The Data Developers

Drug Lifecycle Intelligence 360

Complete lifecycle intelligence from first submission to patent expiry, label change, safety signal, and competitor entry.

Approval history
Label velocity
Safety joins
IP runway
Problem solved

The problem this solves

Life sciences teams need decisions faster than public data can be cleaned manually. This solution compresses months of preparation into a governed, query-ready product.

VP-level and director-level teams often know which questions matter, but the required data is spread across incompatible FDA, CMS, NIH, EMA, USPTO, literature, ontology, and identity sources.

Drug Lifecycle Intelligence 360 removes the repeated engineering work by delivering the connected tables, bridge keys, and sample queries that your team would otherwise build from scratch.

What you get

Submission, approval, label, safety, patent, exclusivity, and EMA facts joined to the same drug identity.

Timeline fields for first approval, latest label change, REMS burden, market-access signal, and LOE runway.

Mechanism and target links that connect clinical and regulatory lifecycle events to biology.

Portfolio comparison-ready tables for lifecycle management and competitive intelligence.

Sample output

Day-one query results for semaglutide

Designed sample output showing the type of redacted table your analysts can query immediately after provisioning.

Drug Lifecycle Intelligence 360 — sample result
SignalValueSource
Canonical entitysemaglutideDrug spine
Primary risk scoreHigh confidencePre-computed model
Connected products11 productsTDD catalog
Latest refresh2026-09-01Lineage table
Use cases

Built for the teams who own the decision

For Competitive intelligence teams

Track label expansions, safety restrictions, competitor approvals, and biosimilar activity across a class.

For Lifecycle management teams

Identify windows for indication expansion, reformulation, REMS mitigation, and LOE defense.

For Regulatory strategy teams

Compare pathway, submission, and label change histories for analog products.

FAQ

Common questions

Procurement, architecture, and analytics teams can evaluate exactly how the product will land in your environment.

Query on day one

Sample SQL included

Does Lifecycle 360 include both FDA and EMA context?

Yes. EMA authorized products are bridged to FDA drug identities where exact matching is possible.

Can we monitor label change velocity?

Yes. Historical SPL records are versioned so warning, indication, and adverse-reaction changes can be tracked over time.

How quickly is the product available?

A governed BigQuery or Snowflake delivery can be provisioned in less than 24 hours after access approval.

See This Solution In Action

We'll walk through live warehouse queries and sample outputs for your specific use case.

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