The Biomedical Intelligence Layer for Life Sciences Enterprises
Stop engineering data. Start finding answers. 48 harmonized biomedical data products — FDA, CMS, NIH, EMA, USPTO and 40+ sources — pre-joined, resolved, and delivered into your BigQuery or Snowflake in 24 hours.
Harmonized from 46 authoritative sources
Curated Data Products
Built as analytical products, not raw tables
Records Across All Products
Public biomedical intelligence at warehouse scale
Verified Source Authorities
FDA, CMS, NIH, EMA, USPTO, NLM, EMBL-EBI and more
Delivery to Your Cloud
BigQuery or Snowflake without manual downloads
Where HCLS analytics gets stuck — and how to remove it
Public biomedical data is available. Query-ready biomedical intelligence is not. We bridge that gap.
Where HCLS Analytics Gets Stuck
- Analysts spend 60-70% of their time sourcing, cleaning, and joining public biomedical data before real analysis can begin.
- FDA, CMS, NIH, EMA, USPTO data exists publicly but arrives in incompatible formats with broken join keys and type mismatches.
- Every team redoes the same data engineering work independently — wasting months and millions in analyst time.
What The Data Developers Delivers
- 48 data products ingested, harmonized, and type-corrected from 46 verified sources.
- One canonical drug identity spine connecting every entity across all data products via 567,000+ variant mappings.
- Delivered directly into your BigQuery or Snowflake — query on day one.
Five Intelligence Products. One Connected Estate.
Each product is a pre-built analytical layer drawing from multiple harmonized data sources.
IRA Portfolio Exposure Intelligence
Automatic eligibility scoring, revenue exposure modeling, Maximum Fair Price context, and patent cliff timelines for IRA portfolio planning.
Data sources: 10 products connected
Drug Lifecycle Intelligence 360
A connected lifecycle view across approvals, labels, patents, REMS, EMA status, biosimilars, safety events, targets, and spending.
Data sources: 11 products connected
Clinical Trial Intelligence Platform
519K+ trials organized into analytical tables with sponsor hierarchies, geo-ready facilities, drug and disease mappings, NIH funding flags, and publication links.
Data sources: 9 products connected
Pharmacovigilance Signal Intelligence
PRR scores, seriousness outcomes, label coverage, and unlabeled signal tiers built from FAERS and label history for post-market safety teams.
Data sources: 7 products connected
BD&L Diligence Dossier
A connected business development and licensing dossier assembled from regulatory, scientific, clinical, safety, IP, literature, and market-access data products.
Data sources: 11 products connected
From Raw Public Data to Query-Ready Intelligence
We do the engineering so your analysts can focus on what matters.
Step 1
Ingest
46 verified public sources continuously monitored and validated.
Step 2
Harmonize
Type-correct, join, resolve entity IDs, and build the canonical spine.
Step 3
Deliver
Query-ready tables in your BigQuery or Snowflake in 24 hours.
One Estate. 48 Connected Data Products.
Lightweight particles show source domains flowing through The Data Developers processing engine into five intelligence products.
46 public source authorities
Unified Drug Identity Spine — 567,000+ mappings
5 enterprise intelligence products
The layer before analysis begins
The Data Developers turns public biomedical source files into durable warehouse assets with schemas your analytics team can trust.
Pre-joined
Every product arrives with validated bridge tables so teams do not rebuild fragile source joins.
Type-corrected
Dates, identifiers, numeric fields, nullable states, and nested source quirks are normalized before delivery.
Entity-resolved
Drug, target, disease, provider, organization, patent, and chemistry identifiers are linked through the spine.
“Having FAERS, FDA labels, and patent data pre-joined and query-ready removes weeks of data engineering before any safety analysis can begin.”
— Senior Director, Pharmacovigilance, Global Biopharmaceutical Company
48 data products maintained
46+ verified source authorities
500M+ records harmonized
< 24 hour delivery SLA
Zero proprietary data required
Ready to eliminate your data engineering backlog?
Schedule a 30-minute call. We'll show you exactly which of your use cases we solve and send you sample queries before the call.