DNA
AIOSDNA

AIOS DNA Pharmaceutical Intelligence Suite

Dual-Mode Enterprise AI for the Entire Drug Lifecycle

Production

Transform pharmaceutical operations from drug discovery through commercialization with an enterprise-grade dual-mode AI platform. Choose deterministic mode for regulatory compliance and auditable decisions, or LLM-enhanced mode for adaptive intelligence. Built on the AIOS DNA kernel mesh with enterprise-grade governance, security, and observability.

Industry Challenges

Pharmaceutical companies face unprecedented challenges:

Lengthy drug discovery cycles (10-15 years)
High failure rates in clinical trials (90%+)
Complex regulatory submission processes
Manufacturing quality control challenges
Fragmented data across R&D, clinical, and commercial systems
Rising costs and pricing pressure
Global regulatory compliance complexity

Dual-Mode Architecture

Every pharmaceutical kernel operates in two modes, giving you the flexibility to choose the right approach for each use case:

Deterministic Mode

Rule-based, reproducible operations with no LLM calls. Perfect for regulatory submissions, audits, and compliance-critical workflows.

  • 100% reproducible results
  • Full audit trails
  • FDA/EMA compliant
  • P95 latency < 500ms

LLM-Enhanced Mode

Adaptive reasoning using large language models for exploratory research, hypothesis generation, and complex analysis.

  • Adaptive intelligence
  • Novel insights
  • Contextual understanding
  • P95 latency < 2000ms

Solution Modules

Five specialized domain kernels with dual-mode operation that integrate seamlessly with the AIOS DNA platform:

Drug Discovery Kernel

Generative molecule design, toxicity prediction, binding affinity scoring, and multi-objective optimization across efficacy, safety, and manufacturability.

Clinical Trials Intelligence Kernel

AI-powered patient matching, protocol optimization, Risk-Based Monitoring (RBM), real-time data quality checks, and dropout prediction.

Regulatory Compliance & Safety Kernel

Automated FDA/EMA CTD module generation, Risk Management Plan (RMP) automation, pharmacovigilance anomaly detection, and submission package assembly.

Manufacturing & Supply Chain Kernel

Predictive Quality Control (PQC), batch deviation detection, equipment reliability forecasting, serialization, and cold-chain monitoring.

Commercial Intelligence Kernel

Market access modeling, demand forecasting, launch planning optimization, KOL network mapping, and competitive intelligence analysis.

Enterprise-Grade Governance

Built-in governance controls ensure compliance and auditability across all pharmaceutical operations:

Mode Enforcement

Enforce deterministic-only mode for GxP-critical operations while allowing LLM-enhanced mode for research.

Human Approval

Route high-risk operations through human approval workflows with full audit trails.

Explainability

Rule-based reasoning and decision trees for all deterministic operations with regulatory traceability.

Governance Features

  • Per-tenant mode configuration
  • Rule version pinning and management
  • Comprehensive audit trail generation
  • Real-time compliance monitoring
  • Automated compliance reporting
  • Data residency and sovereignty controls

Architecture

The Pharmaceutical Intelligence Suite integrates with the AIOS DNA dual-mode kernel mesh, providing:

Pharmaceutical Intelligence Suite Dual-Mode Architecture
  • Seamless integration with existing pharma systems (EHR, CTMS, eTMF, LIMS, MES, SCADA, ERP)
  • Federated memory with patient data isolation and cross-study reasoning
  • SentinelX security monitoring and audit logging for all AI decisions
  • Human-in-the-loop approval workflows for regulatory and safety-critical actions

Expected Impact

30-60%
Faster R&D cycles
25-40%
Cost reduction
20-35%
Higher trial success rates
40-50%
Faster regulatory submissions

Additional Benefits

  • Reduced time to market for new drugs
  • Improved patient safety and outcomes
  • Enhanced regulatory compliance
  • Better manufacturing quality and efficiency
  • Optimized commercial strategy and launch
  • Full audit trails for regulatory inspections

Regulatory Compliance

Built with compliance at the core, supporting all major pharmaceutical regulations:

FDA 21 CFR Part 11
EMA Annex 11
MHRA
HIPAA
GxP (GMP, GLP, GCP)
  • Electronic records and signatures compliance (21 CFR Part 11, Annex 11)
  • Patient data protection (HIPAA, GDPR)
  • Good Practice quality guidelines (GMP, GLP, GCP)
  • Audit trails for all AI-generated outputs and decisions
  • Data residency and sovereignty controls
  • Encryption at rest and in transit (TLS 1.2+, AES-256)

Transform Your Pharmaceutical Operations with Dual-Mode AI

See how AIOS DNA's dual-mode architecture can accelerate your drug development, optimize clinical trials, automate regulatory compliance, and drive commercial success. Choose deterministic mode for regulatory submissions or LLM-enhanced mode for research breakthroughs. Request a demo tailored to your pharmaceutical use case.