Silvia Stolarcikova

Silvia Stolarcikova is the founder of QIVO Global, focusing on Semantic Identity Systems (SIS) for B2B SaaS companies. She addresses the gap between how companies define themselves and how AI classifies them based on distributed public evidence. Her work includes the QIVO SIS Diagnostic, which audits AI classification across models like ChatGPT, Claude, Gemini, and Perplexity, mapping signal inventories and decision risks. She publishes detailed analyses on LinkedIn about AI misclassification, identity coherence, and the commercial impact of AI reading conflicting company signals. Her content is centered on B2B SaaS positioning, AI visibility, and semantic identity infrastructure.