The Direct Index
Report · San Francisco dentists, clinics and vets · scanned 2026-10-24

Lau Benjamin MD

benjaminlaumd.com is largely invisible to agents.

Listed by Overture Maps.

CallWebsite

Ways to reach Lau Benjamin MD directly, with no marketplace in between. Checked 2026-10-24. Report a mistake

4306 Geary Blvd, 94118, San Francisco · +14158766400

Nearby, also direct

Places near Lau Benjamin MD that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

AI assistants can't open Lau Benjamin MD's website, so they go by what other sites say about it.

0%

0 of 65 points available

–

agent-readiness level

4

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

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 San Francisco dentists, clinics and vets and named 53 places. Lau Benjamin MD wasn't one of them. See who was named →

Where it stands

How Lau Benjamin MD compares

Where it stands

897 of 927 in San Francisco dentists, clinics and vets

Top 97% of the sites scanned in this index. Just above: Lara-grimaldi Dental & Orthodontics F, Laser Nail Therapy- Largest Toenail Fungus Treatment Center F. Just below: Lydia Wong, Dds F, Melissa Tuft F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain97%no
Publish the menu or price list as HTML5%no
Let AI crawlers in (no block at the server or in robots.txt)99%no
Structured data with address, phone and hours26%no
Have an llms.txt20%no

The top 10% are the 97 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with WordPress 224,455 sites55%24%0%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Center for Implant Dentistry11 mCno
Richmond Dental Care13 mCyes
Kauno34 mByes
Psychiatry Department - Kaiser Permanente Sf Medical Center169 mFno
Lakeside Obstetrics, Gynecology & Fertility214 mCno
SF Oral Surgery408 mDno
Wayne M Wong Dds463 mFno
SF Pediatric Dentistry524 mCyes
Au Andrew, Dds530 mFno
Turtle Rabbit Physical Therapy and Integrative Performance536 mDno
Businesses like yours

Businesses like Lau Benjamin MD in San Francisco dentists, clinics and vets

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in San Francisco dentists, clinics and vets92749%17%0%
Sites built with WordPress in San Francisco dentists, clinics and vets35357%29%0%

The best of the sites built with WordPress in San Francisco dentists, clinics and vets

Spring Fertility A 86.2% · Bay Area Bird Hospital B 84.6% · Bay Area Bird and Exotics Hospital B 84.6% · Dr. Amanda Heydari, DDS B 84.6% · Financial District Dentistry B 84.6%

After the top fixes

With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; No structured data for the business; No online booking link on the website), the score would be about 84.6%. That would be 6th of 927 in San Francisco dentists, clinics and vets, up from 897th.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. The site turns away every visitor that isn't a browser, AI agents included +25 points

    A plain fetch was refused (challenge:checking your browser). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. How to fix it

  2. No structured data for the business +15 points

    Add schema.org JSON-LD for the business (Dentist, MedicalClinic, Physiotherapy or the closest type, with name, address, telephone and openingHoursSpecification). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  3. No online booking link on the website +15 points

    There's no link on the site for an agent to follow. 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 on your own domain. How to fix it

  4. No list of services and prices found +7 points

    Agents answer 'what do they treat and what does it cost?' from directories instead. Add a page that lists services and prices as text, and link to it from the homepage. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in San Francisco dentists, clinics and vets. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • robots.txt lets AI crawlers in There's no robots.txt, which means everything is allowed.

Builder: wordpress · A plain fetch got challenge:checking your browser; a real browser got the page, so the scan continues on the rendered page.

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on wordpress.

Where to paste it on WordPress: a plugin that adds code to every page's header, such as WPCode (Insert Headers and Footers), in its Header box. the official help page.

Show the code 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. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Lau Benjamin MD",
  "url": "https://benjaminlaumd.com/insurance",
  "telephone": "+14158766400",
  "address": "4306 Geary Blvd, 94118, San Francisco",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 37.78111241,
    "longitude": -122.46563302
  }
}
</script>
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

· Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score F

<a href="https://directindex.org/r/benjaminlaumd.com"><img src="https://directindex.org/badge/benjaminlaumd.com.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Lau Benjamin MD

No direct path on record: the scan of 2026-10-24 found no booking or ordering link on benjaminlaumd.com or on a vendor's site. The same record is served as JSON at /api/direct/benjaminlaumd.com, through the MCP tool direct_record and in the city feed /city/san-francisco-clinics/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+14158766400

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

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

Only a real browser got this page (a plain fetch got challenge:checking your browser); Readable and Actionable were measured on the rendered page.

Agent readiness

Not measured

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

JSON-LD for the businessno