The Intelligence
Engine
A specialized army of AI agents plans, executes, and validates
analytical work across billions of biomedical data points
— with humans in the loop at every step.
Every
agent is grounded in the proprietary Epistemic Knowledge
Graph, integrating hundreds of trusted sources with full
provenance back to primary data.
Your team directs
the agents, reviews their reasoning, and validates their
conclusions. Full auditability, not a black box.
Why Not Just Use ChatGPT?
General-purpose LLMs are powerful, but they hallucinate, can’t cite primary sources, and know nothing about your competitive landscape. Here’s what makes Epistemic AI different.
Generic AI
- Generates from training data — may hallucinate
- No provenance — can’t tell you where facts come from
- Chat responses — unstructured
- Frozen at training cutoff
- One general-purpose model
- No expert review
Epistemic AI
- Multi-agent architecture with specialized agents for different analytical tasks
- Grounded in a proprietary Knowledge Graph with billions of biomedical entities
- Every claim traces back to primary sources (FDA, EMA, ClinicalTrials.gov, PubMed, patents)
- Board-ready deliverables: competitive landscapes, TPPs, conference reports
- Knowledge Graph continuously updated
- Every output validated by in-house life science experts before delivery
Data Sources & Provenance
Every fact in the Epistemic Knowledge Graph traces back to a primary source. We integrate data from hundreds of trusted biomedical sources across regulatory, clinical, scientific, and commercial domains.
Regulatory
FDA, EMA, and global regulatory filings
Clinical
ClinicalTrials.gov and global trial registries
Scientific
PubMed, biomedical journals, and conference abstracts
Intellectual Property
Global patent databases
Commercial
Company filings, press releases, and market data
Conferences
Major medical conference proceedings and abstracts
The Epistemic Knowledge Graph
At the foundation of every agent is a proprietary
knowledge graph
housing billions of biomedical entities — diseases,
genes, chemicals, publications, trials, and regulatory filings
— and the relationships between them.
Our agents don’t just retrieve from the graph —
they reason over it. When you ask for a competitive landscape
for a PD-1 inhibitor in NSCLC, specialized agents traverse
tens of thousands of connected entities, plan an analytical
approach, execute in parallel, and synthesize findings into a
structured, board-ready deliverable.
Specialized Agents, Human-in-the-Loop
Every analytical task is handled by agents purpose-built for
that domain — clinical trial analysis, competitive
landscape mapping, regulatory filing extraction, publication
synthesis, and more. Each agent plans before it executes,
decomposing complex strategic questions into sub-tasks and
identifying which data sources to consult.
But agents don’t work alone. Our in-house life science
experts review and validate every output before it reaches
you. The result is regulatory-grade intelligence, not raw AI
output.
And when you need deeper support, our scientific services team
works alongside your team to deliver custom analyses, expert
review, and white-glove service.
Full Auditability
Every agent’s reasoning chain is fully traceable —
you can see what data it consulted, what relationships it
traversed in the Knowledge Graph, and how it reached its
conclusions.
Every claim in every deliverable traces back to primary
sources: FDA filings, clinical trial registries, PubMed
publications, patent databases. No hallucinated facts, no
unsourced assertions.
This is not a black box. It is intelligence you can audit,
defend, and act on.
From Question to Work Product
When you ask a strategic question, agents plan the analytical
approach: which data to gather, which comparisons to make,
which relationships to explore. They execute in parallel, each
contributing its specialized analysis.
The result is structured, board-ready deliverables —
competitive landscapes, target product profiles, conference
intelligence briefs — validated by life science experts
before delivery. Weeks of manual research, delivered in hours.
Our multi-agent platform transforms strategic questions into structured, validated intelligence — grounded in billions of biomedical data points, planned and executed by specialized AI agents, and validated by life science experts.