# Lady Pie Phuket: Agent-Direct Score C (67.7%) Site: http://www.ladypie.com/ Report: https://directindex.org/r/ladypie.com Scanned: 2026-11-12 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Lady Pie Phuket is partly visible to agents. An AI assistant can open Lady Pie Phuket's website. What Lady Pie Phuket offers is in a PDF or an image, and assistants read those badly. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://www.ladypie.com/order.php (on the business's own site) - Menu: https://www.ladypie.com/download/english-menu.pdf - Address: 19/3 ถนน ศรีสุนทร, 83110, ถลาง ## Nearby, also direct Places near Lady Pie Phuket that take a booking or an order on their own website, with no marketplace in between. - LEILANI Restaurant Phuket (60 m): https://directindex.org/r/leilanirestaurant.com - Bangkok Bob's (350 m): https://directindex.org/r/bangkokbobs.com - Nitan (870 m): https://directindex.org/r/nitanphuket.com - The Restaurant (1.1 km): https://directindex.org/r/niranfarm.com - The Ban Chang Restaurant Phuket (1.3 km): https://directindex.org/r/phuketelephantnaturereserve.com ## What to fix first - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **Menu or price list is a PDF.** (+3 points) Most agents skip PDFs or read them badly. Publish it as an HTML page and keep the PDF as a download. Guide: https://directindex.org/guides/menu-pdf-ai - **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## What the site tells visitors (Measured, not scored) - **The footer says © 2012.** Visitors and assistants may read that year as the last time anyone looked after the site. In Phuket, 70% of comparable sites that show a year say 2025 or later. - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Phuket, 25% of comparable sites declare one. ## 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 ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Lady Pie Phuket > local business in 19/3 ถนน ศรีสุนทร, 83110, ถลาง, Phuket. ## Book or order directly - Order: https://www.ladypie.com/order.php (on the business's own site) - Menu: https://www.ladypie.com/download/english-menu.pdf ## About - Website: http://www.ladypie.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.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 156 of 520 in Phuket. Top 30% 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 | 91% | yes | | Publish the menu or price list as HTML | 84% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 68% | no | | Have an llms.txt | 34% | no | Nearest places in the index: LEILANI Restaurant Phuket (B, 56 m, https://directindex.org/r/leilanirestaurant.com); Bangkok Bob's (B, 350 m, https://directindex.org/r/bangkokbobs.com); Flying Lizard (B, 417 m, https://directindex.org/r/flylizard.com); The Baked Farm บริษัทขายส่งเบเกอรี่ภูเก็ต (F, 809 m, https://directindex.org/r/thebakedfarm.com); Nitan (B, 866 m, https://directindex.org/r/nitanphuket.com); The Restaurant (B, 1132 m, https://directindex.org/r/niranfarm.com); The Ban Chang Restaurant Phuket (B, 1301 m, https://directindex.org/r/phuketelephantnaturereserve.com); Gallery Cafe By Pinky (Cherngtalay) (B, 1325 m, https://directindex.org/r/gallerycafephuket.com); Phuket Cooking Academy (F, 1501 m, https://directindex.org/r/phuket-cooking-academy.com); The Palm Cuisine (A, 1524 m, https://directindex.org/r/accor.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 22 everyday questions about Phuket and named 105 places. Lady Pie Phuket wasn't one of them. See who was named: https://directindex.org/city/phuket/recommended See what an AI agent reads on this site: https://directindex.org/r/ladypie.com/agent-view ## Businesses like Lady Pie Phuket in Phuket | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Phuket | 520 | 53% | 27% | 67.7% | The best of the businesses of the same kind in Phuket: ETNA Restaurant (A 100%, https://directindex.org/r/etnaphuket.com); Il Tagliere Pizzeria Ristorante (A 100%, https://directindex.org/r/italianophuket.com); Took Took Prime - Thai Kitchen (A 100%, https://directindex.org/r/tooktookrestaurant.com); Drunken Burger & BBQ at Kathu (A 97.5%, https://directindex.org/r/drunkenburger.com); Little Siam Thai Fusion Restaurant Phuket (A 96.9%, https://directindex.org/r/littlesiamphuket.com). With the two fixes above (No structured data for the business; Menu or price list is a PDF), the score would be about 95.4%. That would be 9th of 520 in Phuket, up from 156th. ## The direct record What agents get for Lady Pie Phuket, as JSON: https://directindex.org/api/direct/ladypie.com - Book: none on record - Order: https://www.ladypie.com/order.php (own site; found by the scan of 2026-11-12, not yet tested) - Menu: https://www.ladypie.com/download/english-menu.pdf (pdf; from the scan) - Hours: none on record - Phone: none on record - Stable links that count: https://directindex.org/go/ladypie.com/order, https://directindex.org/go/ladypie.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): 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 | 4 | 25 | | Actionable | 15 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/ladypie.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - 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: no Keep watching this business (https://directindex.org/r/ladypie.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/ladypie.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=ladypie.com&force=1