©2023 – Seeq Corporation©2023 – Seeq Corporation

Seeq Summit Hoboken September 9th, 2025

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Time Session

11:30am – 12:00pm​ Check-in & badge pick up

12:00pm – 12:10pm​ Kick off & Welcome​ with Paolo Braiuca, Industry Principal, Pharma

12:10pm – 1:00pm​ From Vision to Reality: Seeq Product Roadmap and AI-Driven Manufacturing

1:00pm - 1:30pm Purification Process Performance Monitoring with Allyson Gallant, Lonza

1:30pm - 2:00pm​ Break

2:00pm – 2:30pm​ IT/OT Alignment Drives User Adoption with John Gold & Patrick Robinson, PBF Energy

2:30pm - 2:40pm Closing with Paolo Braiuca

2:40pm - 3:00pm Transportation to Pier 13

3:00pm – 5:00pm​ Happy Hour at Pier 13

Agenda

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Share Your Feedback & Get Rewarded!

©2025 – Seeq Corporation

Scan the QR code and leave a review on G2 to share your experience!

As a thank you, each reviewer will receive a $25 gift card.

Your feedback helps improve and grow Seeq—so take a moment to review, scan now, and claim your reward!

©2024 – Seeq Corporation | 4

accelerates industrial transformation Advanced analytics, AI, & Monitoring for improved operational outcomes

Pharma & Life Sciences

Oil & Gas

ChemicalsMMM

Food & Beverage

Power & Utilities

Semiconductors

250+ Global Market Leaders

Our Customers

200+ with deep industry expertise Fully virtual, globally distributed

Our Team

Founded 2013 Funded by VCs and Industry Partners

Background

40+ Global Partners AWS and MSFT Cloud Partnerships

Our Partners

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Seeq unlocks insights by seamlessly bringing together the 3 key elements of transformation strategy

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A manufacturing intelligence platform to process and analyze industrial time-series data.

Seeq allows to: - Visualize, Search, Contextualize, Cleanse Data - Find patterns, establish boundaries and conditions - Perform calculations, modelling and Machine Learning - Monitor in (near) real time and predict outcomes - Build automatically updating dashboards and reports - Operationalize data science algorithms and scripts - Scale insights across the organization - And a lot more!

It seamlessly connects to multiple data sources, such as process historians, LIMS, data lakes, and to external data science and business intelligence tools. It does not need any change to data storage setup.

What is Seeq?

A computer with a graph on it

Description automatically generated

Watch the product overview

https://www.seeq.com/product/our_offerings/ https://www.seeq.com/product/our_offerings/

WITHOUT MANUFACTURING, THERE IS NO COMPANY

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Met Delivery Commitments

Energy Efficiency

Equipment Life

Yield & Capacity

Forecast Accuracy

Emissions Reduced

Cycle Times

Quality Deviations

Time to Identify Anomalies

Time to Issue Resolution

Maintenance Cost

Unplanned Downtime

THE IMPACT YOU REPRESENT…

VALUE DELIVERED $1B+

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©2023 – Seeq Corporation©2023 – Seeq Corporation

From Vision to Reality: Seeq Product Roadmap and AI-Driven Manufacturing

Paolo Braiuca, Michelle Hart, Megan Twyver

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Meet the Presenters

Paolo Braiuca Michelle Hart Megan Twyver

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Welcome to the Pharmaceutical industry, where everything is 10 years behind and

moves like molasses

INDUSTRY VETERAN “Top 10 Pharma Company” Seeq customer

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What is Seeq for Pharma Analytics & AI Suite? 16

Analytics Change Management

• Analysis Locking

• Analysis Versioning

• Readable Audit Trail

Regulatory Compliant Support

• SaaS Update Coordination

• Seeq Additional Tenant

• Access to Pharma Trust Center

• Right to Audit

Pharma Specific Needs and Benefits

• Seeq Pharma Community of Practice

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Envisioning the Platform’s Potential

Root cause analysis

Exploratory analytics

Process quality monitoring

Performance monitoring + reporting

APR, CPV Reliability

management

AH-HOC ANALYTICS FULLY FLEDGE SOLUTIONS

FOR CRITICAL ROUTINE PROCESSES

GMP Decision Making

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What is Seeq applied to today?

Process Development Process Monitoring & Management

Assets Monitoring & Management

Operational Efficiency & Supply Chain

CPP Identification

Process Optimization

Tech Transfer

OEE – Continuous Improvement Analytics (Performance Metrics, Increase Equipment Availability)

Data Insight Into Planning Scheduling

Anomaly Detection And Root Cause Analysis

Ensure Quality Compliance (CPV, APR, Batch Reporting)

Predictive Modeling & Continuous Improvement Analytics

Anomaly Detection And Root Cause Analysis

Predictive Maintenance

Industrial Enterprise Monitoring

R&D Drug Substance Manufacturing

Drug Product Manufacturing

Engineering (Facilities / Utilities /

Maintenance)

Drug Product Manufacturing

Drug Substance Manufacturing

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A Day in the Life: Pharmaceutical Manufacturing

2020 ©2024 – Seeq Corporation

Question to you!

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Key Challenges with Deviation Investigation

Resource Allocation Inefficiencies

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Key Challenges with Deviation Investigation

Manual & Time- Intensive Processes

Resource Allocation Inefficiencies

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Key Challenges with Deviation Investigation

Manual & Time- Intensive Processes

Limited Real-Time Visibility &

Contextualization

Resource Allocation Inefficiencies

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Key Challenges with Deviation Investigation

Manual & Time- Intensive Processes

Reactive Culture

Limited Real-Time Visibility &

Contextualization

Resource Allocation Inefficiencies

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Key Challenges with Deviation Investigation

Manual & Time- Intensive Processes

Reactive Culture

Limited Real-Time Visibility &

Contextualization

Documentation Burden

Resource Allocation Inefficiencies

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Transforming Deviation Management

Real-Time Detection & Flagging

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Transforming Deviation Management

Real-Time Detection & Flagging

Intelligent Investigation

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Transforming Deviation Management

Real-Time Detection & Flagging

Intelligent Investigation

AI-Powered Reporting

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Transforming Deviation Management

Real-Time Detection & Flagging

Intelligent Investigation

AI-Powered Reporting

Secure Review & Compliance

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Operator

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Responsibilities • Real-time process

monitoring • Support Deviation

investigation

Needs • Simple, actionable

dashboards • Exception-based

reporting • Method of Flagging to

Engineering

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MSAT / Manufacturing / Process Engineer

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Responsibilities • Deviation

Investigation • Regulatory

Compliance

Needs • Access to process and

quality data • Advanced Data

Analytics & Drilldown • Regulatory Reporting

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Head of Quality Assurance

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Responsibilities • Regulatory/Procedural

Compliance • Deviation

Management

Needs • Comprehensive

Reporting • Trend Analysis

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Director of Operations

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Responsibilities • Performance

Benchmarking • Site-Wide Monitoring

Needs • Executive Dashboards • Site-Wide Reporting

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Demonstration

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Seeq AI Enhanced Enterprise Workflow

Process Dashboard Monitoring

Vantage Event

Flagging for Targeted Personas

Workbench Investigation and Vantage

Review

Vantage Review

Flagging & Reporting

Operations Operations / MSAT MSAT QA / Operations

SCALED ACROSS ASSETS

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Seeq AI Enhanced Enterprise Workflow Benefits

• Reduction of manual and laborious processes through a streamlined and automated Seeq workflow.

• Empowers operational personnel with real time access to data from multiple sources and equipping them with power analytical tools for RCA.

• Valuable process knowledge captured in Seeq through triaging and contextualization of critical process events at scale by operators and SME’s through Seeq Vantage

• Accelerated time to value through AI-enhanced insights and report generation.

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Any Questions?

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Seeq Platform Evolution and Roadmap

2025

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Three-Year Product Development Themes

Premium AI

Industrial Enterprise Monitoring

Application Specific

Pharma GxP Change Management ML Tools/Workflows

SPC/Six Sigma Workflows Value Capture

100,000s of Conditions OEE Workflows

Models

1,000,000s of Conditions Enterprise Insights Knowledge Mining

Model Management

10,000,000s of Conditions Tight Ecosystem Integration

2025 2026 2027

Investigation & Analysis Agents Initial Copilot Integration

Autonomous Worker Agents "working on your behalf" Ecosystem Agents

? ?

* per customer

Create a condition to detect when pump 123 is consuming more than 12kW and call it “Pump High Load.”

Visualize pump inlet and outlet pressures and associated power consumption.

Apply the pump model to every one of my pumps made by Flowserve.

Was there any downtime related to material shortage yesterday on the Acme product lines?

Compare operations by batch, site and shift for last six months.

Signals, Conditions, Scalars

Worksheets, Dashboards, Documents, Journals

Models

Vantage Rooms

AI Insights

The Insights Pyramid

Serving all Levels of the Enterprise

Process Engineer

VP / CxO (Manufacturing)

Operations Manager

Line-of-Business Manager

IT Manager

Industrial Enterprise Monitoring Roadmap

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Industrial Enterprise Monitoring Workflow

Scale Across AssetsSelf-Service Analytics Operationalize

Condition Monitoring

TriageInvestigate

Continuous Improvement

Subject matter experts empowered to drive continuous improvement across the entire industrial enterprise

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Industrial Enterprise Monitoring Roadmap – 2024/2025

Triage and Investigate Operationalized, automated condition-based monitoring and prioritization

Intuitive and extensible to enable customizable workflows across use cases and teams

Rapid investigation, model revision, collaboration, and more

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Industrial Enterprise Monitoring Roadmap – 2026

An innovative way for SMEs to flexibly scale Seeq calculations across 1000s of assets or

more, for their use case, when and how they need to

try else else

Scale Across Assets

Availability: 2026

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Industrial Enterprise Monitoring Roadmap – 2026

A fresh approach for subject-matter- experts to templatize analytics

solutions for reusability and scaling

Scalable, Sustainable Analytics Model

Inputs Outputs

Availability: 2026

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Industrial Enterprise Monitoring Roadmap – 2026/2027

A powerful UI to create, manipulate and manage asset hierarchies for the use cases you want, when you need it

Build-your-own hierarchy

AI Roadmap

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AI Agent Roadmap 2024/2025

General Help

RELEASED

RELEASED

Retrieve information and guide the user.

RELEASED

RELEASED

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AI Agent Roadmap – 2025H2

Investigation and Analysis Reason across all accessible data and perform multi-step analytics operations on your behalf.

Show all intermediary datasets and thought processes.

Communicate in both prose and rich, interactive tables and graphs.

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AI Agent Roadmap - 2026

Autonomous Agents With an Analyst Agent’s skillset, perform tasks autonomously in the background.

Monitor operations based on industry best practices.

Produce notifications, reports, on-the-fly dashboards / roll-up / drill-down environments.

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AI Agent Roadmap – 2026/2027

Ecosystem Agents Deep integration with Microsoft Copilot to contribute insights from Seeq.

Users may not even know about Seeq or what it does.

Machine Learning Roadmap

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Machine Learning Tools

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Operationalizing ML for Industrial Teams

• Machine Learning (ML) Tools right in the Tools pane in Workbench

• Accessible to engineers

• Prediction models

• Anomaly models

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External ML: From First Principles to Machine Learning

Process Engineer:

"I’ve analyzed pressures, flows, temperatures - I can’t isolate the root cause. Data Science Team, can you build a model for me?"

Seeq Workbench

Asset

ML Platform

Data Science Team

Data Scientist:

”Absolutely. Send over what your working with.”

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Feedback Loop: Collaborative Model Tuning

"Too many false positives."

”I’ll adjust the model”

”I cleansed the data a bit more”

Seeq Workbench

Asset

ML Platform

Data Science Team

Model

v5

UDF

Formula

Feedback Cycle

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Scalable ML-Powered Monitoring in Action

Seeq Workbench

Asset

ML Platform

Data Science Team

v5 ONNX

• Bridges the gap between engineers and data scientists.

• Enables faster responses to failures. • Achieves success through

collaboration. • Offers more cost-efficient model

execution on Seeq compared to the External ML Platform.

• Allows models to be easily scaled across assets.

Why This Works

Seeq for Pharma and Life Sciences

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Seeq will offer the basic required toolset for visualization, calculation and statistics commonly used in a DMAIC project.

DMAIC: Define, Measure, Analyze, Improve, and Control

Automate alerts by exception - Seeq alert when you are at risk to no longer “sustain the gain.”

The Six Sigma Green Belt Toolbox

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The Six Sigma Green Belt Toolbox

• Assess Normal distribution

• Compare sample sets • Test for equal mean and

variance

• Operationalize • Get notification when

target is not maintained

• SPC charts and run rules to come

©2023 – Seeq Corporation©2023 – Seeq Corporation

The Seeq for Pharma

Validation Kit A documentation offering to help our customers with their initial and ongoing validation of Seeq.

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Five Documents

User Requirement Specification

Validation Plan

Testing Protocol

Requirements Traceability Matrix

Installation and Operational Qualification Protocol

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Seeq for Pharma Includes the Validation Kit

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Documents covering core Seeq functionality

will be available as drafts beginning Q4.

We’re looking for customers to test drive

the kit.

Look for updates at the next Community of Practice meet up.

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Final Thoughts

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Next Pharma Community of Practice Meeting: October 15th, 2025

Seeq Product Updates – Validation Kit and Services Megan Twyver

Roundtable Discussion and Q&A

Community Member Use Case Presentation

Next meeting: October 15th 2025

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Thank you!

Q&A

Default Section Slide 1: Seeq Summit Hoboken Slide 2: Agenda Slide 3: Share Your Feedback & Get Rewarded! Slide 4 Slide 5 Slide 6: What is Seeq? Slide 7 Slide 8 Slide 9 Slide 10 Slide 11 Slide 12: From Vision to Reality: Seeq Product Roadmap and AI-Driven Manufacturing Slide 13: Meet the Presenters Slide 14 Slide 15 Slide 16: What is Seeq for Pharma Analytics & AI Suite? Slide 17: Envisioning the Platform’s Potential Slide 18: What is Seeq applied to today? Slide 19: A Day in the Life: Pharmaceutical Manufacturing Slide 20: Question to you! Slide 21: Key Challenges with Deviation Investigation Slide 22: Key Challenges with Deviation Investigation Slide 23: Key Challenges with Deviation Investigation Slide 24: Key Challenges with Deviation Investigation Slide 25: Key Challenges with Deviation Investigation Slide 26: Transforming Deviation Management Slide 27: Transforming Deviation Management Slide 28: Transforming Deviation Management Slide 29: Transforming Deviation Management Slide 30: Operator Slide 31: MSAT / Manufacturing / Process Engineer Slide 32: Head of Quality Assurance Slide 33: Director of Operations Slide 34: Demonstration Slide 35: Seeq AI Enhanced Enterprise Workflow Slide 36: Seeq AI Enhanced Enterprise Workflow Benefits Slide 37: Any Questions? Slide 38: Seeq Platform Evolution and Roadmap Slide 39: Three-Year Product Development Themes Slide 40 Slide 41 Slide 42: Industrial Enterprise Monitoring™ Roadmap Slide 43: Industrial Enterprise Monitoring™ Workflow Slide 44: Industrial Enterprise Monitoring™ Roadmap – 2024/2025 Slide 45: Industrial Enterprise Monitoring™ Roadmap – 2026 Slide 46: Industrial Enterprise Monitoring™ Roadmap – 2026 Slide 47: Industrial Enterprise Monitoring™ Roadmap – 2026/2027 Slide 48: AI Roadmap Slide 49: AI Agent Roadmap 2024/2025 Slide 50: AI Agent Roadmap – 2025H2 Slide 51: AI Agent Roadmap - 2026 Slide 52: AI Agent Roadmap – 2026/2027 Slide 53: Machine Learning Roadmap Slide 54: Machine Learning Tools Slide 55: External ML: From First Principles to Machine Learning Slide 56: Feedback Loop: Collaborative Model Tuning Slide 57: Scalable ML-Powered Monitoring in Action Slide 58: Seeq for Pharma and Life Sciences Slide 59: The Six Sigma Green Belt Toolbox Slide 60: The Six Sigma Green Belt Toolbox Slide 61: The Seeq for Pharma Validation Kit Slide 62: Five Documents Slide 63: Seeq for Pharma Includes the Validation Kit Slide 64: Final Thoughts Slide 65: Next Pharma Community of Practice Meeting: October 15th, 2025 Slide 66: Thank you! Q&A