Life Sciences

Fuel innovation from lab to market

Clinical AI and trial pipelines fail when underlying research data is untrusted. Actian unifies scientific data with knowledge graphs, 100% zero-copy observability, and plain-language analytics.

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Top data challenges in life sciences

Life sciences organizations grapple with a range of data-related challenges:

Data is siloed across disconnected teams.
Inconsistent terminology and unclear data lineage.
Manual reporting slows compliance and regulatory submissions.
IT bottlenecks make data access and discovery challenging.
Strict international regulations heighten privacy obligations.

Fragmented data across clinical trial systems, lab instruments, and manufacturing lines slows drug discovery and creates severe compliance risks. Actian bridges the gap between raw scientific telemetry and regulatory submissions, delivering trusted, observable, and conversational data intelligence before bad data stalls research or delays market launch.

Proven life sciences use cases

Explore the Actian Data Intelligence Platform’s impact on life sciences.

Accelerate drug discovery with FAIR data principles

R&D and scientific teams waste up to 80% of their time finding and preparing historical research datasets. Actian Data Intelligence platform automatically indexes assets across cloud, on-premises, and lab systems using a federated knowledge graph. Researchers locate, understand, and reuse scientific data instantly while adhering to FAIR principles.

Validate clinical telemetry in real time with zero data copies

High-velocity patient sensor and trial feeds cannot risk sampling or data exposure. Actian Data Observability checks clinical data streams at 100% coverage inside your secure VPC. Built on a zero-copy architecture and decoupled Spark engine, it flags schema drift and corrupted trial records in real time without exposing PHI or incurring cloud cost spikes.

Deliver decision-grade trial analytics in Slack & Teams

Clinical trial leads and medical monitors shouldn’t have to wait in BI queues or write complex queries to analyze enrollment trends or safety metrics. The Actian AI Analyst translates plain-language questions into governed, explainable analytics workflows. Teams ask questions directly in Slack or Teams and receive repeatable, audit-ready metrics.

Prove data provenance for FDA and EMA submissions

Actian Data Intelligence Platform automatically generates complete, field-level lineage graphs. Demonstrate exact data provenance from raw lab ingestion to final regulatory filings with automated audit trails.

Uphold clinical data contracts at ingestion

Unverified data feeds from external contract research organizations (CROs) or lab partners jeopardize trial validity. Actian enforces contract-first governance at the ingestion boundary. Data contracts define strict freshness, completeness, and privacy standards, catching corrupted records before they hit central research platforms.

Publish governed scientific data products

Accelerate cross-functional collaboration between research, clinical, and commercial teams. Through an e-commerce-inspired Explorer UI, domain stewards publish certified data products, such as Patient Safety Cohorts or Global Trial Metrics, with built-in access controls and quality ratings.

Empowering life sciences with data solutions

Ensure absolute data sovereignty and pipeline reliability. Actian Data Observability runs checks inside your VPC using a zero-copy architecture, delivering 100% data coverage without data leaving your environment or triggering compute cost surges

Empower financial teams with explainable conversational insights. The Actian AI Analyst enforces shared metric logic and provides full query logs and audit trails, ensuring every answer is fully traceable and decision-ready.

Trace transaction metrics from source to regulatory reports. Actian automatically generates visual lineage graphs, enabling compliance teams to prove data provenance and answer audit queries in minutes.