Most owners never see it happen. A buyer asks ChatGPT or Gemini "who's the best [what you do] near me," gets three names back, and calls one of them — and you never knew you were in the running, because you weren't in the answer. The lost deal leaves no trace. That's what makes AI competitor-recommendation so quietly expensive.
The good news: it's directly checkable. You don't have to guess. Ask the engines the real buyer questions and read the answers. If competitors are named and you're not, you've found the leak — and unlike most marketing problems, this one shows you exactly who's taking your place.
Why the competitor wins the slot is rarely about the work:
- Their pages answer the question; yours describe the company. The engine lifts whoever stated the trade, the market, and the proof most plainly.
- They're readable in your market. AI answers are local by default — the competitor who names the geography wins it.
- It's beatable. Because it's about readability, not reputation, the slot can change once the engine can read you.
PRAGMA shows you the answer — then changes it.
PRAGMA records which businesses the engines name for your buyers' questions, per engine, on the record. You see exactly who's in front of your buyers today. The neutrality is in the method: the check is disclosed and reproducible, so it's a fact, not a sales scare. Then we shape your answers and re-measure to move you into the slot.
We ask ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews the exact questions your buyers ask, and record — per engine — which businesses are named, including your competitors.
We freeze a baseline and publish to a registry-verifiable record. We never claim a score predicts revenue — we report what the engines actually say.
Brand 9 Signs, a 40-year business (our own founder's, which is why we could open every number), was being passed over while others got named. We measured who the engines were recommending, shaped the answers, and re-measured — Gemini, Perplexity, and Google AI Overviews now name Brand 9. Same test before and after, weak pillars shown too.
Are you the answer?
Find out who AI is naming for your buyers' questions today — you, or your competitors.
Are you the answer? Find out