# Mandel Spa (Lat Phrao 91): Agent-Direct Score C (60%)

Site: http://www.mandelspa.com/
Report: https://directindex.org/r/mandelspa.com
Scanned: 2026-10-22 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Mandel Spa (Lat Phrao 91) is partly visible to agents.
An AI assistant can open Mandel Spa (Lat Phrao 91)'s website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online.

## Direct links
- Phone: +66611766042
- Address: 56 11 Lat Phrao 91 Alley, 10310, กรุงเทพมหานคร
- Languages: English, Thai, Chinese
- WhatsApp: a link on the site

## What to fix first
- **No online booking link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add an online appointment page. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **No price list of services found.** (+7 points) Agents answer 'what do they offer and what does it cost?' from marketplaces and directories instead. Add a page that lists services and prices as text, and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai
- **Structured data is incomplete.** (+3 points) Missing: opening hours. Guide: https://directindex.org/guides/structured-data-restaurant

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Mandel Spa (Lat Phrao 91)",
  "url": "http://www.mandelspa.com/",
  "telephone": "+66611766042",
  "address": "56 11 Lat Phrao 91 Alley, 10310, กรุงเทพมหานคร",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 13.78459887,
    "longitude": 100.62114558
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** address, phone

## Where it stands
225 of 1053 in Bangkok hairdressers and beauty salons. Top 21% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 87% | no |
| Publish the menu or price list as HTML | 37% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 16% | no |
| Have an llms.txt | 46% | yes |

Nearest places in the index: Kenyaku เคนยากุ โรงงานรับผลิตยา และอาหารเสริมมาตรฐาน GMP  Halal (D, 210 m, https://directindex.org/r/kenyaku.co.th); Labolle' Clinic ลาโบลเล่ คลินิก ลาดพร้าว 116 (D, 578 m, https://directindex.org/r/labolle.co.th); TheNail.Studio (F, 679 m, https://directindex.org/r/thenail.studio); Bangkok Beauty and Spa School (F, 889 m, https://directindex.org/r/bkk-school.com); เขมิกา สปา แอนด์ มาสสาจ (F, 983 m, https://directindex.org/r/master.com); ฟารีดาคลินิก Fareeda Clinic  เพจหลัก (D, 1028 m, https://directindex.org/r/fareedaclinic.com); Cocoa Nail& Spa - ร้านนวดพลอยใส ลาดพร้าว 101 (D, 1170 m, https://directindex.org/r/cocoanailandspa.com); มามะ สมุนไพร ลาดพร้าว 124 (F, 1217 m, https://directindex.org/r/shopee.co.th); Monte Clinic (C, 1440 m, https://directindex.org/r/monteclinic.com); Tarra Hair Stylist (F, 1474 m, https://directindex.org/r/tarrahairstylist.com).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 12 everyday questions about Bangkok hairdressers and beauty salons and named 54 places. Mandel Spa (Lat Phrao 91) wasn't one of them. See who was named: https://directindex.org/city/bangkok-salons/recommended


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

## Businesses like Mandel Spa (Lat Phrao 91) in Bangkok hairdressers and beauty salons

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Bangkok hairdressers and beauty salons | 1053 | 44% | 10% | 60% |

The best of the businesses of the same kind in Bangkok hairdressers and beauty salons: Rasayana Retreat (A 100%, https://directindex.org/r/rasayanaretreat.com); CORAN Recruitment for Therapist (A 95.4%, https://directindex.org/r/coranbangkok.com); So Thai Spa (A 95.4%, https://directindex.org/r/sothaispabkk.com); Bosque Thai Massage (A 90.8%, https://directindex.org/r/bosquethaimassage.com); Daluna Salon (A 90.8%, https://directindex.org/r/dalunasalon.com).

With the three fixes above (No online booking link on the website; No price list of services found; Structured data is incomplete), the score would be about 95.4%. That would be 2nd of 1,053 in Bangkok hairdressers and beauty salons, up from 225th.

## The direct record
What agents get for Mandel Spa (Lat Phrao 91), as JSON: https://directindex.org/api/direct/mandelspa.com
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +66611766042

## 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): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- 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): no

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 12 | 25 |
| Actionable | 2 | 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/mandelspa.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: yes
- 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

Keep watching this business (https://directindex.org/r/mandelspa.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/mandelspa.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=mandelspa.com&force=1