Answers · AI visibility, in the open

Is AI recommending your competitors instead of you?

There's a way to know for certain: ask the engines the exact questions your buyers ask, and record who gets named. If your competitors show up and you don't, that's the answer — in the engine's own words. PRAGMA runs that check across every major AI engine, with a disclosed, reproducible method.

"WHO'S THE BEST…?" 1 · Competitor A2 · Competitor B3 · Competitor C ✕ you're not in the answer vs >_ SAME QUESTION, AFTER 1 · You2 · Competitor A3 · Competitor B >_ named — and it's provable

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:

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.

The standard, disclosed

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.

From skipped to named · Brand 9 Signs

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