Continuously refreshed physician directory as a subscription API that verifies contact data monthly against state license boards, NPI registry, and practice websites
Healthcare B2B sales teams pay enormous sums for stale doctor lists and there is no API-first product owning physician contact freshness
Built for healthcare marketers, medical sales teams.
Freshness and verification as a product guarantee rather than a one-time scrape sold on Upwork for a few hundred dollars
“Jun 23, 2026 — Required data fields: Province City Doctor / Specialist Name Specialty Clinic / Practice Name Email Address Phone Number Fax Number Full Address …”
The receipts — real demand
“Jun 23, 2026 — Required data fields: Province City Doctor / Specialist Name Specialty Clinic / Practice Name Email Address Phone Number Fax Number Full Address ... Read more”
Full dossier
Unlock the full dossier — free
Every corroborating quote, the source receipts, and the community echo. One email, no payment.
demand score 6.8 — the receipts are below
Why this is a gap
Surfaced from a high-intensity complaint with clear willingness to pay and a specific, reachable audience.
The market
Healthcare marketers and medical sales teams need accurate, current provider contact data for outreach and compliance. Zero search volume for buyer keywords signals this is a niche, price-sensitive procurement need rather than a high-volume search market.
Competition & the opening
Definitive Healthcare, IQVIA OneKey, Veeva Network, and DataAxle dominate this space. The gap is not in data availability but in affordability and ease-of-use for smaller sales teams; incumbents charge enterprise rates and require long contracts, leaving room only for a budget alternative targeting SMBs.
What's hard to build
Scraping and maintaining NPI registry data legally while staying current (provider data changes frequently) requires continuous infrastructure. Medical data has compliance overhead (HIPAA, state privacy laws) and scraped data quality degrades quickly without expensive verification and human review cycles.
Why now
Healthcare provider data is fragmented across NPI Registry, provincial databases, and clinics; Definitive and IQVIA charge enterprise rates; demand for affordable, clean mid-market provider lists is unmet.
How you'd monetize
$199–999/mo subscription + per-record API usage tier (data-as-service)