Cross-Model Consistency — When AI Models Disagree About Your Maison
Different AI models tell different stories about your brand. The Cross-Model Consistency heatmap shows exactly where ChatGPT, Claude, Gemini and Perplexity agree or contradict each other on key factual attributes: founding year, ownership, pricing tier, materials, and more.
71%
Cross-model consistency average sector-wide
Contradiction detection
See exactly where AI models disagree about your Maison's key attributes.
Contradiction detection
Attribute-level detail
Track consistency for founding year, ownership, pricing tier, materials, and more.
Attribute-level detail
Risk identification
Brands with lower cross-model consistency face higher hallucination risk.
Risk identification
How it works
AUGMA compares factual claims across all four models for each attribute in your Brand Truth Profile, producing a consistency heatmap with green (agree), amber (partial), and red (contradict) indicators.