Industries I Build For

    Architecture Tuned to Your Business Model.

    The same engineering principles, adapted to the way each business model actually competes for search and AI visibility.

    Marketing & RevOps Agencies

    • Multi-location visibility architecture
    • Service-page GEO clusters
    • Roll-up citation reporting across sub-accounts

    E-commerce Brands

    • Product schema & rich result engineering
    • Category-page topic clusters
    • AI-citation monitoring for buyer queries

    B2B SaaS Companies

    • Documentation & feature-page GEO
    • Comparison-page answer engineering (~33% of AI citations)
    • Entity consolidation for founder & product

    Professional Services

    • Local & geo service-page visibility
    • FAQ schema for high-intent queries
    • Author entity for E-E-A-T signals
    Map My Visibility

    See your industry's visibility mapped end-to-end.

    How to Vet an SEO & GEO Architect

    The 6 Criteria That Actually Matter.

    Most teams hire on content volume and regret on visibility. Use this scorecard before you pay anyone to touch your search presence.

    01

    GEO Engineering

    Can they architect content for AI retrieval — not just stuff keywords?

    Citable chunk architecture with answer-first structure
    02

    Entity Consolidation

    Do they consolidate your brand under one recognized entity, or fragment it?

    Canonical @id + sameAs corroboration across surfaces
    03

    Schema Mastery

    Do they build clean structured data, or just paste a plugin's defaults?

    Article, FAQPage, Person, BreadcrumbList, Service schema
    04

    Specialist Expertise

    Are they a visibility architect or a generalist wearing many hats?

    SEO & GEO specialist, not a content task-taker
    05

    Scope Transparency

    Do they tell you exactly what they will and won't build, before you pay?

    Written audit + approved architecture before any production touch
    06

    Post-Launch Support

    Who monitors citations and rankings after launch, and is it documented?

    Retained citation tracking with a documented learning loop
    CapabilityGeneral VASEO & GEO Architect
    AI Citation Engineering
    Publishes generic content LLMs ignore
    Citable chunks engineered for LLM retrieval
    Entity Consolidation
    Fragmented author profiles
    Canonical @id with sameAs corroboration
    Schema
    Plugin defaults, often broken
    Hand-built, validated structured data
    Internal Links
    Repetitive, formulaic anchors
    Contextual, topically-clustered graph
    Engagement Model
    Content task-taker waiting for briefs
    Direct engineer who owns outcomes, no middlemen
    Documentation
    None — the strategy lives in their head
    Documented, structured, transferable from day one
    Vet Me on a Call

    Vet me against this checklist on a call.

    Pricing & Value

    Visibility Architect vs. Content VA vs. US Agency.

    A US SEO agency charges $10,000–$25,000/mo. A content VA charges less but can't architect visibility or schema. As a senior SEO & GEO architect, I deliver full senior execution at a fraction of agency rates with zero account managers. Book a free call for a custom quote.

    CapabilitySEO & GEO ArchitectGeneral VAUS Agency
    GEO / AI citation engineeringCitable chunk architectureGeneric content LLMs ignoreYes, at $10k–$25k/mo
    Entity consolidationCanonical @id + sameAsFragmented profilesYes, at high cost
    Schema & structured dataHand-built, validatedPlugin defaultsYes, project-based
    Internal link graphContextual, clusteredRepetitive anchorsYes, at high cost
    Engagement modelDirect engineer, zero middlemenTask-taker, reactiveAccount-managed team
    Ongoing maintenanceDocumented learning loopAd hoc, reactiveRetainer required
    ZERO-RISK DISCOVERY SESSION

    Before You Pay Anyone Let Me Audit Your Visibility.

    On a focused 30-minute working call, I'll map your current rankings, AI citations across ChatGPT/Gemini/Claude, schema gaps, and entity fragmentation, and show you exactly what needs to be architected for search and AI visibility. If I'm not the best fit, I'll point you directly to who is.

    DIAGNOSTIC

    Citation & Ranking Map

    Every query where you rank but aren't cited, and every query where a competitor is the named answer.

    CODE REVIEW

    Schema & Entity Health Check

    Code review of structured data, author entity, sameAs corroboration, and internal link topology.

    ACTION PLAN

    90-Day Visibility Roadmap

    Prioritized engineering plan: what to fix today, build next, and scale for AI citations.

    Book the Free Visibility Audit
    ⏱30 minutes·💳100% Free·🎯Discovery only
    Who I Am

    A Visibility Engineer,Not a Content Task-Taker.

    Marjohn Robillo — SEO & GEO Architect

    Marjohn Robillo

    SEO & GEO Architect

    I came from disciplined government and education environments where documentation wasn't optional. I bring that same standard to every SEO & GEO build — documented, structured, and transferable. 5+ years architecting revenue systems and search visibility for teams and agencies across four continents.

    MPA GraduateLicensed Professional Teacher (LPT)MUN-UNESCO Diplomat · Bali 2022Licensed Financial Advisor · PRULife UKFormer CO1 · Bureau of Corrections PHSEO & GEO Specialist (5+ Years)
    Book a Call

    Book a call directly with me, no account manager in between.

    Frequently Asked

    Questions Before Hiring Me.

    01

    What is the difference between SEO and GEO?

    SEO optimizes your pages to rank in classic search engines like Google and Bing. GEO (Generative Engine Optimization) engineers your content so AI engines like ChatGPT, Gemini, and Claude retrieve and cite your brand as the answer. I architect both together, because the same entity, schema, and citable-chunk layers that rank you in search are the layers that get you cited by AI.

    02

    How do you get my brand cited by ChatGPT, Gemini, and Claude?

    I engineer three layers: a consolidated author and brand entity with sameAs corroboration so LLMs recognize one canonical source, clean structured data (Article, FAQPage, Person schema) so the content parses cleanly, and citable chunks (answer-first leads, definition boxes, standalone Q&A) engineered to be lifted verbatim. LLMs cite content that is structured, corroborated, and easy to retrieve — I build all three.

    03

    How is GEO different from AEO?

    AEO (Answer Engine Optimization) focuses on winning answer-box and featured-snippet placements in search. GEO focuses on being cited inside generative AI responses. The two overlap heavily — both reward answer-first structure and clean schema — so I architect them as one system rather than two separate efforts.

    04

    Do you fix a content stack another freelancer built?

    Yes. I inherit and rebuild broken SEO with a documented audit first, mapping every page, schema tag, internal link, and entity signal before any changes, so nothing breaks during the transition.

    05

    How much does an SEO & GEO architect cost?

    Engagements are scoped per project or retainer. A senior visibility architect delivers the full architecture at a fraction of a US agency rate ($10k–$25k/mo). Book a free visibility audit call to receive a custom scope and quote.

    06

    How long until I see AI citations and ranking gains?

    Citation and ranking gains typically surface within 4 to 12 weeks as crawlers re-index the rebuilt schema, entity, and content architecture. The compounding return comes from the internal link graph and entity consolidation, which strengthen every new piece of content you publish afterward.

    07

    Do you build schema and structured data by hand?

    Yes. I hand-build and validate Article, FAQPage, Person, BreadcrumbList, and Service schema rather than relying on plugin defaults, so the structured data parses cleanly into rich results and AI citations.

    08

    Can you consolidate my author or brand entity?

    Yes. I consolidate fragmented author and brand profiles under one canonical @id with sameAs corroboration across LinkedIn, Crunchbase, Wikidata, and your owned properties, so Google's Knowledge Graph and LLMs recognize you as the single canonical source.

    09

    How do we get started without disrupting live rankings?

    Every engagement begins with an audit and staging blueprint. We validate all schema, entity, and content changes in a sandbox environment before rollout, ensuring your active rankings run 100% uninterrupted.

    Book a Free Call

    Still deciding? Let's talk it through on a free call.

    READY TO BUILD?

    Your System Is EitherBuilding Revenueor Losing It.Let’s Fix That.

    I work with a small number of companies at a time to ensure I can deliver the depth of architectural thinking that produces real results. If your revenue system needs an upgrade, or if you're building one from scratch, let's talk.

    📅
    CURRENT AVAILABILITY

    2 engagement slots remaining this quarter.

    Engagements typically begin within 2 weeks of first call.

    3 of 5 slots taken this quarter.
    ⏱30 min|💳No payment|🎯Discovery only