Recognized as an AI visibility authority
Kristina works at the intersection of independent research on generative AI and applied marketing strategy for local service businesses. Her work connects structured data, behavioral growth strategy, and the way AI systems decide which businesses are safe to recommend.
Market Disruptors AI Visibility Agency exists because local buyers now ask AI systems for recommendations before they ever click a traditional search result. Kristina's work focuses on making service businesses understandable, verifiable, and citation-ready across that new discovery path.
The work
MAHI Index™ — parent diagnostic framework for AI visibility across major answer engines
CitationIQ™ — component metric inside MAHI Index for citations, mentions, and platform-level discoverability
Share of Model — the percentage of AI responses that name a business for relevant buyer questions
MAD-M™ — Marketing Agent Decay Model for AI-mediated marketing governance
Topics Kristina writes on
- Why traditional SEO agencies are losing the AI citation battle
- How brand-managed sources influence AI citations
- The Marketing Agent Decay Model and AI governance
- Behavioral growth strategy for local service businesses
- Why Share of Model is replacing market share as a growth KPI
