For 20 years, businesses competed to rank. Now they also have to compete to be recommended.

Monic AI Systems grew out of a simple realization: being readable is not the same as being understood.

Monica first saw that distinction while building an AI reading experience for her son, who could read fluently but struggled to recall what he had read. It led to a bigger question: AI systems can crawl a business website, but do they actually understand the business well enough to recall it, cite it, and recommend it?

That idea became foundational to how Monic AI Systems approaches AI visibility today.

I spent 20+ years leading digital transformation, product, data and growth inside organizations like BP, ExxonMobil and NTT DATA — the kind of enterprise environments where you learn to read a technology inflection point before it shows up in the headlines. Generative AI reshaping how buyers find and trust businesses is the same pattern, moving faster.

When assistants started answering buying questions directly, I watched good businesses disappear from the conversation overnight — not because their expertise was thin, but because nothing on their site was written in a way a model could read, trust and repeat. The tools that showed up to measure this were dashboards; they tell you that you're invisible but don't fix it. So I founded Monic AI Systems to build the other half: a system that turns what a founder actually knows into machine-readable authority, publishes it, and tracks it until it comes back as a citation.

Your expertise is the input. The machine is only the distribution — a human stays in the loop at every step.

— Monica Tomasso, Founder & AI Discoverability Strategist, Monic AI Systems

Monica Tomasso is the founder of Monic AI Systems and a 2026 mentor for the DC Chamber of Commerce Small Business Accelerator Program, where she supports founders around generative AI, AI search visibility, and technology strategy.

Read Monica's founder story