London Masterdeck 2026

©Seeq Corporation1
Welcome to Seeq Summit London 2026
S U M M I T 2 0 2 6
AGENDA
• 09:00 - 10:00 – Registration and Networking
• 10:00 - 10:10 – Welcome & Kick Off
• 10:10 - 10:40 – Keynote Speaker – Michael Stenman, VP, Customer Success at Seeq
• 10:40 - 11:15 – Codifying Expertise: Bridging the Skills Gap with Seeq - British Sugar
• 11:15- 11:45 – Industrial AI That Turns Chemicals Data into Margin - Seeq
• 11:45- 12:15 – Coffee and Networking Break
• 12:15 - 12:45 – Building the Future of Engineer-led Analytics - Solvay
• 12:45- 13:15 – Seeq at Infineum, A rollercoaster of a ride - Infineum
• 13:15 - 14:15 – Lunch and Networking Break
• 14:15 - 15:50 – Industrial AI Hands-On Workshop: Business Impact at Scale, from the Shop Floor to the Top Floor
• 15:45 - 15:50 – Closing Session
• 16:00 - 17:00 – Happy hour and networking
©Seeq Corporation2
2026 Conneqt
©Seeq Corporation3
NAMA Conneqt • 1-3 June 2026, Orlando • Orlando, Florida • JW Marriott Orlando Bonnet Creek
EMEA Conneqt • 28-30 October, 2026 • Amsterdam, Netherlands • Registration and CFA to launch in
mid-May
44
Points to Note During the Day
• Safety
• WiFi o Network Name: SEEQ o No password required
• Breaks & Lunch o Will take place in the Court Room
• Happy Hour o Will take place in the Garden
Ask Your Questions using Slido
Scan the QR Code to join our active Slido Session where you can ask questions throughout presentations and the presenter will answer them at the end of their session.
Questions can be submitted anonymously or with your name attached.
©2024 – Seeq Corporation
©2024 – Seeq Corporation | 8©2024 – Seeq Corporation | 8
From Analytics to Intelligence How Manufacturers Win by Scaling Human Expertise
Michael Stenman VP, Customer Success Seeq
The Best Intelligence Isn’t Artificial. It’s Human Intelligence, Amplified.
Accelerate Insight • Scale Expertise • Create Advantage
Thank you
©2024 – Seeq Corporation
Any Questions?
Please raise your hand and a team member will bring you a microphone.
OR
Scan the QR code to submit your questions using Slido.
©2024 – Seeq Corporation | 13©2024 – Seeq Corporation | 13
14
Seeq Summit: Manchester 2024
Codifying Expertise: Bridging the Skills Gap with Seeq
James Caws – Principal Process Control & Analytics Engineer
30th April 2026
Alex Fedrick – Principal
Analytics Engineer
15
Introduction to British Sugar
Seeq Summit · London 2026
8 million tonnes
co-products
1 million tonnes
Our Team’s Objective
Problem
■ 120+ years of knowledge
■ Experience in key area lead roles has dropped from 15 years to 7 years
■ Shorter length of service
■ Cost pressures – leaner workforce
■ Takes 10+ years to train an expert
■ Risk to factory performance if knowledge drain continues
Solution – Codify Expertise
■ ‘Advanced Insight Centre’
■ Centralised expertise
■ Digital solutions
■ One-stop shop for operations insight
■ Standardised, consistent
■ Faster, better decisions
Seeq Summit · London 2026
17
Converting Data into Decision Support
DCS
Data
Lab
Data Docume
nts
Asset
Tree
Layer
Visualisat
ion
Single
pane of
glass
Analytics
& GenAI
Seeq Summit · London 2026
Suppor
t
18
19
20
21
Seeq used as the analytics engine
Seeq Summit · London 2026
■ Visualising and manipulating conditions - events, batches etc.
■ AI Assistant has enabled new team members to deliver faster
Key Benefits
22
Seeq Features – Asset Scaling Tool add-on
Seeq Summit · London 2026
■ Thanks to Emilio!
■ Enables scaling of calculations to similar assets
■ Adds the Seeq calculation on top of the original PI Asset Tree
■ Different datasource class, so indexing the PI Asset Tree does not overwrite the calculations
23
Seeq Features – User Defined Functions
Seeq Summit · London 2026
■ Built an extensive library of User Defined Functions
■ Updating of scaled calculations – just update the formula once in the UDF
24
Focus on developing AI
Workflows
S I N C E C O N N E Q T 2 0 2 5
How our approach has evolved A dozen agent workflows in production across the refinery, extraction, and specialist areas — and a clear shift in how we build them.
Agents in production
■ ~20 workflows running live
■ Covering refinery, extraction and specialist flows
■ Proven value, embedded in daily operations
Deterministic over probabilistic
■ Greater mix of deterministic code in the pipeline
■ Agents used where reasoning genuinely adds value
■ More predictable, testable, auditable outcomes
Rich context, lighter reasoning
■ Investing in high-quality context preparation
■ Structured knowledge, metadata and retrieval
■ Agents reason over curated inputs, not raw noise
Branching out: connecting to the wider organisation and other data sources via Copilot Studio and Azure AI Foundry.
Seeq Summit · London 2026
Seeq Summit · London 2026British Sugar | Data & AI Team
L O O K I N G A H E A D
Opportunities we're focusing on Where we see the next wave of value — building faster, connecting wider, and capturing knowledge that currently only lives in people's heads.
Coding agents
■ Agents building workflows and context at pace
■ Lowering the cost of iteration and experimentation
■ Freeing the team to focus on higher-value design
Connected data & tooling
■ Linking further data sources across the business
■ Broader automation and organisational value
■ Moving beyond the control room into the enterprise
Agentic knowledge capture
■ Using agents to interview, extract and structure tacit knowledge
■ Building richer, durable knowledge sources
■ Compounding value — every capture feeds the next agent
Seeq Summit · London 2026
T H E R E A L I T I E S
Challenges we're navigating
The technology is the easier part. The harder work sits around governance, people and pace.
Pace of organisational change Bringing people along on the journey — adoption, trust and change fatigue.
Governance & compliance Putting governance and tooling in place to meet the EU AI Act and internal standards.
Cyber security Ensuring the right controls are in place as agents reach across more systems and data.
Robustness & hardening As workflows move from useful to business-critical, hardening the agents, pipelines and infrastructure behind them.
Team resourcing & capability Building internal capability in a landscape that's moving faster than hiring cycles.
Constrained spend, real outcomes Managing a tight budget to get the best value and measurable outcomes from the technology.
Seeq Summit · London 2026
Thank you – any questions?
James.Caws@britishsugar.com
Alex.Fedrick@britishsugar.com
Zachary.Wilkins@britishsugar.com
Seeq Summit · London 2026
©2024 – Seeq Corporation
Any Questions?
Please raise your hand and a team member will bring you a microphone.
OR
Scan the QR code to submit your questions using Slido.
©2024 – Seeq Corporation | 31©2024 – Seeq Corporation | 31
© Seeq Corporation32
The Person Behind Every Save
Is....a purpose-built operational analytics and decision intelligence platform centered around the unique knowledge of your experts. Move from data to decisions faster and at enterprise scale.
Query Data in Place, On Demand,
No Migration or ETL
Powered by the Scale and Unique Knowledge
of Your Experts
Designed for Collaboration
World-Class Generative AI
Assistants
Unmatched Time-to-Value With Less Risk
Expert Knowledge Store Fuels Your AI Future
Built for the Complexities of
Operational Analytics
© Seeq Corporation34
Seeq provides Industrial AI and services that accelerate industrial transformation and improved operational outcomes
History & Funding Founded 2013
Privately Held - Funded by VCs and Industry Partners Second Avenue Partners, Altira, Insight Partners, Sixth Street Growth, Chevron Technology Ventures, Saudi Aramco Ventures
Our Team 200+ with deep industry expertise
Fully virtual, globally distributed
Our Partners 40+ Global Partners
AWS and MSFT Cloud Partnerships
Our Customers 270+ Industry Leaders Choose Seeq
SMB, Midmarket, Enterprise, Multi-National
ChemicalsMining & Metals
Pharma & Life Sciences
Oil & Gas
Other Process Industries
Food & Beverage
Power & Utilities
Semiconductors
At-a-Glance
© Seeq Corporation35
Industry Leaders Choose Seeq
3 of the top 5 global
petrochemical companies
4 of the top 5 global
oil & gas companies
5 of the top 10
global mining companies
4 of the top 10
building materials companies
12 of the top 25
pharmaceuticals companies
Chemical Process Manufacturing – The New Reality
Past
• High Growth • Rising Demand • Scale = advantage
20
Now
• Low/Fragmented Growth • Overcapacity • Cost & Execution = advantage
1McKinsey 2Deloitte
The chemical industry faces a structurally tougher environment — analytics is a critical lever to protect margins and enable selective growth.
What's Getting in the Way Today
↓ Slow demand & overcapacity
Squeezing prices and margins, especially for higher-cost assets
Complex portfolios and transitions
Creating more opportunities for off-spec product and unproductive time
◎ Limited visibility into losses, energy, and emissions
Data is scattered, analysis is manual, reporting is hindsight
Fewer experienced experts, same tools
A smaller group of engineers is expected to do more — mostly in spreadsheets
© Seeq Corporation
What Success Looks Like for Chemical Leaders
01 Profitable.
More profitable use of existing assets
Deliver required volume at lower cost per ton
Remove chronic losses so plants can run lean
~$700K per year cost avoidance & incremental revenue
02 Consistent. Higher, more consistent quality and product mix
Raise first-pass yield and reduce downgrades
Shift volume to highest-margin grades and customers
60–80% less transition scrap
on key polymer products
03 Sustainable.
Lower energy and emissions at stable rates
Reduce energy, fuel, and steam per ton
Gain clear line of sight to ESG goals
$120K saved per faulty valve
per year
© Seeq Corporation
Industrial AI is interesting only as far as it moves these three needles
1. The SME is the Key o Put SMEs at the heart of every decision; treat their expertise as a first-class asset and give them the clarity,
context and data they need.
2. AI Augments and Enables SMEs o Use AI to enhance – not replace – expert judgement with contextual, trustworthy insights that strengthen
decisions.
3. Data that Flows with You o Access data where it lives (historians, cloud, MES) to accelerate insights while respecting governance and
architecture.
4. Elevate the Ecosystem o Integrate into existing environments so the whole tech stack gets more valuable over time.
© Seeq Corporation39
The SME is the Key for Industrial Data Analytics and AI
• Process Engineer/SME: needs fast, trustworthy analysis across tags, batches, and units
• Operators: need clear timely guidance – not more noise – in the control room.
• Reliability/Maintenance: need early warnings and prioritized lists, not just more dashboards
• Plant/Operations Leaders (COO, plant managers): need line of sight from initiatives to throughput, cost, and sustainability
• CIO/Data Teams: need enterprise-ready operational analytics and decision platform that fits the existing stack – no data migrations or new silos and is in alignment with data architecture, security and governance.
© Seeq Corporation40
Industrial AI Has to Work for Real People
If we don't design AI to amplify these people, we are solving the wrong problem
1 of 3
From data to decisions The Industrial AI stack
Your engineers are talented — but too much of their time goes to hunting
for issues. Seeq Analytics and Enterprise put AI to work on that, so your
people can focus on what only they can do.
Contextual Data
Time-series signals, events, batches, lab and quality, maintenance, hierarchies – organized the way your processes actually run
Analytics & Models
From SPC and root cause to anomaly detection and predictive models, aware of lags and process flows.
Decision loop
Detect ->Diagnose -> Decide -> Act -> Monitor -> Learn with SMEs in the loop so models and AI evolve with the plant
Outcome: plant data becomes real-time, decision-ready intelligence
1 of 3
How Industrial AI Turns Chemicals Data into Margin Your engineers are talented — but too much of their time goes to hunting
for issues. Seeq Analytics and Enterprise put AI to work on that, so your
people can focus on what only they can do.
Find Margin
SMEs use industrial analytics to expose specific losses in yield, scrap, energy, and uptime
Scale margin
Successful patterns become standard models and monitors across trains and sites
Protect margin
AI powered decision intelligence helps teams focus daily on the few drifts and decisions that matter most for throughput, energy, and margin
Outcome: plant data becomes real-time, decision-ready intelligence that leads to margin
Seeq Product
Seeq Intelligence
Seeq Enterprise
Seeq Analytics
Workflow at scale, Monitoring at scale
10x ROI through rapid amplification of analysis outcomes
and built-in workflows
Governance at scale, Models at scale
20x ROI through sustained, widespread deployment of
continuous improvement drivers
AI Workers
Live in chat, or triggered by monitoring activity,
integrated into the AI ecosystem
AI Chief of Staff
Personal highly-capable Industrial AI Concierge
for every user
Expanded Tooling
Empower SMEs to do more: Statistics, Multivariate, Batch
Curiosity at scale, Action at scale
30x ROI through broad adoption of powerful what-if modeling
and tailored optimizations
AI Profit Agents
AI Agents autonomously identify cost and profit drivers, making proactive suggestions
Expanded Possibilities
Empower SMEs to solve for more: Time-Series + Tabular Data, work
order integration
Expanded Audience
Empower more users to be SMEs: Zero to Hero in minutes
Now Next Future
• Challenge: o Small deviations upstream (feed composition, reactor severity, temperature) quietly amplify downstream
into off-spec product, flaring, or rate cuts; often discovered late.
• Human expertise: o Process engineers know what "good" looks like across units and campaigns o In Seeq Analytics the define golden operating envelopes and events tied to yield and energy
• AI amplification o Seeq Enterprise scales those envelopes across similar assets and sites; Seeq Intelligence explains what
changed, why it matters, and suggested actions in the context of throughput and energy KPIs
• Outcomes (margin): o Fewer off-spec tons and rework; more stable operations closer to constraints. o More profitable use of existing furnaces/reactors at a given energy budget
© Seeq Corporation44
Use Case: Continuous Chemicals – Protect Yield, Energy and Margin
• Challenge: o Hundreds of pumps quietly drive throughput and utilities cost o Chronic issues show up as scattered work orders, minor trips, and higher energy per ton – not one big, obvious
event
• Human expertise: o Reliability engineers recognize failure and inefficiency (flow, vibration, suction pressure, motor load)
o Using Seeq Analytics, they codify leading indicators and healthy operating envelopes by pump family and service
• AI amplification o Seeq Enterprise scales those patterns across the entire pump fleet, monitoring all pumps and flagging assets drifting into
risky or wasteful operation o Seeq Intelligence summarizes which pumps to act on first, why, and likely interventions
• Outcomes (margin): o Fewer trips and unplanned rate reductions, better MTBF and line availability o Lower utilities and maintenance cost per ton by keeping pumps efficient and focusing effort on the few that matter.
© Seeq Corporation45
Use Case : Pump Reliability and Energy Optimization at Scale
• Challenge • OEE is often managed with spreadsheets, with inconsistent definitions across lines and plants. • Chronic microstops, speed losses, and changeover waste quietly erode margin
• Human expertise • Production and CI teams know the real loss patterns: changeovers, cleaning, minor stops, minor speed
losses, and quality holds. • Using Seeq Analytics, they build a standard OEE and loss model for a pilot line (availability, performance,
quality), define reason codes, and analyze history to find the biggest chronic losses and bottlenecks.
• AI amplification • Seeq Enterprise scales that OEE+ model across similar lines and sites with common definitions. • Seeq Intelligence surfaces which lines and shifts are bleeding the most margin and suggests next-best
investigations
• Outcomes (margin) • Shift from backward-looking OEE reporting to forward-looking capacity and loss management: “What OEE
can we expect, and how do we achieve it?” • Benefit of more sellable tons per week/month from existing lines; lower conversion cost per ton
© Seeq Corporation46
Use Case: OEE - Turning Line Losses into Margin
© Seeq Corporation47
Moving to Network-Wide Impact
Phase 1: Prove value with focused use case • Select 2-3 use cases tied directly to throughput energy, reliability or margin on one unit or site • Each with clear P&L hypothesis (X% yield, Y% scrap reduction, Z% energy savings)
Phase 2: Standardize and package • Turn those patterns into reusable models/solutions with clear inputs, ownership and support • Create simple, role-appropriate experiences for operators, engineers and leaders
Phase 3: Scale across plants and regions • Prioritize rollout by value and readiness (data, sponsorship, skills) • Treat industrial data analytics and AI as a program with a roadmap and portfolio
• Global standards with local flexibility o Standardize KPIs, models, and workflows for golden batch, energy, and reliability; allow site level tuning flor
local constraints
• Clear ownership and governance o Define who owns models, monitored conditions, and data quality at the plan, regional and enterprise levels;
make changes intentional and auditable
• Joint value and ESG lens o Track improvement in margin and cost-per-ton and in energy intensity and emissions per ton on a single
scorecard
• A living knowledge base o Capture proven analysis, models and AI insights into a shared library, so new sites start from patterns that
are already delivering margin not from scratch.
© Seeq Corporation48
Scaling Industrial AI: Global Standards, Local Reality
• Industrial AI is no longer optional; it's the competitive line between chemical plants that hit their numbers and plants that fall behind
• The differentiator is still your people – their process understanding, judgement, and creativity
• Seeq's role is to be your AI-amplified decision intelligence platform centered around the unique knowledge of your experts
• Seeq's role is to be your AI-amplified decision intelligence engine: capturing how your best people think and turning everyday chemicals data into repeatable, visible margin
• Use your SME to build that high impact use case, leveraging a cross-functional team to build with Analytics -> Enterprise -> Intelligence to scale gains across your network
© Seeq Corporation49
Human Expertise, Amplified by Industrial AI
© Seeq Corporation50
Thank You!
©2024 – Seeq Corporation | 51©2024 – Seeq Corporation | 51Submit Questions with Slido
©2024 – Seeq Corporation | 52©2024 – Seeq Corporation | 52
©2024 – Seeq Corporation | 53©2024 – Seeq Corporation | 53
Building the Future of Engineer-led Analytics
Seeq Summit – London April 30
2026
©2024 – Seeq Corporation
Any Questions?
Please raise your hand and a team member will bring you a microphone.
OR
Scan the QR code to submit your questions using Slido.
©2024 – Seeq Corporation | 56©2024 – Seeq Corporation | 56
© 2026 Infineum International Limited. All rights reserved.
Seeq at Infineum A rollercoaster of a ride
Francesco Ferrante & Matt Stapleton
30 April 2026
©2024 – Seeq Corporation
Any Questions?
Please raise your hand and a team member will bring you a microphone.
OR
Scan the QR code to submit your questions using Slido.
©2024 – Seeq Corporation | 59©2024 – Seeq Corporation | 59
©2024 – Seeq Corporation
©Seeq Corporation60
1. Sign into preview.seeq.dev • Username: Your Email Address • Password: Your Email Address all lower case*
*unless you changed it previously
2. Navigate to your folder: My Folder > New London Summit AI Workshop 2
WiFi SSID: SEEQ Password: No Password Required
©Seeq Corporation61
The Best Intelligence Isn’t Artificial. It’s Human Intelligence, Amplified.
Go Faster. Do More. Go Farther.
AI Workshop Using AI to Accelerate Value from Shop Floor to Top Floor
©2024 – Seeq Corporation
©Seeq Corporation62
1. Sign into preview.seeq.dev • Username: Your Email Address • Password: Your Email Address all lower case*
*unless you changed it previously
2. Navigate to your folder: My Folder > AI Assistant Training > AI Workshop - Perth Summit 2026
WiFi SSID: SEEQ Password: FRASERS100326!
Seeq Architecture ©Seeq Corporation63
©2024 – Seeq Corporation
Seeq Data Connectors and Integrations ©Seeq Corporation64
©2024 – Seeq Corporation
© Seeq Corporation65
From Analytics to Intelligence
• Time Series Data • SME Autonomy • Local Insights & Optimizations • AI - Accelerates Decisions & Expands Skill Sets
Adds: • Enterprise Insights & Impact • Enterprise Governance • SME Expertise Capture
Adds: • Decision Intelligence
• SME Expertise → Shared Intelligence at Scale • Connected Ecosystem
• Agentic Workflows & Automation
©2024 – Seeq Corporation
Seeq Workbench Demo
©Seeq Corporation66
©2024 – Seeq Corporation
AI Workshop – from Shop Floor to Top Floor
©2024 – Seeq Corporation
AI Workshop – from Shop Floor to Top Floor
Enable a new engineer to expedite analytics
Set up an early notification on low production at Unit 22
Document analytics value and provide visibility to others
Scale across global sites in a low code environment
Identify low production issue at site S2L3
Enable experience engineer at S2L3 to narrow down the root cause
Identify opportunity for continuous improvement
Actions Agent
Actions Agent
Agent Q
Document Agent
©2024 – Seeq Corporation
©Seeq Corporation69
Please…
• Ask Questions
• Feel free to interrupt
• Get a Seeq person for help
©2024 – Seeq Corporation
©Seeq Corporation70
1. Sign into preview.seeq.dev • Username: Your Email Address • Password: Your Email Address all lower case*
*unless you changed it previously
2. Navigate to your folder: My Folder > AI Assistant Training > AI Workshop - Perth Summit 2026
WiFi SSID: SEEQ Password: FRASERS100326!
©Seeq Corporation71
Key Takeaways
• Choose Outcomes that Matter • Identify 1 high value operational challenge
• Scale Today • Moving from a single application to enterprise wide can
be done today • Build your Internal Champion Network
• Empower the team to drive change • Connections
• Connect
Intro Slides Slide 1 Slide 2: AGENDA Slide 3: 2026 Conneqt Slide 4 Slide 5: Points to Note During the Day Slide 6: Ask Your Questions using Slido Slide 7
Michael Slide 8 Slide 9: From Analytics to Intelligence Slide 10 Slide 11: Thank you Slide 12
British Sugar Slide 13 Slide 14 Slide 15 Slide 16 Slide 17 Slide 18 Slide 19 Slide 20 Slide 21 Slide 22 Slide 23 Slide 24 Slide 25 Slide 26 Slide 27 Slide 28 Slide 29 Slide 30
Janelle Slide 31 Slide 32: The Person Behind Every Save Slide 33 Slide 34 Slide 35: Industry Leaders Choose Seeq Slide 36: Chemical Process Manufacturing – The New Reality Slide 37 Slide 38 Slide 39: The SME is the Key for Industrial Data Analytics and AI Slide 40: Industrial AI Has to Work for Real People Slide 41 Slide 42 Slide 43: Seeq Product Slide 44: Use Case: Continuous Chemicals – Protect Yield, Energy and Margin Slide 45: Use Case : Pump Reliability and Energy Optimization at Scale Slide 46: Use Case: OEE - Turning Line Losses into Margin Slide 47: Moving to Network-Wide Impact Slide 48: Scaling Industrial AI: Global Standards, Local Reality Slide 49: Human Expertise, Amplified by Industrial AI Slide 50
Break Slide 51 Slide 52
Solvey Slide 53 Slide 54 Slide 55
Infineum Slide 56 Slide 57: Seeq at Infineum A rollercoaster of a ride Slide 58
Lunch Filler Slide 59 Slide 60
Asif (own laptop) Slide 61 Slide 62 Slide 63: Seeq Architecture Slide 64: Seeq Data Connectors and Integrations Slide 65: From Analytics to Intelligence Slide 66: Seeq Workbench Demo Slide 67: AI Workshop – from Shop Floor to Top Floor Slide 68: AI Workshop – from Shop Floor to Top Floor Slide 69 Slide 70
Closing Session Slide 71: Key Takeaways
End Slide Slide 72