AI-Driven Manufacturing Decisions Deliver Multi-Million Dollar Savings

How Altimetrik Helped a Global Biopharma Company Accelerate Manufacturing Decisions with AWS Generative AI.

January 14, 2026
5 minute read
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Overview

A global biopharmaceutical leader operating across 80+ countries sought to improve visibility and decision speed across its complex manufacturing network. With data spread across multiple systems, teams lacked a unified operational view, slowing critical decisions. By adopting AWS Generative AI, the organization streamlined access to manufacturing intelligence, enabling faster, proactive, and more cost-efficient decision-making.

Key Challenges

1. Fragmented and Siloed Manufacturing Data

Dispersed operational metrics (KPIs, adherence, performance) across multiple systems made quick insight consolidation challenging.

2. Slow, Manual Insight Generation

Time spent consolidating batch insights delayed deviation identification and optimization

3. Limited Decision Agility Across Sites

A unified interface was required to enable scenario simulation, site comparison, and scalable real-time supply chain decisions.

Solution Overview

1. Conversational, AI-Powered Manufacturing Intelligence

A Generative AI solution, built on Amazon Bedrock, enabled users to ask natural-language questions and instantly access real-time insights pulled from multiple structured and unstructured data sources.  

2. Scalable, Production-Ready Architecture on AWS

Deployed on Amazon EKS with integrations across Amazon RDS, Amazon S3, Amazon MSK, and API Gateway, the solution delivered high availability, secure data access, and a strong foundation for enterprise-wide scale.

3. Unified Interface for Batch, Operational, and Analytics Data

Users gained a single view that combined batch information, performance metrics, historical documents, and visual analytics reducing dependency on traditional dashboards.

Business Outcomes & Impact

1. Faster Time-to-Insight

Teams can now retrieve batch-level information instantly, eliminating the need to navigate multiple systems and accelerating operational decision-making.  

2. Significant Cost and Efficiency Gains

Simulation capabilities and real-time comparison across manufacturing sites are expected to unlock multi-million-dollar savings across production and supply chain operations.

3. Enterprise-Grade Scalability and Reliability

The solution is now live across multiple regions and AWS accounts with built-in fault tolerance, supporting global expansion and future AI enhancements.

Summary

By unifying fragmented manufacturing data through an AWS-powered Generative AI solution, the organization transformed decision-making with real-time, conversational access to critical insights. The result: faster operational agility, enterprise-scale reliability, and multi-million-dollar cost savings across global manufacturing and supply chain operations.

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Amit singh

“Amit Singh is the Chief Strategy Officer and Chief of Staff to the CEO at Altimetrik, where he drives corporate strategy, growth acceleration, and value creation through transformation initiatives. In this dual role, he partners closely with leadership teams, investors, and the board to align business strategy with sustained, technology-driven growth.

With over two decades of experience at the intersection of technology, business, and transformation, Amit brings a unique perspective on how organizations can innovate and adapt in a rapidly evolving digital landscape. His career has been defined by building high-performing teams, scaling innovative platforms, and driving organizational change to deliver lasting impact.

Before joining Altimetrik, Amit held senior leadership roles at Visa, where he led technology strategy, engineering, and product development for Real-Time Payments and the Visa Developer Platform. Earlier, he served as Chief Product Officer at a startup and spent more than a decade at Oracle, leading product and engineering teams across a wide range of enterprise software applications.”

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