# G LNK

> G LNK is a New York-based healthcare commercial intelligence platform (Y Combinator W25) that helps pharma, biotech, and medtech teams find the right medical experts, benchmark fair-market compensation, and stay compliant. Its AI search sits on a searchable clinician database - 9.2M+ HCP profiles at last count - and automates the full lifecycle of engaging healthcare professionals, from identification and tiering to compliant payment and regulatory oversight across 150+ countries.

- **Founded:** 2024
- **Headquarters:** New York, New York, United States
- **Founders:** Rayan Ghandour (Co-Founder & CEO), Raouf Abujaber (Co-Founder & CTO)
- **Team size:** 2-17 (2 founders per YC; ~17 employees per aggregator data)
- **Products:** Clinician Database & AI Search, Fair Market Value (FMV) & Tiering, Compliance & Regulatory Engine, Engagement CRM & Financial Tracking
- **Notable:** Accepted into Y Combinator's Winter 2025 batch, Backed by Y Combinator and UChicago Medicine Ventures, Built a searchable clinician database reported at 9.2M+ HCP profiles

## Products & services

- **Clinician Database & AI Search** — A searchable database of millions of HCP profiles (9.2M+ reported) with specialty, procedures, prescribing behavior, and publication history, queried via natural-language AI search.
- **Fair Market Value (FMV) & Tiering** — AI that parses physician CVs and uses real-time compensation data to produce compliant fair-market valuations and tier HCPs by compatibility and credentials.
- **Compliance & Regulatory Engine** — Real-time checks drawing on NIH, PubMed, CMS, and the regulations of 150+ countries to prevent payment and engagement violations.
- **Engagement CRM & Financial Tracking** — Built-in CRM to contact and track HCP engagements, plus tracking of Transfer of Value payments, drug coverage, and monthly summaries by therapeutic area.

## Achievements

- Accepted into Y Combinator's Winter 2025 batch
- Backed by Y Combinator and UChicago Medicine Ventures
- Built a searchable clinician database reported at 9.2M+ HCP profiles
- CEO Rayan Ghandour recognized as a top US consulting analyst for pharmaceutical compliance automation at PwC
- Named to the Forbes Technology Council

## Latest updates

- **2025-03** — Raised a reported $500K seed round with Y Combinator and UChicago Medicine Ventures.
- **2025-01** — Joined Y Combinator's Winter 2025 batch and publicly launched the pharma-HCP collaboration platform.
- **2025-09** — Website repositioned as a 'Healthcare Commercial Intelligence Platform' with a database scaled to 9.2M+ HCP profiles and $11B+ tracked payments.

## Links

- Website: https://glnkco.com
- LinkedIn: https://www.linkedin.com/company/g-lnk

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Profile page: https://yespress.io/g-lnk-yc-w25
Published by YesPress — https://yespress.io
Last updated: 2026-07-31