01Pharmaceuticals & Life Sciences

Deterministic AI for High-Stakes Life Sciences & Regulatory Workflows.

Eliminate hallucination risks in medical writing, MLR validation, and clinical documentation. Deepentix leverages CLAIM Graph technology and domain-tuned Small Language Models to give scientific teams 100% verifiable citation provenance at up to 45× lower query costs.

Scientific evidence stacktracing
S1Global Regulatory GuidelinesEMA / FDA — binding directivesS2Summary of Product CharacteristicsApproved claims baselineS3Internal SOPs & Compliance RulesCorporate standardsS4Clinical Trial Data & LiteraturePrimary evidenceS5Promotional & Writing AssetsTarget outputLine-item provenance verified
100%Traceable line-item provenance
ZeroHallucination MLR audits
15–45×Lower query cost
Air-gappedOn-prem sovereign deployment
02The Core Problem

Why Generic AI Fails Scientific & Regulatory Rigor

Standard RAG systems and broad LLMs cannot be trusted with regulatory submissions, clinical trial protocols, or promotional medical content. In life sciences, a misquoted statistic, a lost context nuance, or a hallucinated citation isn’t just an error—it’s a regulatory violation and a reputational risk.

The pharma compliance bottleneck

S1Global Regulatory Guidelines (EMA / FDA)
Binding directives
S2Summary of Product Characteristics (SmPC)
Approved claims baseline
S3Internal SOPs & Compliance Rules
Corporate standards
S4Clinical Trial Data & Medical Literature
Primary evidence
S5Promotional & Medical Writing Assets
Target outputGeneric RAG loses traceability here

Citation drift under validation

Claim: “Once-daily dosing is well tolerated”

Standard vector RAG

  1. Retrieve chunk
  2. Attach qualifier
  3. Bind dosage
  4. Cite source

Citation drift

Well tolerated in all patients

Qualifier lost in chunking — unsupported medical claim

Deepentix CLAIM Graph

  1. Retrieve chunk
  2. Attach qualifier
  3. Bind dosage
  4. Cite source

MLR pre-validated

Well tolerated in adults ≥18, 10 mg once daily — SmPC §4.8

Qualifier, dosage and source clause bound to the claim

The three critical failures of standard AI in pharma

01

Citation Drift & Hallucination

Standard vector search chunks documents by arbitrary character length. It frequently disconnects scientific findings from their qualifying conditions, dosages, or trial demographics—leading to false or misleading scientific assertions.

02

The MLR Approval Bottleneck

Medical, Legal, and Regulatory review boards spend thousands of manual hours cross-referencing promotional assets against underlying clinical literature and SmPC guidelines because current AI tools cannot provide a guaranteed chain of evidence.

03

Data Privacy & IP Exposure

Uploading unreleased clinical trial data or proprietary drug discovery literature to third-party public cloud models poses severe intellectual property and compliance risks.

03The Deepentix Solution

Self-Serve Knowledge Assets for Medical & Regulatory Teams

Deepentix structures complex medical literature, trial reports, regulatory guidelines, and internal SOPs into high-density CLAIM Graphs during the ingestion phase. Your AI references an exact, structured map of scientific facts—not raw, unverified text chunks.

100% Line-Item Provenance

Every assertion links directly back to exact trial protocols and SmPC clauses.

Multi-Document Coherence

Resolves relationships across thousands of scientific papers and internal SOPs.

Radical Token Economics

Run multi-stage “Judge Models” for verified accuracy.

04How It Works

How It Works for Life Sciences Teams

  1. 1INGEST

    Ingest Scientific Repositories

    Connect clinical trial documents, medical literature, regulatory guidelines (EMA, FDA), and internal SOPs without reformatting.

  2. 2VALIDATE

    Human-in-the-Loop MVO Extraction

    Automatically extract specialized medical schemas and ontologies. Medical writers and regulatory experts validate the framework in natural language.

  3. 3DEPLOY

    Deploy Sovereign Scientific Copilots

    Empower teams with automated MLR pre-validation, precise medical writing drafting, and instant regulatory auditing.

05Key Life Sciences Use Cases

From Manual Review Cycles to Verified Scientific Output

01

MLR (Medical, Legal, Regulatory) Validation

The challenge

Promotional assets require painstaking manual checks against scientific literature, risk profiles, and localized regulatory rules.

The Deepentix transformation

Automated pre-validation of assets with instant line-item mapping against approved claim libraries and SmPC guidelines.

02

Medical Writing & Document Revision

The challenge

Drafting clinical trial reports, literature reviews, and regulatory submissions requires absolute precision across thousands of pages.

The Deepentix transformation

AI co-pilots that draft and revise medical literature with 100% verifiable source citations and zero hallucination risk.

03

Regulatory Labeling & SmPC Tracking

The challenge

Updating product labels across global markets when new safety data or trial results emerge is slow and error-prone.

The Deepentix transformation

Instant impact-mapping across global documentation when core safety guidelines or clinical findings are updated.

06Enterprise Architecture & Data Sovereignty

Protecting Your Proprietary IP & Clinical Data

Built to meet strict European and global regulatory standards (EMA, FDA 21 CFR Part 11, GDPR, EU AI Act). Deepentix ensures your proprietary scientific IP never leaves your control.

EU Sovereignty BoundaryData stays within EuropeAzureEU RegionawsAWSEU RegionDatabricksEU RegionOn-PremiseAir-Gapped
01

Air-Gapped & On-Premises Deployment

Complete pipeline deployment within your private cloud (Microsoft Azure, Databricks, AWS) or local enterprise data centers.
02

Vertical Small Language Models (VSLMs)

Powered by specialized, domain-adapted SLMs—eliminating dependency on external API providers and safeguarding unreleased trial data.
03

Full Auditability for Regulatory Inspections

Produce complete, deterministic logs showing exactly why and how an AI system synthesized any statement or compliance decision.

Proven life sciences accuracy

15–45×Lower query costvs. standard GraphRAG
10×Denser knowledge graphsfor complex literature
100%Traceable citation chain of evidence
07For CROs & Consultancies

Accelerate Scientific AI Services

Are you a CRO or life sciences consultancy building custom regulatory or clinical workflows for enterprise pharma? Deepentix provides the core, auditable graph engine. Deliver state-of-the-art medical writing and regulatory validation tools to your clients in weeks—without building custom graph infrastructure from scratch.

08Deployment starts here

Ready to Accelerate Compliance and Scientific Output?

Request a custom pilot using your sample medical literature or regulatory documentation to see 100% auditable AI in action.

  • MLR validation on your own sample medical literature.
  • 100% verifiable citation provenance, no hallucinated references.
  • Sovereign deployment inside your validated environment.
Get a Free Demo

30-minute scientific session. Work email required.