# Sushi Zen: Agent-Direct Score C (56.9%)

Site: http://www.sushizenmillcreek.com
Report: https://directindex.org/r/sushizenmillcreek.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Sushi Zen is partly visible to agents.
An AI assistant can open Sushi Zen's website. What Sushi Zen offers is on another site. It finds a way to book or order directly, through ChowNow.

## Direct links
- Order directly: https://www.chownow.com/order/20191/locations/29113 (through chownow acting for the business)
- Phone: +14156811789
- Address: 1041 Taraval St, 94116, San Francisco

## Nearby, also direct
Places near Sushi Zen that take a booking or an order on their own website, with no marketplace in between.
- SushiRaw #4 (160 m): https://directindex.org/r/rasushi.com
- Lion West Portal (930 m): https://directindex.org/r/lionwestportal.com
- Sushi Uma (2.3 km): https://directindex.org/r/thesushiuma.com
- Kaisen Don (2.3 km): https://directindex.org/r/tetsujinsushi.com
- Meshi Sushi (2.4 km): https://directindex.org/r/themenustar1.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 on another site.** (+5 points) The link goes to chownow.com, so that site gets the credit and the visits. 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

## 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": "LocalBusiness",
  "name": "Sushi Zen",
  "url": "http://www.sushizenmillcreek.com",
  "telephone": "+14156811789",
  "address": "1041 Taraval St, 94116, San Francisco",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.7428845,
    "longitude": -122.4774761
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.chownow.com/order/20191/locations/29113",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>
```

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

```
# Sushi Zen

> local business (sushi) in 1041 Taraval St, 94116, San Francisco, San Francisco. Phone +14156811789.

## Book or order directly

- Order: https://www.chownow.com/order/20191/locations/29113 (through chownow acting for the business)
- Menu: https://www.chownow.com/order/20191/locations/29113

## About

- Website: http://www.sushizenmillcreek.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 through chownow on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
1129 of 2392 in San Francisco. Top 47% 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 | 100% | yes |
| Publish the menu or price list as HTML | 89% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes |
| Structured data with address, phone and hours | 55% | no |
| Have an llms.txt | 25% | no |

Nearest places with a similar menu: SushiRaw #4 (A, 155 m, https://directindex.org/r/rasushi.com); Lion West Portal (C, 934 m, https://directindex.org/r/lionwestportal.com); Kura Sushi (D, 1659 m, https://directindex.org/r/kurasushi.co.jp); Sushi Uma (D, 2310 m, https://directindex.org/r/thesushiuma.com); Kaisen Don (C, 2311 m, https://directindex.org/r/tetsujinsushi.com); Meshi Sushi (C, 2410 m, https://directindex.org/r/themenustar1.com); Zentarou Sushi & Sake Bar (F, 2412 m, https://directindex.org/r/zentarousf.com); K's Kitchen (F, 2551 m, https://directindex.org/r/kssushisf.com); Yama Sushi (F, 2690 m, https://directindex.org/r/sfyama.com); Au Sushi (C, 3294 m, https://directindex.org/r/ausushi.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 San Francisco and named 113 places. Sushi Zen wasn't one of them. See who was named: https://directindex.org/city/san-francisco/recommended


Compared with its peers: Sites using ChowNow 72% (54% A or B, 1059 sites); This site 56.9%.

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

## Businesses like Sushi Zen in San Francisco

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in San Francisco | 2392 | 49% | 32% | 56.9% |
| Sites using ChowNow in San Francisco | 24 | 70% | 46% | 56.9% |

The best of the sites using ChowNow in San Francisco: Cajun House (A 92.3%, https://directindex.org/r/cajunhouse.info); Crepes on Cole (A 92.3%, https://directindex.org/r/crepesoncole.com); Rocketbird (A 92.3%, https://directindex.org/r/rocketbirdchx.com); Barbara Pinseria & Cocktail Bar (A 86.2%, https://directindex.org/r/sfbarbara.com); Hong Kong BBQ Restaurant (B 84.6%, https://directindex.org/r/hongkongharvard.com).

With the two fixes above (No structured data for the business; Menu or price list is on another site), the score would be about 87.7%. That would be 218th of 2,392 in San Francisco, up from 1129th.

## The direct record
What agents get for Sushi Zen, as JSON: https://directindex.org/api/direct/sushizenmillcreek.com
- Book: none on record
- Order: https://www.chownow.com/order/20191/locations/29113 (vendor on own site: ChowNow; found by the scan of 2026-10-24, not yet tested)
- Menu: https://www.chownow.com/order/20191/locations/29113 (external; from the scan)
- Hours: none on record
- Phone: +14156811789
- Stable links that count: https://directindex.org/go/sushizenmillcreek.com/order, https://directindex.org/go/sushizenmillcreek.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
- Vendor terms for agents, ChowNow: Not stated. ChowNow's customer terms (8 September 2025) bar automated means such as spiders, robots and crawlers to download or scrape data, except search engines; they do not address an agent placing an order for a person, and no agent programme was found. Read 2026-10-15: https://get.chownow.com/terms-of-service

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 2 | 25 |
| Actionable | 10 | 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/sushizenmillcreek.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/sushizenmillcreek.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/sushizenmillcreek.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=sushizenmillcreek.com&force=1
