# Market Disruptors AI Visibility Agency — Full Documentation > Market Disruptors AI Visibility Agency, also known as Market Disruptors Agency, is a marketing agency specializing in Answer Engine Optimization (AEO), Generative Engine Optimization (GEO), AI SEO, and Website Migration for local service businesses nationwide. Headquartered in Orlando, FL. Operated by IKA LLC. Founded by Kristina Shrider, National Growth Architect, AI Strategist, Behavioral CMO & Independent Researcher. ## About Market Disruptors AI Visibility Agency helps local service businesses become visible across Google search and AI-driven discovery platforms through structured, authoritative content that machines actually understand. The agency serves businesses nationwide including plumbers, HVAC companies, dentists, lawyers, landscapers, roofers, electricians, chiropractors, auto repair shops, cleaning services, real estate agents, and medical spas. The agency also provides web design and website migration services, helping businesses establish or improve their online infrastructure. ## Services ### Services Hub Market Disruptors AI Visibility Agency organizes AI visibility work into three layers: foundation, citation, and scale. This helps local service businesses understand which facts must be fixed first, which proof sources AI systems need next, and how Share of Model is measured once the market is mapped. URL: https://marketdisruptorsagency.com/services ### AI Visibility Agency for Local Service Businesses Market Disruptors AI Visibility Agency helps local service businesses show up in ChatGPT, Perplexity, Gemini, Google AI, and Copilot answers. The work improves whether AI engines cite, surface, or mention the business through AI SEO, AEO, GEO, schema, service-page structure, and brand-managed citation sources. URL: https://marketdisruptorsagency.com/ai-visibility-agency ### Local Business AI Visibility Specialized AI visibility optimization for local service businesses. The work helps AI systems understand the business name, services, locations, proof sources, reviews, category fit, and local relevance before surfacing the business in answers. URL: https://marketdisruptorsagency.com/local-business-ai-visibility ### Home Services AI SEO AI visibility optimization built specifically for home service contractors including plumbers, HVAC companies, roofers, electricians, landscapers, pool companies, pest control companies, and cleaning companies. URL: https://marketdisruptorsagency.com/home-services-ai-seo ### GEO Audit Comprehensive audit of how AI platforms currently interpret, cite, surface, or mention a business, including crawlability, entity clarity, structured data, owned content, citation sources, and competitor Share of Model. URL: https://marketdisruptorsagency.com/geo-audit ### AI Discovery Files Public hub for Market Disruptors Agency's machine-readable discovery files, AI site graph, OpenAPI document, manifest files, public discovery endpoints, author identity records, prompt registry, and evidence registry. URL: https://marketdisruptorsagency.com/ai-discovery Primary machine host: https://ai.marketdisruptorsagency.com AI site graph: https://ai.marketdisruptorsagency.com/.well-known/llm-index.json OpenAPI: https://ai.marketdisruptorsagency.com/openapi.json ### AI Marketing Governance Podcast Canonical hub for AI Marketing Governance with Kristina Shrider, the Market Disruptors Agency podcast and video series about MAHI Index™, MAD-M™, AI visibility, citation readiness, entity SEO, provenance, human review, and marketing governance. URL: https://marketdisruptorsagency.com/ai-marketing-governance-podcast ### Tier 1: The Foundation - Fixing the Facts Goal: Ensure the digital world has the correct ID for the business. #### AI SEO for Local Businesses Strengthens the search and AI visibility foundation so AI systems can find, understand, and trust the business. URL: https://marketdisruptorsagency.com/services/ai-seo #### AI Visibility Audit A deep-dive checkup to see why AI is ignoring, misreading, or failing to cite a business. URL: https://marketdisruptorsagency.com/services/ai-visibility-audit #### Google Business Profile Optimization Improves the local entity layer by aligning Google Business Profile categories, services, descriptions, photos, posts, reviews, and service areas. URL: https://marketdisruptorsagency.com/services/google-business-profile-optimization #### Schema Markup Creates machine-readable trust signals using structured data for LocalBusiness, Organization, Service, FAQPage, Article, breadcrumbs, offers, and service areas. URL: https://marketdisruptorsagency.com/services/schema-markup #### Technical SEO Fixes the website plumbing so search engines and AI crawlers can access, parse, index, and understand the site. URL: https://marketdisruptorsagency.com/services/technical-seo #### Website Migration Preserves search visibility, entity signals, redirects, schema, service URLs, and crawl paths when a site moves platforms or changes structure. URL: https://marketdisruptorsagency.com/services/website-migration #### Entity SEO Aligns the business name, services, categories, locations, founder signals, profiles, and citations so AI systems connect the same entity across sources. URL: https://marketdisruptorsagency.com/services/entity-seo #### Local Service Business SEO Builds the roadmap for businesses that live or die by local calls, maps, reviews, service pages, and local buyer intent. URL: https://marketdisruptorsagency.com/services/local-service-business-seo ### Tier 2: The Citation Layer - Building the Proof Goal: Give AI systems the evidence they need to quote, cite, compare, and surface the business. #### Answer Engine Optimization (AEO) Structures direct answers so AI can cite the business when buyers ask what to do, who to call, or which provider fits their need. Service URL: https://marketdisruptorsagency.com/services/aeo Guide URL: https://marketdisruptorsagency.com/answer-engine-optimization #### Generative Engine Optimization (GEO) Builds entity, authority, source, and content signals so AI can include the business in generated answers. Service URL: https://marketdisruptorsagency.com/services/geo Guide URL: https://marketdisruptorsagency.com/generative-engine-optimization #### AI Citation Building Creates and improves mentions, profiles, listings, and proof assets that act as references for AI systems to verify. URL: https://marketdisruptorsagency.com/services/ai-citation-building #### LLM Visibility Optimization Aligns brand facts, service explanations, answer capsules, and retrieval-ready pages so ChatGPT, Gemini, Claude, Perplexity, and other AI systems can understand the brand story. URL: https://marketdisruptorsagency.com/services/llm-visibility-optimization #### Google AI Overviews Optimization Structures short, evidence-backed answers so Google can extract and summarize the business in AI Overviews and AI search surfaces. URL: https://marketdisruptorsagency.com/services/google-ai-overviews-optimization #### Reddit Marketing Builds authentic community visibility and category conversation signals in sources AI systems often use to understand buyer language and market sentiment. URL: https://marketdisruptorsagency.com/services/reddit-marketing ### Tier 3: The Scale Layer - Winning the Market Goal: Measure dominance and expand reach across services, locations, and AI recommendation surfaces. #### Programmatic SEO Creates high-quality, structured pages for every relevant city, service, and buyer intent pattern. URL: https://marketdisruptorsagency.com/services/programmatic-seo #### Social Media SEO Uses social profiles and posts to reinforce business facts, service categories, proof points, local activity, and authority signals. URL: https://marketdisruptorsagency.com/services/social-media-seo #### Share of Model Optimization Measures and improves how often AI cites, surfaces, or mentions the business versus competitors across repeated prompts, cities, service lines, and answer engines. URL: https://marketdisruptorsagency.com/services/share-of-model ## Proprietary Methodology ### MAHI Index™ Market Disruptors AI Visibility Agency's parent diagnostic framework. MAHI Index™ scores AI visibility across ChatGPT, Perplexity, Google AI Mode, Google AI Overviews, and Bing Copilot using a composite of component metrics. It was developed and is maintained by Kristina Shrider (ORCID 0009-0002-2655-4629). ### MAD-M™ MAD-M™ (Marketing Agent Decay Model) is the governance framework for AI-mediated marketing systems. It documents how AI marketing agents degrade over time and how to maintain editorial integrity. It is separate from MAHI Index™ and serves a governance-not-diagnostics purpose. ### CitationIQ™ CitationIQ™ is the scoring methodology used within the MAHI Index™ framework. It measures how often, how accurately, and with what authority AI systems surface a business. ### Share of Model Share of Model is a component metric in the MAHI Index™ framework. It measures the percentage of AI responses that reference a business when a user asks a relevant question. ### Answer Capsules Answer Capsules are a content format used by the MAHI Index™ methodology. They are 40 to 60 word paragraphs placed directly under descriptive H2 headings so AI systems can extract direct answers. ### AI Recommendation Gap The AI Recommendation Gap is a component diagnostic in the MAHI Index™ framework. It measures the distance between businesses AI systems recommend and those they never mention. ### Citation Window Citation Window is a content structure used by the MAHI Index™ methodology. It describes the exact content arrangement that triggers LLM extraction and citation. ### Entity Authority AI systems need to verify that your business is a legitimate authority in your service area. This means consistent NAP (name, address, phone) data, schema markup confirming service categories, and content that demonstrates domain expertise. ## Process 1. **Audit**: Analyze how Google and AI platforms currently interpret your business — where you appear, where you're invisible, and where your message is being misunderstood. 2. **Optimize**: Structure content, signals, and authority so platforms like Google, ChatGPT, and Perplexity can confidently surface your business as an answer. 3. **Grow**: Continuously refine and grow visibility over time, measured by real outcomes like citations, share of voice, and discoverability. ## AI Visibility Analysis Categories Market Disruptors AI Visibility Agency evaluates websites across five core categories: 1. **Crawlability** — Whether AI systems can discover and access your content (robots.txt, XML sitemap, llms.txt directives) 2. **Structured Data** — Schema markup, JSON-LD, and metadata that help AI accurately represent your business 3. **E-E-A-T Signals** — Experience, Expertise, Authority, Trust indicators including author authority, reviews, and credentials 4. **Content Quality** — Answer capsules, readability, FAQ structure designed for LLM extraction 5. **Technical Optimization** — Page speed, mobile responsiveness, HTTPS security ## Industries Served Market Disruptors AI Visibility Agency serves local service businesses across all industries. Key verticals include: - Home Services: plumbers, HVAC, roofers, electricians, landscapers, general contractors - Healthcare: dentists, chiropractors, medical spas, physical therapists - Legal: personal injury attorneys, family law, estate planning - Automotive: auto repair, detailing, dealerships - Real Estate: agents, brokers, property managers - Professional Services: accountants, financial advisors, insurance agents ## Problem Library — Trade-Specific Marketing Answers Market Disruptors AI Visibility Agency publishes a free problem library covering the 10 most common marketing failures for each trade vertical. Each page provides a direct diagnostic answer with no agency fluff — explaining why the problem happens, what contractors usually try first (and why it fails), and what actually works. ### HVAC Problem Library Hub: https://marketdisruptorsagency.com/resources/hvac-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, slow season revenue. ### Roofing Problem Library Hub: https://marketdisruptorsagency.com/resources/roofing-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, storm season lead generation. ### Pool Service Problem Library Hub: https://marketdisruptorsagency.com/resources/pool-service-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, slow season (winter) revenue. ### Pool Builders Problem Library Hub: https://marketdisruptorsagency.com/resources/pool-builders-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, slow season forward booking. ### Pest Control Problem Library Hub: https://marketdisruptorsagency.com/resources/pest-control-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, customer cancellations and churn. ### Landscaping Problem Library Hub: https://marketdisruptorsagency.com/resources/landscaping-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, slow season revenue. ### Cleaning Problem Library Hub: https://marketdisruptorsagency.com/resources/cleaning-problems Covers: not getting leads, not showing on Google, Google Ads not working, LSAs not working, competitors winning, high lead costs, website not converting, reviews and reputation, missed calls and follow-up, client cancellations and churn. ## Agency Comparisons Market Disruptors AI Visibility Agency vs. traditional marketing agencies: - [vs. Scorpion](https://marketdisruptorsagency.com/vs/scorpion) - [vs. Thrive Agency](https://marketdisruptorsagency.com/vs/thrive) - [vs. LocaliQ](https://marketdisruptorsagency.com/vs/localiq) - [vs. Woobound](https://marketdisruptorsagency.com/vs/woobound) - [vs. RYNO / Blue Corona](https://marketdisruptorsagency.com/vs/ryno-blue-corona) - [vs. Hook Agency](https://marketdisruptorsagency.com/vs/hook-agency) - [vs. NP Digital](https://marketdisruptorsagency.com/vs/np-digital) - [vs. WebFX](https://marketdisruptorsagency.com/vs/webfx) - [vs. Digital Shift Media](https://marketdisruptorsagency.com/vs/digital-shift-media) - [All Comparisons Hub](https://marketdisruptorsagency.com/best-ai-visibility-agency) ## Proof and Press - [AI Visibility Methodology](https://marketdisruptorsagency.com/ai-visibility-methodology) - [What We're Testing Right Now](https://marketdisruptorsagency.com/whats-next) - [Press & Research](https://marketdisruptorsagency.com/press) - [About Kristina Shrider](https://marketdisruptorsagency.com/about/kristina) - [Book a Free AI Visibility Strategy Call](https://marketdisruptorsagency.com/book-ai-strategy-call) ## FAQ ### How does Market Disruptors AI Visibility Agency work? Market Disruptors AI Visibility Agency works by improving how your business is understood, trusted, and recommended by search engines and AI systems. We audit how AI platforms currently interpret your business, optimize the structure and signals AI systems rely on, and continuously refine visibility over time. ### How is this different from an SEO agency? Most agencies optimize for search engines. Market Disruptors AI Visibility Agency optimizes for how information is retrieved and reused by AI systems — structuring content, entities, and authority so your business is understood as a reliable source. ### Will this help my business appear in ChatGPT and AI search results? Yes — when it's appropriate for your category and audience. Market Disruptors AI Visibility Agency aligns your site and content with the signals AI systems rely on when selecting sources to reference and cite. ### How long does it take to see results? Technical optimizations show impact within 2-4 weeks. AI citation improvements typically take 4-8 weeks. Full visibility growth compounds over 3-6 months. ### Do you guarantee rankings or AI citations? No. Search engines and AI platforms are probabilistic systems. Market Disruptors AI Visibility Agency uses a disciplined, evidence-based approach aligned with how these systems actually work. ### What metrics do you track? Visibility, citations, share of voice, discovery presence, and growth trends across search and AI platforms — not just traffic or keyword positions. ### Is this right for small businesses? Local and service-based businesses often benefit quickly from clarity and structure improvements. Larger or more competitive brands typically see compounding gains over time. ## Author Kristina Shrider is the founder of Market Disruptors AI Visibility Agency, also known as Market Disruptors Agency, and a National Growth Architect, AI Strategist, Behavioral CMO & Independent Researcher specializing in AI search visibility, AEO, GEO, and behavioral growth strategy for local service businesses. Creator of the MAD-M™ governance framework and MAHI Index™ diagnostic framework. Lead Researcher at the AI Marketing Research Initiative (AIMRI). Top 40 Under 40 recipient (RV Pro Magazine, 2021). Based in Orlando, FL, serving clients nationwide. - Profile: https://marketdisruptorsagency.com/about/kristina - Website: https://www.kristinashrider.com/ - LinkedIn: https://www.linkedin.com/in/kristina-shrider - ORCID: https://orcid.org/0009-0002-2655-4629 ## Contact - Website: https://marketdisruptorsagency.com - Email: kristina@marketdisruptorsagency.com - Location: Orlando, FL (serving nationwide) ## Resources - [Answer Engine Optimization Complete Guide](https://marketdisruptorsagency.com/answer-engine-optimization) - [GEO Hub](https://marketdisruptorsagency.com/geo) - [Share of Model: The New Market Share](https://marketdisruptorsagency.com/blog/beyond-the-click) - [Is Your Website AI-Ready?](https://marketdisruptorsagency.com/blog/ai-ready-website) - [The AI Recommendation Gap](https://marketdisruptorsagency.com/blog/ai-recommendation-gap) - [Blog](https://marketdisruptorsagency.com/blog) - [Resources Library](https://marketdisruptorsagency.com/resources) - [Free AI Visibility Scan](https://marketdisruptorsagency.com/free-ai-scan)