
Mavorac
Mavorac is an AI Perception Defense firm that helps enterprise brands secure their position in AI-generated buyer recommendations. Using its proprietary Semantic Dominance Index (SDI), the company measures how prominently and favorably a brand appears across answer engines like ChatGPT, Gemini, Claude, and Grok, then diagnoses and corrects the source data driving AI synthesis. Mavorac currently accepts one client per sector.
- Artificial Intelligence
- Data & Analytics
- Marketing Technology
- Software Only
Funding
Founders
Founder details are not available yet.
Product
Problem
Buyers increasingly rely on AI answer engines to synthesize recommendations rather than clicking through search results, and these AI-generated answers often establish a buyer's default shortlist before a company's sales team enters the conversation. Brands can be silently omitted, caveated, mispositioned, or displaced by competitors in AI outputs, causing revenue erosion that traditional SEO dashboards cannot detect or measure.
Solution
Mavorac provides AI Perception Defense services that reveal whether AI systems are selling for or against a brand. The company uses its proprietary Semantic Dominance Index (SDI), a composite 0–100 score derived from structured query batteries run against leading answer engines including ChatGPT, Gemini, Claude, and Grok, scored against a proprietary rubric. Unlike simple mention counts or sentiment scores, SDI measures whether a brand surfaces as a default answer, whether it is recommended with or without qualification, and whether its positioning is commercially advantageous. Mavorac does not just deliver reports; it diagnoses exposure, corrects source data across the public and partner-controlled data layer, and provides 24/7 perception defense to secure AI market share.
Target Audience
Primary customers are enterprise brands and marketing leaders who need to defend their market position in AI-generated buyer recommendations, particularly those facing competitive pressure in B2B purchasing decisions.
Features
- Semantic Dominance Index (SDI): a 0–100 composite score measuring how prominently and favorably a brand appears across AI answer engines, derived from statistical sampling of structured query batteries
- Four-mode threat diagnosis: identifies omission, caveated inclusion, mispositioning, and competitor displacement in AI outputs
- Source-level remediation: corrects data across review platforms, analyst coverage, technical forums, community discussions, and comparison pages that feed AI retrieval and synthesis
- Multi-engine monitoring: runs query batteries against ChatGPT, Gemini, Claude, and Grok with non-deterministic output handling via statistical sampling
- Query topology analysis: tracks how brand positioning shifts across broad versus high-intent, specific buyer queries
- Comparative framing assessment: measures whether a brand is positioned above or below named competitors in AI answers