Thematic Silo Architecture • Pharma & Life Sciences

Deterministic Batch Record Audit, Formulation Stability Telemetry & Regulatory Submission Agents

Architectural Answer Capsule • Executive Summary

Elesium's pharmaceutical AI architecture automates electronic batch manufacturing record (eBMR) reviews, HPLC/GC-MS chromatography data integrity audits, and eCTD regulatory dossier compilation under strict US FDA 21 CFR Part 11, CDSCO, and ALCOA+ data integrity standards.

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eBMR Review Cycle
- 72%
Automated 1,000+ page batch record audit
Data Integrity Score
100% ALCOA+
Cryptographic audit trail verification
Chromatography Audit
< 120ms
Peak integration baseline tamper detection
eCTD Assembly
Sub-48 Hours
Automated Module 3/4/5 dossier compilation

Statutory & Regulatory Compliance Matrix

Governing Authorities: US FDA, CDSCO, WHO & ALCOA+

US FDA 21 CFR Part 11 Electronic Records & Signatures, CDSCO Good Clinical Practice (GCP), ALCOA+ Data Integrity Principles, and WHO GMP Annex 4 Guidelines.

DPDP Act 2023 Sec 8(5) Automatic statutory data erasure upon workflow execution completion.
Sovereign Data Residency Tier-IV Indian datacenters (CtrlS, Yotta Shakti) with zero foreign telemetry.
Cryptographic Hashing SHA-256 state ledger verification for statutory explainability audits.

Deterministic Multi-Agent Architecture

In pharmaceutical manufacturing, a single batch record discrepancy or chromatography audit trail gap can trigger an FDA Form 483 warning letter, product recalls, or import alerts that cost hundreds of millions of dollars. Elesium deploys deterministic multi-agent auditing pipelines engineered specifically to enforce ALCOA+ (Attributable, Legible, Contemporaneous, Original, Accurate) data integrity standards across all manufacturing and laboratory systems.

Our Batch Record Review Agent ingests complex Electronic Batch Manufacturing Records (eBMR) spanning 500 to 2,000 pages of scanned weigh-dispense receipts, autoclave charts, in-process testing logs, and analytical certificates. The agent cross-checks every temperature excursion, hold-time limit, and sign-off sequence against master manufacturing formulas in sub-3 minutes, highlighting deviations for QA review.

In quality control laboratories, our Chromatography Audit Agent continuously analyzes raw audit logs from Empower, Chromeleon, and ChemStation CDS systems. It detects manual peak integration anomalies, orphaned sample injections, and unauthorized baseline manipulations, ensuring full statutory compliance with US FDA 21 CFR Part 11 electronic records mandates.

Enterprise Production Capabilities

Automated eBMR Batch Record Review

Rapid audit of manufacturing batch logs against approved master formulas, flagging temperature excursions and missing operator sign-offs.

Chromatography Data System (CDS) Audit

Automated surveillance of HPLC and GC audit logs to identify manual integration abuses and unapproved test injections.

eCTD Regulatory Submission Assembly

Synthesizes raw clinical trial reports and CMC stability data into formatted Module 3 Quality dossiers ready for submission.

Pharmacovigilance Adverse Event Triage

Multi-lingual extraction and MedDRA coding of spontaneous adverse drug reaction (ADR) reports from medical literature and clinical hotlines.

Pharma & Life Sciences Production Architectures

Verified production-ready sovereign AI solutions in the Pharma & Life Sciences thematic cluster.

Engagement Tiers & Institutional Pricing

Tier Investment (INR) USD Equiv. Timeline Deliverables
Pilot Sprint ₹1,50,000 – ₹3,50,000 $2,000 – $4,500 14 days Single-process deterministic agent, private cloud staging, production validation
Enterprise Suite Most Deployed ₹6,00,000 – ₹15,00,000 $7,500 – $18,000 30–45 days 3-agent triad, LangGraph StateGraph, ERP integration, zero-data-retention VPC
AI Engineering Pod ₹4,50,000 / month $5,500 / month 12-month retainer 3 AI engineers + 1 principal architect, continuous fine-tuning, 1-hour critical SLA

Frequently Asked Questions

How does Elesium comply with US FDA 21 CFR Part 11 electronic records regulations?
Every audit event, user interaction, and automated review generates an immutable, cryptographically hashed audit trail containing timestamp, user identity, reason for change, and system fingerprint.
Can the agents interface with our Waters Empower 3 or Thermo Chromeleon CDS?
Yes. We ingest raw CDS database audit logs via non-invasive read-only ODBC connectors and automated export daemons without altering underlying chromatography files.
What happens when an automated batch audit identifies a critical quality deviation?
The system automatically pauses batch release progression in the LIMS/MES, creates a formal deviation ticket with all relevant sensor traces, and notifies QA directors immediately.
How does the system ensure zero hallucinations when compiling regulatory filings?
All extracted numerical values in regulatory dossiers must carry a deterministic pointer to their original laboratory raw data source document with strict arithmetic cross-verification.
What is the typical time savings for a commercial pharmaceutical QA department?
Commercial manufacturing plants typically reduce their batch record review cycle from 7 to 10 calendar days down to under 24 hours, releasing inventory to market significantly faster.

Deploy a Scoped Pharma & Life Sciences Pilot in 14 Days

30-minute private architecture review with Principal AI Systems Architect Chaman Shah. We evaluate legacy interfaces, data residency requirements, and model your 90-day cash-flow ROI SLA.

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