In-On Thai
inonthaichicagoil.com is mostly ready for agents.
Score over 3 scans since 2026-10-14: 79% → 79% → 79%
See what an AI agent reads on this site →
51 of 65 points available
agent-readiness level, Basic Web Presence
things to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
Since the scan of 2026-10-14: no change in the findings.
What to fix first
- Ordering through an unrecognised third party +9 points
Check that the provider keeps you as the merchant of record. How to fix it
- Menu or price list lives on another site +5 points
The link points to qmenu.us, so the credit and the traffic go there. How to fix it
- No llms.txt no points, still worth doing
Optional today, cheap to add: a short text file describing the business for language models. How to fix it
No one is listed yet to fix this in Chicago. List your agency or yourself: free, reviewed by hand.
Already right
- robots.txt lets AI crawlers in No rule blocks the key AI user agents.
- AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all received a normal response.
- Structured data present (Restaurant) address, phone, opening hours
Builder: unknown · Front: cloudflare
What to paste
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on your builder is in the guides.
llms.txt
Save as /llms.txt at the root of the site. Guide.
# In-On Thai > restaurant (thai) in North Broadway 4641 60640 Chicago, Chicago. Phone +1 773-944-0114. ## Book or order directly - Menu: https://qmenu.us/#/in-on-thai-chicago ## Opening hours Th-Tu 16:00-22:00 ## About - Website: https://inonthaichicagoil.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
369 of 1,720 in Chicago
Top 21% of the sites scanned in this index. Just above: Blue Jay Cafe B, ETA Restaurant + Bar B. Just below: Mirra B, Mucho Gusto Barra + Cocina B.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 97% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 95% | yes |
| Structured data with address, phone and hours | 51% | yes |
| Have an llms.txt | 18% | no |
The top tenth is the 173 best-scoring reachable sites of the index at the last refresh.
Nearest places with a similar menu
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Thai Pastry Restaurant thai | 647 m | D | no |
| Cafe Hoang vietnamese, thai | 790 m | F | no |
| Herb Restaurant thai | 1.6 km | C | yes |
| Jin Thai Cuisine thai | 1.7 km | B | yes |
| Royal Thai thai | 2.3 km | D | no |
| Kanlaya thai | 2.5 km | C | no |
| Indie Cafe Sushi + Thai thai | 2.7 km | F | no |
| Pho's Thai Cuisine thai | 2.9 km | C | yes |
| Thai Thank You thai | 3.0 km | D | no |
| Tanuki sushi, japanese, thai | 3.3 km | A | yes |
Level 1 of 5, Basic Web Presence
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to.
| Link headers on the homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | yes |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |
What assistants answer
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.
Show the score
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/inonthaichicagoil.com"><img src="https://directindex.org/badge/inonthaichicagoil.com.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
Own this business?
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.