---
title: What an AI agent reads on Lau Benjamin MD · The Direct Index
url: https://directindex.org/r/benjaminlaumd.com/agent-view?format=md
---

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 [Report](https://directindex.org/r/benjaminlaumd.com) · scanned 2026-10-24

# What an AI agent reads on Lau Benjamin MD

An assistant's crawler fetches the page once, without running JavaScript, and reads the text, the structured data and the links. Below is what it gets from [benjaminlaumd.com](https://benjaminlaumd.com/insurance), taken from the copy the scanner kept.

1,769

characters of text without JavaScript

none

structured data for the business

3

of 3 AI crawlers turned away at the edge (GPTBot, ClaudeBot, PerplexityBot)

 Text

## The words an agent gets

Title: Insurance – Benjamin Ck Lau MD · language en. First 1,769 of 1,769 characters:

```
Insurance – Benjamin Ck Lau MD Skip to content Benjamin Ck Lau MD Physical Medicine and Rehabilitation Menu Home Services Insurance Contact &amp; Location Insurance Insurance Accepted AAMG/CCHCA HMO, SFHP Aetna PPO, EPO, POS, MC Auto Policies with Medical Payment Benefit Beech St/Cappcare (SFCC) Blue Cross PPO (non-Covered California) Blue Shield PPO (non-Covered California) BX/BS (Union Insurance) Brown &amp; Toland HMO &amp; PPO Cigna PPO First Health &amp; CHN GEHA (First Health) Health Net PPO Hill Physicians HMO Humana Medicare (with secondary/cash) Multi Plan PHCS NEMS (SFHP only through AAMG) On Lok Oscar Pacificare PPO SFHP (Brown &amp; Toland, CCHCA, Hill Physicians, NEMS) Sutter Select Tricare/Triwest UHC PPO, EPO Cash Patients Please contact our office for current fees. Worker’s Compensation We are on the MPN (Medical Preferred Network) for several worker’s compensation (WC) carriers. Because these are subject to change, please contact your adjuster regarding Dr. Lau’s participation in your insurance company’s MPN. Please note that all WC cases are subject to review and approval by the doctor. We require a few months of notes from your adjuster to be submitted for review. Once the case is accepted by the doctor, we require a signed letter from the adjuster acknowledging that Dr. Benjamin Lau will be your Primary Treating Physician (PTP). Questions? Please contact our office at (415) 876-6400. Share this: Share on X (Opens in new window) X Share on Facebook (Opens in new window) Facebook Like Loading... Website Powered by WordPress.com. Subscribe Subscribed Benjamin Ck Lau MD Sign me up Have a WordPress.com account? Log in now. Benjamin Ck Lau MDCopy shortlinkView post in ReaderManage subscriptionsSign upLog inReport this contentCollapse this bar %d
```

 Facts

## What it can say about the business

| A business type in JSON-LD | no |
| Name | no |
| Telephone | no |
| Address | no |
| Opening hours | no |
| Menu or price list | nothing |
| Cuisine in structured data | no |
| JSON-LD blocks | 0 |

 Actions

## The links it would act on

No booking or ordering link found. An agent has nothing to act on.

Everything here comes from fetching the homepage once as a crawler. The [report](https://directindex.org/r/benjaminlaumd.com) turns it into a score and a list of fixes, with code to paste.

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Business listings come from OpenStreetMap contributors, under the ODbL. Scores are published under the same licence.

```json
{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://directindex.org/#org","name":"The Direct Index","url":"https://directindex.org/","logo":"https://directindex.org/favicon.svg","email":"hello@directindex.org","founder":{"@type":"Person","@id":"https://directindex.org/#antonio","name":"Antonio Curado","sameAs":["https://x.com/ab_curado"]},"description":"Independent measurement of whether AI agents can find, read and act on a business's own website."},{"@type":"WebSite","@id":"https://directindex.org/#site","url":"https://directindex.org/","name":"The Direct Index","publisher":{"@id":"https://directindex.org/#org"},"inLanguage":"en","potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://directindex.org/scan?url={url}"},"query-input":"required name=url"}},{"@type":"WebAPI","name":"The Direct Index API","url":"https://directindex.org/openapi.json","documentation":"https://directindex.org/llms-full.txt","provider":{"@id":"https://directindex.org/#org"}}]}
```
