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Transforming Pharmaceutical Manufacturing:

AI's Role in Ensuring Quality and Compliance

Andreas Eschbach, CEO and Founder

Pharmaceutical manufacturing demands precision and compliance. With strict regulatory requirements and patient safety at stake, every deviation must be documented, every process must be tightly controlled, and all actions must be traceable.

At the same time, the pharmaceutical landscape is growing more complex. Evolving regulations, global supply chain strain, rising market pressures and workforce challenges are pushing teams to do more, often with fewer workers both in management and on the production floor. At the same time, high turnover and loss of experienced workers means valuable institutional knowledge is easily lost. All of this can lead to higher rates of human error and non-conformities which require lengthy investigation cycles and compliance issues.

This is where artificial intelligence (AI) can make a real impact. SAMI^® (Shiftconnector^® Artificial ManufacturingIntelligence) is built into the Shiftconnector^® Daily Management System. By surfacing historical data, speeding up investigations and preserving institutional knowledge, SAMI helps pharmaceutical teams work faster, break down communication silos and drive continuous improvement.

The Hidden Barriers to Quality and Compliance

Despite major investments in digitalization, many pharmaceutical manufacturers still struggle with fragmented information and inconsistent communication. Critical data is spread across MES, QMS, historians and paper-based shift notes and maintenance logs, making it hard to get a full picture when something goes wrong.

Add to that the challenge of tacit knowledge: valuable experience that lives in the minds of seasoned employees but isn’t captured in a structured way. When people leave or retire, that knowledge often disappears with them.

This creates serious challenges for facility leadership and engineering, quality and production teams. When something goes wrong, the information needed to investigate, respond and prevent recurrence is often incomplete, hard to find or hidden in disconnected systems. The result?

Missed trends that lead to bigger problems: When data isn’t centralized or analyzed holistically, recurring exceptions or production stops may go unnoticed—until they escalate into more serious issues.
Slow, manual root cause analysis (RCA): Once a problem becomes significant, teams must investigate. But gathering the relevant data across systems is often time-consuming, delaying RCA and making it harder to respond quickly and effectively.
Greater risk of human error and recurrence: When the response to an issue is limited to retraining or a buried SOP update, there’s still a high chance the same mistake will happen again. Shiftconnector supports more consistent execution by making updated standards visible and actionable through clear instructions and standard tasks, reducing reliance on memory or annual training cycles.
Lost batches, wasted time and avoidable costs: The downstream impact of fragmented knowledge and slow response isn’t just operational—it’s financial.

These aren’t just system issues. They’re real risks to patient safety, product integrity and regulatory trust.

Meet SAMI: AI for Smart Pharmaceutical Operations

To overcome these challenges, pharmaceutical manufacturers manufacturers need more than data to gain more insight. That’s where SAMI^® (Shiftconnector^® Artificial Manufacturing Intelligence) comes in.

SAMI is an AI-powered assistant fully embedded in the Shiftconnector^® enterprise manufacturing platform, designed to support the unique demands of regulated, data-rich environments like pharmaceutical manufacturing. It doesn’t live outside your systems or add another layer of complexity. Instead, SAMI works within your existing workflows, pulling together structured and unstructured data from across your QMS, MES, historian and shift logs to deliver fast, relevant answers. Because SAMI is trained on your data, it understands your language, context and processes.

SAMI includes three tightly integrated capabilities that support the full quality lifecycle:

Smart Search

An AI-powered, context-aware search tool that lets users ask questions in natural language and instantly find the most relevant data across systems and departments. Whether you’re looking for previous deviations, CAPA actions or maintenance records, Smart Search surfaces the right entries within seconds.

Smart Solutions

When issues arise, Smart Solutions uses machine learning to analyze past events, identify potential root causes and suggest proven actions that have resolved similar problems before. It connects the dots across historical data, enabling faster, more consistent decision-making, especially for deviation investigations and CAPA development.

Chat with SAMI

SAMI’s newest feature introduces a conversational interface, allowing users to “talk to their data.” You can ask follow-up questions, dig deeper into batch events, and get AI-generated summaries tailored to your context.

Together, these capabilities help pharma teams move from manual, fragmented investigation to a smarter, more connected way of working-where insights are surfaced in real time, and every action is backed by data.

The Power of AI in Pharma Manufacturing Today

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Creating Smart Pharma Manufacturing Facilities

In a pharmaceutical environment, compliance and safety aren’t just operational goals—they’re regulatory mandates. To meet these high standards consistently, teams need more than dashboards and reports. They need systems that help them act smarter, solve problems faster and maintain traceability across every step of production. SAMI delivers exactly that by getting the right information to the right people at the right time.

Here’s how SAMI supports core quality and compliance activities across the pharma lifecycle.

Quality Deviation Investigations: Deviation reports are only as good as the information that goes into them. SAMI accelerates investigations by connecting shift logs, batch records, maintenance notes and other relevant data sources. Smart Search and Chat with SAMI reduce the time it takes to gather supporting evidence and trace root causes, ensuring a more complete and timely response.
Investigations and recurrence insights: CAPA actions are often defined in a QMS, separate from production systems, and carried out by teams who may not have access to that system, requiring shadow tracking of follow-up tasks. While SAMI doesn’t manage CAPAs, it helps speed investigations by surfacing similar past issues, highlighting what was done, and supporting analysis of recurring trends. With KPIs like “recurring deviations” or exceptions, SAMI can also help inform and automate effectiveness checks.
Knowledge Management and Workforce Empowerment: Pharma plants depend on experienced personnel, but as the workforce shifts, so does institutional knowledge. SAMI helps preserve and share that knowledge across roles, teams and shifts. New employees get up to speed faster, and everyone gains from what’s been learned before.
Continuous Improvement: SAMI doesn’t just solve immediate problems; it supports long-term improvement. By identifying recurring issues, surfacing patterns in operational data and suggesting operational improvements, SAMI helps drive a proactive approach to quality, not just a reactive one.

Shiftconnector^® with SAMI: Built for Pharma.

Pharmaceutical manufacturing demands precision, speed and accountability. By making data accessible, surfacing proven solutions and supporting every step of the quality process, SAMI helps teams work smarter, respond faster, and stay audit ready.