✨ AI Findability & Agent-Legibility Audit
Is Your Business Invisible to AI?
A proprietary audit (v2.1) diagnosing how ChatGPT, Gemini, and other AI assistants represent your brand, products, and competitive standing — before a customer, investor, or partner ever asks them.
- AI-driven traffic to U.S. retail sites is up 1,324% since October 2024 — travel-sector AI traffic is up 2,215% in the same span
- ChatGPT alone now reaches 900M weekly users, more than double a year ago — every one of them a potential buyer asking questions about your industry
- ChatGPT cites an average of 15 sources per answer; Gemini cites 3 — if your site isn't structurally legible, it's rarely one of them
- 45% of marketing leaders can't accurately measure their own brand's visibility inside AI-generated answers, and only 9% have tools to track it across platforms
Sources: Adobe Analytics, cited in Semrush's 2026 AI Visibility Index (126M U.S. AI search prompts analyzed, Jan–Apr 2026). OpenAI, official usage report, February 2026 (900M weekly active ChatGPT users, up from 400M in February 2025). Semrush, 2026 AI Visibility Index.
🔴 Red Flag: If an AI assistant can't parse your site, it answers with whatever it can find — a competitor, an outdated listing, or nothing about you at all.
What Changes When You're Findable
From the same research: what separates the businesses AI actually cites from the ones it skips.
81%
of businesses with an integrated SEO + AI strategy report increased traffic or leads from AI platforms1
36%
report the same when SEO and AI visibility are managed separately1
15 vs 3
average sources ChatGPT and Gemini cite per answer — different platforms, different rules for getting cited2
9%
of marketing leaders say they have the tools to track their AI visibility across every platform2
36
global brands held consistent top-100 visibility across ChatGPT, Gemini, Google AI Mode, and AI Overviews — every month of a four-month study2
🔴 Red Flag: Ranking #1 in Google no longer guarantees you're the answer an AI assistant gives — the two are scored on different criteria entirely.
1 Semrush, 2026 AI Visibility Index (126M U.S. AI search prompts analyzed, Jan–Apr 2026): businesses running an integrated SEO + AI strategy vs. those managing the two separately.
2 Semrush, 2026 AI Visibility Index.
Why Arthur G. Huggard?
Built the Methodology, Not Just Applied It
Extended a proprietary agent-legibility audit methodology to v2.1 — competitive benchmarking, buyer-prompt mapping, live AI-answer auditing, citation/source mapping, and structured-data generation
Delivered agent-legibility audits to enterprise and B2B clients spanning industrial equipment, order-management platforms, and professional services
40 years in IT, 15 leading digital commerce, 8 as VP of Digital Technology at Build-A-Bear Workshop
Pairs every client deliverable with independent critique from a second AI model before release
The AI Findability & Agent-Legibility Audit
What You Get
(v2.1 Methodology)
1. AI-Answer Audit
See
Live-test what ChatGPT, Gemini, and other assistants say about you — and the buyer questions that trigger those answers
2. Citation & Source Map
Trace
Which sources are shaping your AI answer, and why it isn't always you
3. Competitive Scorecard
Compare
Where you stand against named competitors inside the same AI answers
4. Misrepresentation Register
Catch
Outdated claims and AI-washing risk, flagged before a buyer finds them
5. AI-Crawlability Check
Confirm
Whether your site is structurally readable by AI crawlers, not just search bots
6. Structured-Data Output Pack
Deploy
Ready-to-deploy JSON-LD schema closing every gap the audit finds
Let's Find Out
Ready to see what ChatGPT and Gemini are already saying about your business? Let's schedule a 30-minute discovery call — no pitch, just a live look at your current AI visibility.
Schedule Your Discovery Call