The Direct Index
Report · Miami dentists, clinics and vets · scanned 2026-10-17

P & S Research Llc

pandsresearch.com is largely invisible to agents.

Listed by Overture Maps.

CallWebsite

Ways to reach P & S Research Llc directly, with no marketplace in between. Checked 2026-10-17. Report a mistake

12905 SW 42nd St, 33175-2905, Miami · 17867032570

Owners

The website's grade

AI assistants can't open P & S Research Llc's website, so they go by what other sites say about it.

4.6%

3 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.

Where it stands

How P & S Research Llc compares

Where it stands

2,557 of 2,809 in Miami dentists, clinics and vets

Top 91% of the sites scanned in this index. Just above: Miracle Leaf F, Ortho Sports Physical Therapy F. Just below: Precious AID Healthcare Services F, Restore Medical F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML5%no
Let AI crawlers in (no block at the server or in robots.txt)95%no
Structured data with address, phone and hours42%no
Have an llms.txt41%no

The top 10% are the 298 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with GoDaddy Website Builder 1,674 sites41%14%4.6%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Healing Touch C & C Inc62 mCno
Everything Teeth Miami178 mByes
Bird Road Veterinary Clinic197 mDno
Rivero Dental and Cosmetics Center211 mDyes
Nuevo Dia Therapy Center218 mDno
Javier Reyes Md Pllc218 mCno
Miami Dade Dental Specialties Mydds218 mByes
Pataky Medical Center Inc263 mFno
Sol Y Vida Medical Center270 mFno
Valiente Dental339 mByes
Businesses like yours

Businesses like P & S Research Llc in Miami dentists, clinics and vets

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Miami dentists, clinics and vets2,80950%22%4.6%
Sites built with GoDaddy Website Builder in Miami dentists, clinics and vets11034%7%4.6%

The best of the sites built with GoDaddy Website Builder in Miami dentists, clinics and vets

Dr. Rafine Moreno-Jackson OBGYN B 84.6% · Family Dental Care B 84.6% · Dr Neto DDS B 83.1% · Dr. Krishma Guliani -Spine Care Rehab and Wellness B 83.1% · Sky On Sky Bariatrics & Surgery B 83.1%

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 15th of 2,809 in Miami dentists, clinics and vets, up from 2557th.

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 (TimeoutError: The operation was aborted due to timeout). 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 +14 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 +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. 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 Miami dentists, clinics and vets. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

Builder: godaddy · Front: unknown · A plain fetch got TimeoutError: The operation was aborted due to timeout; 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 godaddy.

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": "P & S Research Llc",
  "url": "http://www.pandsresearch.com",
  "telephone": "17867032570",
  "address": "12905 SW 42nd St, 33175-2905, Miami",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 25.730102,
    "longitude": -80.403953
  }
}
</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.

Rescan now · 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/pandsresearch.com"><img src="https://directindex.org/badge/pandsresearch.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 P & S Research Llc

No direct path on record: the scan of 2026-10-17 found no booking or ordering link on pandsresearch.com or on a vendor's site. The same record is served as JSON at /api/direct/pandsresearch.com, through the MCP tool direct_record and in the city feed /city/miami-clinics/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone17867032570

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 TimeoutError: The operation was aborted due to timeout); 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