How a global pharmaceutical leader

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How a global pharmaceutical leader achieved 80% time savings with precision compliance

A Top 10 global pharmaceutical company achieved 5X throughput increase in regulatory dossier processing by moving from "Fuzzy RAG" to "Precision Compliance" with Corvic's Intelligence Composition Platform. High-assurance industries don't have the luxury of AI hallucinations.

The Challenge

A Top 10 global pharmaceutical company faced a critical challenge: extracting pharmaceutical quality data from complex regulatory documents for Chemistry, Manufacturing, and Controls (CMC) submissions. Most enterprises are stuck in "Data Gridlock"—they want to deploy agentic AI, but their pipelines shatter when faced with the messy, complex reality of regulatory documents.

The "Multimodal Tsunami"

Regulatory dossiers contain unstructured PDFs with high-density tables, technical specifications, and cross-referenced manufacturing parameters. Traditional RAG (Retrieval-Augmented Generation) systems are designed for fuzzy text retrieval—not the absolute precision required for compliance.

The Manual Bottleneck

Subject matter experts spent weeks manually cross-referencing tables and applying conditional logic to conflicting data across multiple documents—a process that was slow, error-prone, and impossible to scale.

The Constraint

Strict compliance requirements combined with an aggressive timeline meant that "close enough" was never an option. The solution needed industrial-grade precision from day one.

The Insight: To break that wall, you don't need better extraction. You need Intelligence Composition.

Corvic's Solution — Moving from "Fuzzy RAG" to "Precision Compliance"

Corvic AI implemented its Intelligence Composition Platform (IC Platform) to enable a Hybrid Agentic Approach—combining AI flexibility with RPA-style precision. The platform addresses three critical technical requirements:

1. Smart Data Extraction (CAPA™)

Automatically parses high-density tables and technical specifications from unstructured dossiers while preserving the industrial-grade precision required for regulatory specs. Goes beyond simple scraping to maintain critical context and structure.

2. Automated Strategic Logic (ECoAA™)

Applies an Explainable Chain of Adaptive Actions to execute conditional logic and cross-reference manufacturing parameters (like pH and temperature) across disparate documents. Creates a traceable chain of reasoning for compliance validation.

3. Structured Orchestration

Moves validated data into submission-ready spreadsheets, combining AI flexibility with RPA-style precision. Fills the gaps where traditional RAG falls short, turning manual documentation nightmares into scalable, global systems.

By implementing the IC Platform, the company didn't just build a tool—they unlocked Continuous Regulatory Intelligence that operates at global scale.

The Results — From "Data Plumbing" to Strategic Focus

80% Time Savings

On data extraction and validation processes

5X Throughput Increase

For regulatory dossiers processing

Zero Pilot Purgatory

Solution validated for global operations from day one

100% Compliance

Meeting strict accuracy and regulatory requirements

Transformation Impact

Before

Brittle pipelines that broke with complex documents

Experts spent 80% of time on manual data entry

Weeks of cross-referencing for each submission

After

Self-healing logic with industrial-grade precision

100% focus on strategic compliance tasks

Real-time processing with explainable outputs

"We used Corvic AI's intelligence composition platform... Despite very strict accuracy and compliance requirements... the platform delivered reliable results exactly when we needed them."

— Global Pharma Leadership Team

How It Works

Smart Data Extraction

CAPA™ achieves industrial-grade extraction from complex, multimodal inputs while preserving critical structure and context

Automated Strategic Logic

ECoAA™ executes conditional logic and cross-references manufacturing parameters with traceable reasoning

Structured Orchestration

Validated data moves into submission-ready spreadsheets, combining AI flexibility with RPA-style precision

Move your workflows from 'fuzzy RAG' to precision compliance, so your subject matter experts can stop manual cross-referencing and process complex regulatory dossiers 5x faster

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