About

Data science and AI expertise, aimed at one question

Supracited is built by a data scientist who designs AI and machine learning systems at a large technology company. Here that expertise goes to a narrower question than most companies ask: which brands an AI assistant actually names, and why. The Supracited AI engine asks the questions and counts the answers; the judgment behind what gets measured, and how honestly, is the founder’s.

The habit behind it predates the company: ask the same question enough times to see the range, check the domain before trusting what it cites, write down what changed and say so when nothing did. The same habit has produced three published bylines on AI for CFO Drive. Everything printed on this site, from the census tables to a free Shelf Check, comes out of that habit, now run at scale by the Supracited AI engine.

What this practice will not take on

  • Prescription medicines.
  • Pharmacy and telehealth services.
  • Regulated financial products.
  • Marketplace-ranking advice.
  • Any manufactured-consensus service: bought reviews, undisclosed Wikipedia edits, incentivised posts, hidden crawler text, guaranteed placement.

Contact

We measure and source. We do not write, edit or suggest any statement about what a product does; that stays as your label states it. Brand names in our censuses are measurement results, not recommendations.

How we count

Start with three buyer scenarios

We send back which brands AI named, which sites it cited and one source worth a closer look.

Get a free Shelf Check