AI systems are describing, comparing, and recommending businesses to customers
in conversations that analytics don't capture. We're here to help businesses stay ahead.
We build tools for understanding how AI platforms talk about businesses, and how AI agents interact with websites.
OpenLens is our free visibility tool. It queries ChatGPT, Claude, Google AI, Perplexity, and DeepSeek with the same questions your customers ask, and shows you who they recommend, what they say about you, and where they got their information. Used by 25+ agencies and 200+ brands.
For agent traffic detection, site readiness, and implementation, talk to us.
We publish detailed analyses of how AI is restructuring web commerce. All at aibread.com:
- Why your organic traffic is down — Three mechanisms driving the decline, and why your rankings didn't change.
- The attribution problem nobody has solved — 94% of B2B buyers use LLMs during purchase research. 1% of traffic is attributed to AI.
- Who controls the timeline — Consumer adoption vs. platform deployment, and why the latter determines the pace.
- How AI systems actually browse the web — Cached vs. live, DOM vs. screenshot, identifiable vs. invisible. We tested every major agent.
- What is WebMCP? — A browser-native protocol that turns your website into an API for AI agents.
- Will WebMCP become a ranking signal? — Google's history of turning Chrome standards into search incentives.
Founded by Cameron Witkowski and Aman Bhargava. Team of 6. U of T Engineering Science, Caltech, AWS AI Labs, Intel, Georgia Tech. Published work in LLM control theory, prompt baking, the physics of information, computational morphogenesis, cross-species language acquisition, and hardware security.
$5M seed led by Menlo Ventures.
