AI-Powered Facility Matching

Pinpoint the Right Facility — Every Time

Patients give you vague names and partial addresses. Facility Lens combines geospatial filtering with AI-powered name matching to turn messy input into a verified facility match with NPI, contact info, and ROI vendor — in under 5 seconds.

95%
Matching Accuracy
<5s
Lookup Time
70%+
Confidence Threshold
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The Facility Matching Challenge

Bad Facility Data Derails Requests

Record retrieval stalls when the facility can't be identified. Vague or partial details force teams into manual searches, callbacks, and trial-and-error requests that waste time and money.

Incomplete Patient Info

"A doctor at a clinic on Main Street" — patient-provided details are partial, inconsistent, or outdated. Staff waste hours searching directories and health system pages.

Manual Facility Lookups

Teams toggle between online maps, NPI registries, and internal databases trying to piece together a match. What should take seconds takes 15+ minutes per case.

Misdirected Requests

Wrong facility selections lead to rework, delays, and wasted fees. Longer cycle times and repeated mis-routes erode margins and degrade client experience.

The Facility Lens Solution

From Guesswork to Precision

Facility Lens combines geospatial intelligence with AI-powered reasoning to deliver verified facility matches from our national database — instantly and transparently.

Geospatial Filtering

Geocodes the input address and filters nearby facilities by proximity, narrowing the candidate pool to geographically plausible matches.

AI Name Matching

Uses AI to compare facility names, addresses, and system affiliations — handling abbreviations, rebrands, and partial matches intelligently.

Confidence Scoring

Every match includes a 0–100% confidence score with automatic acceptance at 70%+. Ties are broken by shortest distance to input.

Instant Results

Returns the matched facility with NPI, address, phone, fax, ROI vendor, distance, and a human-readable explanation — all in under 5 seconds.

How It Works

Intelligent Matching in Four Steps

Facility Lens normalizes messy input, geocodes locations, then uses AI to find and score the best facility match from our national database.

INPUT

Site Name + Address

NORMALIZE & GEOCODE

Format → Lat/Lng

AI COMPARISON

Score & Rank Candidates

MATCHED FACILITY

NPI, Address, Phone, Fax, ROI Vendor

AI-Powered Matching Pipeline

1

Ingest Input

Receive the site name and address from the request. City, state, and zip code are optional but improve accuracy.

2

Normalize & Geocode

Standardize the address format and convert it to a precise latitude/longitude coordinate for proximity filtering.

3

AI Comparison

Filter nearby facilities and use AI to compare names, addresses, and affiliations. Each candidate receives a confidence score.

4

Deliver Match

Return the best match (70%+ confidence) with full facility details, distance, and a human-readable explanation of the match reasoning.

Why Facility Lens

Manual Search vs. Intelligent Matching

See how Facility Lens eliminates the guesswork and overhead of traditional facility identification.

Traditional vs. Facility Lens Approach

Manual Facility Search

15+ minutes per case searching directories and maps
Guesswork with partial or outdated patient info
No confidence scoring — just best effort
Frequent misdirected requests and rework
Missing NPI, fax, or ROI vendor details
No audit trail or match explanation

Facility Lens

Verified match in under 5 seconds
AI handles messy, partial, and outdated data
95% confidence with transparent scoring
Near-zero misdirected requests
Complete data: NPI, phone, fax, ROI vendor
Human-readable match reasoning for every result
The Facility Lens Advantage

Every misdirected request costs $15–75 in wasted fees and rework

95%
Match Accuracy
<5s
Per Lookup
180x
Faster Than Manual
For Record Retrieval Companies

Bring Your Own Facility Network

Already have a curated list of sites you work with? Hand it to us — we'll tune Facility Lens to match incoming record requests against your network first, and enrich every site with NPI, contact info, and ROI vendor data from our national database.

Custom Matching, Built on Your List

Record retrieval companies already maintain hard-won lists of sites, contacts, and routing preferences. We integrate that asset directly into Facility Lens so every incoming request is matched against your network — and augmented with the data you don't already have.

1

Share Your Site List

Send us your facility roster in any format. We handle the cleanup, normalization, and geocoding.

2

We Build a Tuned Algorithm

We adapt the matching pipeline to prioritize your network, so record requests route to your sites whenever they apply.

3

We Enrich Your Data

Every site is augmented with NPI, phone, fax, ROI vendor, and current routing intelligence from our national database.

What You Get

Requests matched to your sites first, automatically
Your site IDs preserved end-to-end
NPI, fax, phone, and ROI vendor automatically filled in
Fallback to our national database when no in-network match exists
Confidence scoring tuned to your network's nuances

"Our team used to spend 15 minutes per case just figuring out the right facility. Facility Lens finds the match in seconds — with the NPI, fax number, and ROI vendor already attached. We've eliminated misdirected requests almost entirely, and that alone saved us thousands per month in wasted fees."

Operations Manager

Record Retrieval Company

Get Started

Match the Right Facility, Every Time.

See how Facility Lens matches facilities in under 5 seconds — we'll run a live match on your own data during the demo.

Instant Matching

Verified facility results in under 5 seconds

95% Accuracy

AI-powered confidence scoring you can trust

Complete Data

NPI, address, phone, fax, and ROI vendor

Request a Demo