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Verify Provider Locations
in Seconds

Enter an NPI and get a confidence-scored provider location report built from cross-referenced evidence — not a single stale directory record.

Seconds
Per verification
Multi
Independent signals
All
Addresses ranked
30 days
Result caching

Provider directories are wrong. You know it.

Directories drift. Provider data decays. Addresses go stale the day after they're filed. Your team spends hours calling offices just to confirm where a provider actually practices.

!

Inaccurate directories

Up to 50% of provider addresses in health plan directories are wrong or outdated. Members can't find in-network care.

$

Expensive manual outreach

Verifying one provider by phone costs $3-8 and takes days. At scale, this is unsustainable.

!

Compliance risk

CMS and the No Surprises Act require accurate directories. Fines for ghost networks are increasing.

Example Result
ProviderDr. Sarah Chen, MD
NPI1234567890
Best Location456 Oak Ave, Dallas, TX 75201
Confidence92/100
VerdictConfirmed
Candidates Found6 locations scored
Why this location won
Strong cross-source agreement · Recent provider-web confirmation · Matching directory and registry signals · Same-market geographic alignment
Other candidates rejected
Outdated address with no recent confirmation · Single-source only · Geographic mismatch with corroborating evidence

PracFind verifies locations using real evidence.

PracFind triangulates provider locations from multiple independent signals. Every candidate address is scored independently and ranked by confidence. You see every location we find — best to worst — with the evidence behind each.

Registry Data Healthcare Directories Practice Websites Hospital Systems Provider Profiles Web Evidence

Three steps. Real-time results.

1

Enter an NPI

Type a 10-digit NPI into the search bar. Optionally add a ZIP code to improve accuracy.

2

We investigate

PracFind cross-references multiple authoritative sources to find every address associated with that provider. Each candidate location is extracted and scored independently.

3

You get a report

See all candidate locations ranked by confidence. Each has a score, verdict, and supporting evidence. Confirmed, Likely, Needs Review — you decide what to act on.

Four machine learning models working together to verify every location.

Provider directories scrape. PracFind reasons. Each search runs through a pipeline of classifiers trained to reject garbage, identify authority sources, collapse duplicates, and compound results across providers.

98.8%
accuracy

Address Recognition

Identifies real addresses from scraped web data. Filters out navigation text, business hours, biographical fragments, and page artifacts that other systems mistake for addresses.

387 raw text fragments 73 verified addresses
94.8%
accuracy

Practice Website Detection

Determines if a website is a provider's actual practice — not an aggregator recycling public data. A provider's own website carries more weight than ten directory listings.

40+ aggregators treated equally Authority source prioritized
99%
accuracy

Same-Building Deduplication

Recognizes when multiple scraped addresses are the same physical location with different formatting. Merges duplicates and combines their evidence into one verified entry.

30 E Apple St + Suite NW 3300 1 verified location
30%
cost reduction on batches

Provider Discovery

When we verify one provider, we capture every other provider on the same page. Your next lookup might already be answered — zero additional searches required.

10 providers · 10 searches 1 search + 9 cache hits
Web Scrape
Address ML
Website ML
SmartyStreets
Dedup ML
Discovery
Scored Report

Every address passes through multiple validation layers before reaching your report. No single source is trusted. No garbage gets through.

Before PracFind's ML Pipeline

  • 112 locations returned for a single provider
  • Residential addresses from people-search sites
  • Phone numbers parsed as street addresses
  • “Who is this Doctor?” page text treated as locations
  • Duplicate entries for the same building

After

  • 1 verified practice location
  • 98.8% of garbage filtered automatically
  • Every address USPS-validated
  • Duplicates merged with combined evidence
  • Confidence-scored and ranked

Other platforms search. PracFind verifies.

Faster. Cheaper. More transparent.

Instant

Seconds, not days

A phone-based verification takes 2-5 days. PracFind delivers a scored report in seconds. No waiting, no callbacks.

90%+

Less manual effort

Replace expensive phone outreach with automated multi-source verification. Repeat lookups are fast and efficient — no redundant work.

All

Every address, ranked

We don't just return one address. You see every candidate location, scored and ranked by confidence, with corroborating evidence for each.

The Pharmacist Location Gap

Physician locations are indexed across hospital directories, insurance networks, and dozens of public platforms. Pharmacist locations aren't. Not because the industry chose to ignore them — but because the data infrastructure that works for physicians simply doesn't exist for pharmacists.

Our analysis of 199 NPIs found that over 91% of physician locations can be verified through web intelligence. For pharmacists, that number is 0%. This isn't a technology failure. It's a structural gap in how pharmacist practice data flows through the healthcare ecosystem.

Download the White Paper PDF · Free · No email required
Key Findings
Physician confirmation rate 91.6%
Pharmacist confirmation rate 0%
Active pharmacist NPIs ~290,000
NPPES addresses over 2 years stale 30–40%
Manual verification cost per NPI $3–$8

PracFind is building the hybrid verification layer that closes this gap — combining automated web intelligence for physicians with targeted outreach workflows for provider types the web can't reach.

Simple, per-organization pricing

Your entire team shares one quota. No per-seat fees. Repeat lookups don't count against your plan.

Starter
$199/mo
500 searches included · $1.50 overage
Get started
Enterprise
$1,499/mo
10,000 searches included · $0.75 overage
Get started

Phase 2: Background Intelligence

We're building a background intelligence model that continuously re-verifies provider locations and predicts directory drift before it becomes a problem.

Automated re-verification Predictive scoring Directory drift alerts Deeper source coverage

Start verifying providers today

Create an account, pick a plan, and run your first search in under two minutes.