# In-On Thai: Agent-Direct Score B (78.5%)

Site: https://inonthaichicagoil.com/
Report: https://directindex.org/r/inonthaichicagoil.com
Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.)
In-On Thai is mostly ready for agents.

## Direct links
- Phone: +1 773-944-0114

## What to fix first
- **Ordering through an unrecognised third party.** (+9 points) Check that the provider keeps you as the merchant of record. Guide: https://directindex.org/guides/online-ordering-without-delivery-apps
- **Menu or price list lives on another site.** (+5 points) The link points to qmenu.us, so the credit and the traffic go there. Guide: https://directindex.org/guides/menu-pdf-ai
- **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business

## Fix kit: What to paste

llms.txt. Save as /llms.txt at the root of the site.

```
# 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.
```

## 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

## Since the scan of 2026-10-14 (B then)
- Fixed: nothing
- New: nothing

## Where it stands
369 of 1561 in Chicago. Top 24% of the sites scanned in this index.

| 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 | 52% | yes |
| Have an llms.txt | 19% | no |

Nearest places with a similar menu: Thai Pastry Restaurant (D, 647 m, https://directindex.org/r/thaipastry.com); Cafe Hoang (F, 790 m, https://directindex.org/r/cafe-hoang.com); Herb Restaurant (C, 1592 m, https://directindex.org/r/herbchicago.com); Jin Thai Cuisine (B, 1691 m, https://directindex.org/r/jinthaicuisine.com); Royal Thai (D, 2254 m, https://directindex.org/r/royalthaichicago.com); Kanlaya (C, 2548 m, https://directindex.org/r/devstage2.com); Indie Cafe   Sushi + Thai (F, 2675 m, https://directindex.org/r/indiesushinewasian.com); Pho's Thai Cuisine (C, 2885 m, https://directindex.org/r/phothaicuisine.com); Thai Thank You (D, 3009 m, https://directindex.org/r/thaithankyou.com); Tanuki (A, 3349 m, https://directindex.org/r/tanukichicago.com).

## What assistants answer
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.

Score over 3 scans since 2026-10-14: 2026-10-14 79%, 2026-10-14 79%, 2026-10-14 79%.

See what an AI agent reads on this site: https://directindex.org/r/inonthaichicagoil.com/agent-view

## Businesses like In-On Thai in Chicago

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Same kind in Chicago | 1561 | 50% | 38% | 78.5% |

The best of Same kind in Chicago: Amarit (A 100%, https://directindex.org/r/amaritthai.com); Chicago Waffles (A 100%, https://directindex.org/r/chicagowaffles.com); El Llano Restaurant - Northcenter (A 100%, https://directindex.org/r/llanochicago.com); Fogo de Chão (A 100%, https://directindex.org/r/fogodechao.com); Galit (A 100%, https://directindex.org/r/galitrestaurant.com).

With the two fixes above (Ordering through an unrecognised third party; Menu or price list lives on another site) the score would be about 100%: first of 1,561 in Chicago.

## The direct record
What agents get for In-On Thai, as JSON: https://directindex.org/api/direct/inonthaichicagoil.com
- Book: none on record
- Order: none on record
- Menu: https://qmenu.us/#/in-on-thai-chicago (external; from the scan)
- Hours: Th-Tu 16:00-22:00 (closed now) (from OpenStreetMap)
- Phone: +1 773-944-0114
- Stable links that count: https://directindex.org/go/inonthaichicagoil.com/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): not measured
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): not measured
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): not measured

Not measured at this scan; the next scan measures it.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 20 | 25 |
| Actionable | 6 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/inonthaichicagoil.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md)
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Deep report: https://directindex.org/r/inonthaichicagoil.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=inonthaichicagoil.com&force=1