Generative search visibility.
Traditional organic search is losing ground to generative AI. We map how models like ChatGPT, Claude, and Perplexity perceive, cite, and rank your enterprise brand in real-time.
AI search blindspots.
Traditional web crawlers optimized for simple keyword matching. Generative engines optimize for trusted, highly structured context. If your brand lacks structured vector alignment, LLMs bypass you entirely.
RAG retrieval mechanics
We query major LLMs millions of times to reverse-engineer retrieval-augmented generation pathways. Our proprietary diagnostic engine uncovers exactly where your brand is omitted from model training nodes.
Model citation rates.
Our enterprise tracking platform monitors brand share of voice across major neural networks, delivering instant visibility diagnostics and deep-dive retrieval metrics.
92%
14M
<0.4s
Our real-time API delivers model perception data directly to your marketing dashboard without slowing down enterprise operations.
Of tested enterprise brands are completely omitted from generative recommendations in their core product categories.
We continuously map the global vector space to track brand mentions, sentiment shifts, and retrieval frequency.
Claim your LLM share.
Stop guessing how AI models perceive your business. Get a custom Generative Engine Optimization playbook and map your brand's true visibility today.