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AI visibility report · Sample Coffee · Austin, TX
Printed Jun 1, 2026, 5:19 PM
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Sample Coffee · Austin, TX
Live data from a real audit. Scroll through scores, competitor gaps, and the fix list. Run your own to get a private version in 2 minutes.
AI insight
Sample Coffee appears in 40% of tested AI queries but is missing from high-traffic searches like 'best coffee in Austin'. Adding LocalBusiness schema and an active Google Business Profile would significantly improve citation rates.
Top competitors Epoch Coffee and Caffè Medici appear in 4–5x more AI responses, primarily due to stronger review volume and structured data presence.
Live AI probe
Does ChatGPT recommend you—or someone else?
We ran real completion-style queries for coffee shop in Austin, TX and checked whether Sample Coffee was named.
Your brand appeared in 40% of tested queries.
Share of voice — this probe run
Share of completed answers where each name appeared. Based on live model replies, not all assistants.
- Best coffee shop in Austin, TXNot mentioned
- Who should I hire for coffee shop in Austin, TX?MentionedAlso named: Epoch Coffee
Names that showed up instead of you
- Epoch Coffee — mentioned in 4 queries
- Caffè Medici — mentioned in 3 queries
- Houndstooth Coffee — mentioned in 2 queries
Probes call models via OpenRouter with your niche and location; answers vary by model and are not a guarantee of what every user sees in ChatGPT or other assistants.
Why AI may not recommend you yet
5 concrete reasons — not a vague “visibility” score
- In our test prompts, your business was named in only about 40% of answers — models are usually picking whoever has clearer entity + listing + site signals.
- “Epoch Coffee” showed up more often in those same answers — they are winning share-of-voice on the questions your customers ask.
- No llms.txt — you are not giving assistants a short, explicit map of what you want them to know and cite.
- Add LocalBusiness + FAQ JSON-LD
- Publish 2 GBP posts weekly
AI visibility score
Composite 0–100
AI visibility score 54 out of 100. Needs Work.
GBP
52
Site
48
SEO
41
Reviews
38
AI
35
Estimated weekly AI queries in your market
120–180
that could reach your business
7-day visibility outlook
Starts at your score today; line shows modeled lift if you ship prioritized fixes (not historical data).
Modeled gain by day 7: +22 pts on the index (ceiling capped at 100)
Channel balance
Measured signal groups — where to invest next
AI share of voice
Relative weight vs 3 competitors in your market
Your top fixes
Ranked by impact. Each one links to a step-by-step playbook on paid plans.
- SiteHigh impact
Add llms.txt — tells AI assistants exactly who you are and what you offer
- SiteMedium impact
Fix mobile load speed — slow sites get skipped by AI crawlers
- SEOHigh impact
Add schema markup — the #1 missing signal for local AI citations
- SiteMedium impact
Add Open Graph image + title for link previews and AI cards
What we found on your site
Live snapshot from your homepage and technical checks.
GEO / AI readiness (homepage)
Heuristic blend of indexability, schema, llms.txt, content depth, and metadata — how well your site supports assistants and rich results.
78
of 100
- llms.txt — Add /llms.txt for AI context
- Social / sharing metadata — Canonical + Open Graph help consistent snippets
- Content depth — Could not measure body text
- Mobile performance (Lighthouse) — PSI performance 58
GEO page checklist (12 factors)
8/10 passed · partial data
- Homepage not blocked from indexingPass
No noindex on homepage meta
- Does not block common AI / research crawlers in robots.txtPass
No obvious broad AI block
- Canonical URL setPass
Canonical link present
- Open Graph image for rich sharingFix
Missing og:image
→ Add og:image and basic Open Graph tags.
- Structured data (JSON-LD)Pass
2 valid block(s); types: LocalBusiness, Restaurant, FAQPage
- LocalBusiness signals (address / geo)Pass
Rich LocalBusiness-style fields detected
- llms.txt for AI-oriented site contextFix
No /llms.txt
→ Publish /llms.txt summarizing the business, services, and policies.
- XML sitemap discoverablePass
Found (42 URLs)
- Title and meta description in rangePass
Title OK: yes · Meta OK: yes
- Information-rich homepage body—
0 words · 0 H2s
- Contact path and phone or emailPass
Contact route: yes · Tel/mailto/schema phone: yes
- Business name and locality on page—
Name on page: — · City: —
| Lighthouse (mobile) | 58 · 72 · 81 · 75Perf · SEO · A11y · Best practices (0–100) |
|---|---|
| Lab metrics | 2.8 s · 0.04 · 1.9 s · 0.6 s |
| JSON-LD | 2 parsed · LocalBusiness, Restaurant, FAQPage |
| LocalBusiness (address/geo) | Yes |
| llms.txt | No |
| Blocks AI crawlers | No |
| noindex | No |
| XML sitemap | Found (42 URLs) |
| Sitemap in robots.txt | https://sample-coffee.example/sitemap.xml |
| Canonical | Yes |
| OG image | No |
| HSTS | Yes |
| Title / meta OK | Yes / Yes |
| Internal links | 28 · contact Yes |
| Phone / email visible | Yes |
| Search Console TXT | Yes |
These are live readings from your actual URL — refreshed every time you run an audit.
NAP & directory alignment
Google listing vs homepage signals vs light directory probes — use as a punch list, not legal proof of publication.
Google listing (when resolved)
- Name: Sample Coffee
- Phone: (512) 555-0142
- Address: 2000 S Congress Ave, Austin, TX
- Website field: https://sample-coffee.example
Homepage signals
- Phone visible / tel: Yes
- Address visible: No
- GBP website vs audit URL: —
- Schema phone / rich LocalBusiness: Phone in JSON-LD · rich entity
- Listing phone vs site digits: Match
- Listing shows a formatted address, but we did not detect a clear street address on the homepage.
| Surface | Probe |
|---|---|
| Yelp | Likely listed |
| BBB | — |
| Apple Maps | Likely listed |
| Bing Maps | Likely listed |
| Nextdoor | — |
| Yellow Pages | — |
| Foursquare | — |
| MapQuest | — |
| Tripadvisor | — |
| Chamber of Commerce | — |
Done-For-You sprint
Want our team to ship schema, llms.txt, and citation-aligned copy for you? Done-For-You (Autopilot) is from $379/mo — or ask about a scoped sprint after your audit.
Get it done for me →GetLead · AI visibility audit · Printed Jun 1, 2026, 5:19 PM · Engine v3.2