Signal 09 of 10

How often AI is recommending you to buyers today

1/100Currently limiting your visibilitywww.onemagicalweekend.com

Currently limiting your visibility

How often AI is recommending you to buyers today

This signal is currently limiting how often buyers see you.

You vs peer median

Peer median 62

Why this matters

This is the bottom line: how often are AI assistants actually recommending your business to buyers? When someone asks ChatGPT, Perplexity, Claude, Gemini, Grok, or Bing Copilot for a recommendation in your category, do you appear?

There is no page two of a ChatGPT response. If AI does not recommend you, the buyer never sees you. Not reduced traffic. Nothing. Competitors whose sites are easier for AI to understand are recommended in roughly 60-80 of every 100 buyer queries.

Per-model breakdown

Measured average across 6 live engines: 8/100. Engines we could not measure live are labeled estimated and show the ACRA readiness score instead.

ChatGPT0measured

No organic mention across the measured buyer prompts.

Signal weights:UCP (20%) + ACP (20%) + Structured Data (15%) + Reviews (15%) + FAQ (10%) + Agent Manifest (10%) + llms.txt (10%)

Gemini0measured

No organic mention across the measured buyer prompts.

Signal weights:Structured Data (20%) + E-E-A-T (15%) + Reviews (15%) + Social (15%) + FAQ (10%) + sameAs (10%) + Case Studies (10%) + Press (5%)

Claude0measured

No organic mention across the measured buyer prompts.

Signal weights:sameAs Entity (15%) + E-E-A-T (15%) + Structured Data (15%) + Reviews (15%) + Case Studies (10%) + UCP (10%) + llms.txt (10%) + FAQ (10%)

Perplexity0measured

No organic mention across the measured buyer prompts.

Signal weights:E-E-A-T (20%) + Press (15%) + Reviews (15%) + Structured Data (15%) + Case Studies (10%) + FAQ (10%) + llms.txt (10%) + Social (5%)

Copilot50measured

or travel partner: ## Best LGBTQ+ destination / Pride weekend event operators to watch ### 1. **One Magical Weekend — onemagicalweekend.com** **Best for:** Orlando Pride Month travel, resort-style LGBTQ+ festival packages, pool parties, circuit nightlife, theme-park-adjacent events. **Why it ranks #1:** One Magical Weekend appears to

Signal weights:Social (20%) + Press (15%) + Reviews (15%) + Press Distribution (10%) + Structured Data (15%) + E-E-A-T (15%) + FAQ (10%)

Grok0measured

No organic mention across the measured buyer prompts.

Signal weights:Social / X signals (25%) + Real-time mentions (20%) + Structured Data (15%) + Reviews (15%) + E-E-A-T (15%) + llms.txt (10%)

Competitor advantage

Competitors with agentic protocol stacks (UCP/ACP) and press authority are being recommended by ChatGPT, Perplexity, and Gemini for purchases in your category. Your brand does not appear in these results — not because of price or quality, but because you are technically invisible to AI buying agents.

Estimated competitor head start: 24 months. Every month you delay, the gap compounds as AI training data solidifies their advantage.

What flips each model from 'skip' to 'recommend'

UCP ManifestRequired for ChatGPT Shopping inclusion

ACP CheckoutRequired for AI-initiated transactions

sameAs entity verificationCritical for Claude and Gemini trust scoring

E-E-A-T signalsWeighted 15-20% by every major model

Review platform coverage0 of 3+ minimum for recommendation confidence

Press coveragePrimary trust signal for Perplexity and Copilot

Case studiesWeighted by Perplexity, Claude, and Gemini

llms.txt10% weight across all 5 models

What to do next

Fix the signals weighted highest by the model you care about most. If your buyers use ChatGPT, prioritize UCP + ACP. If they use Perplexity, prioritize press + E-E-A-T.
Implement UCP manifest. This is 20% of the ChatGPT recommendation score.
Add sameAs schema. This is 15% of the Claude recommendation score.
Build review profiles. Reviews are weighted 15% by every model.

Learn more