Houston Summit

Seeq Summit Houston February 20th, 2025
Exclusive Summit Sponsor
What’s New with Seeq Supercharging Industrial Enterprise Monitoring (IEM)
©2024 – Seeq Corporation | 5©2024 – Seeq Corporation | 5
Seeq Platform Evolution Timeline
2013
2025
Industrial time series data is an untapped gold mine if the right analytics concepts were invented
Seeq Workbench launches as a first-of-its-kind self-service time series analytics application
Analytics work naturally benefits from collaboration, knowledge capture, reporting and dashboards
Seeq Organizer launches as a companion application for sharing and collaborating on analytics insights
Data Scientists and Operations Engineers need a much easier way to collaborate
Seeq Data Lab launches to enable the Python-oriented data science community in industrial scenarios
Scientists and engineers are processing immense amounts of data with Seeq, and it’s only going to grow
Seeq Cortex platform now leverages cloud technologies to horizontally scale computation
Seeq Vantage offers a collaboration epicenter for exception-based action, at scale
Monitoring hundreds of thousands of assets would increase production and decrease waste
Seeq launches the AI Assistant and develops premium AI Agents to provide industrial insights from data
AI can mine time series data, Seeq conditions, workbooks, journals, Organizer topics for insights
©2024 – Seeq Corporation | 6©2024 – Seeq Corporation | 6
Supercharging Industrial Enterprise Monitoring
• Detect -> Scale -> Monitor & Action • Detect Anomalies with ML Tools in Workbench • Scale without Seeq Data Lab • Monitor and Action in Vantage
• Level Up with AI Agents • Actions Agent • Journal/Organizer Agent • Vantage Agent
• Usage and Value Capture • Granular insights on usage via Champion Dashboard • Capture use cases and Value in Product with Impact Reports
©2024 – Seeq Corporation | 7©2024 – Seeq Corporation | 7
Industrial Enterprise Monitoring
Scale Across AssetsSelf-Service Analytics Operationalize
Condition Monitoring
TriageInvestigate
Continuous Improvement
Subject matter experts empowered to drive continuous improvement across the entire industrial enterprise
ML for All – Hybrid Analytics
©2024 – Seeq Corporation | 9©2024 – Seeq Corporation | 9
Empowering SMEs with Hybrid Analytics • Designed for subject matter experts (SMEs) to apply ML without coding. • Enables a hybrid approach, combining first-principles knowledge with
ML techniques. • Helps teams move at the speed of thought, quickly testing and iterating
on insights.
Three Built-in ML Tools for No-Code Analysis 1. Isolation Forest – Detect anomalies in time-series data. 2. Partial Least Squares (PLS) – Model complex relationships between
variables. 3. Self-Organizing Maps (SOMs) – Uncover hidden patterns in process data.
Start with built-in ML, scale as needed – a launchpad for deeper ML adoption.
ML for All – Hybrid Analytics
©2024 – Seeq Corporation | 10©2024 – Seeq Corporation | 10
ML for All – Hybrid Analytics
• Anomaly Detection & Prediction
• Fully Self Service • Rapid deployment
and iteration directly in Workbench
©2024 – Seeq Corporation | 11©2024 – Seeq Corporation | 11
Seeq Integration for RT Scoring
Roadmap: Supporting Hybrid Analytics in Seeq
Add On Calculation Connector
Azure ML support
Native support for Sagemaker
Native support for Databricks Model Serving
Upload ONNX model to Seeq
ML Model management via ML Ops PipelinesExternal ML
Models in Seeq
Seeq Provided ML Tools
Self organizing maps (SOM)
Isolation Forest
Partial Least Squares
PCA
Batch ML with Seeq
Scale without Python
©2024 – Seeq Corporation | 13©2024 – Seeq Corporation | 13
Scale without Python
• Objectives: • Easily scale from 1 to thousands • No Python knowledge required • Handle asymmetries, missing tags, etc • Accelerate creation of data hierarchies and metadata for Vantage consumption
• Use Cases:
• Equipment Health Monitoring • Anomaly Detection • Operating Envelope Management
©2024 – Seeq Corporation | 14©2024 – Seeq Corporation | 14
Unorganized Data
Tag Asset Sub-Asset Measurement
72fi2742.pv P101 Pump Flow
72pi2741.pv P101 Pump Pressure
72.ii1244 P101 Motor Current
PMP2_flow P201 Pump Flow
… … … …
Criticality Segment …
P101 1 Pipeline A
P201 3 Pipeline A
… … ..
Define asset relationships and assign Metadata
72.ii1244
Categorize raw tags
PMP2_flo w
No Code Scaling – Organize and Contextualize
©2024 – Seeq Corporation | 15©2024 – Seeq Corporation | 15
Rule based calculations with fallbacks
Calculation Inputs (Tags, Limits, Models)
Equipment Status Detector
Fixed Limit Detector
ML Detector ...
P101 Pump …
P101 Motor …
P201 Pump …
…
1. status = “off” - fallback -
2. Motor current < limit - fallback -
3. flow < limit …
No Code Scaling - Deploy and Sustain Calculations at Scale
Monitor & Action – Vantage Evolution
©2024 – Seeq Corporation | 17©2024 – Seeq Corporation | 17
Vantage - Rooms
• Create Monitoring & Triaging centers
• Manage who can view/edit with Access Control
©2024 – Seeq Corporation | 18©2024 – Seeq Corporation | 18
Vantage - Streamlined Configuration
• Easily configure what Conditions to bring into Vantage
• Inclusion and exclusion criteria
• Lookback and scheduling interface
Level up with AI Agents
©2024 – Seeq Corporation | 20©2024 – Seeq Corporation | 20
Continuous Learning,
Lasting Value
Complexity Scaled Simply
A Holistic, Human- centered Workflow
INDUSTRIAL ENTERPRISE
MONITORING
INDUSTRIAL ANALYTICS
AND AI
©2024 – Seeq Corporation | 21©2024 – Seeq Corporation | 21
Actions Agent
Let Seeq do the heavy lifting – agents can create calculations, add tags, and format trends
©2024 – Seeq Corporation | 22©2024 – Seeq Corporation | 22
Journal/Organizer Agent An agent to write Journal entries based on your Seeq calculation hierarchy
©2024 – Seeq Corporation | 23©2024 – Seeq Corporation | 23
Premium AI Agent Empower subject matter experts with a safe and secure second opinion that is familiar with
their specific system, data and team context.
Insight on Usage and Value Capture
©2024 – Seeq Corporation | 25©2024 – Seeq Corporation | 25
Usage – Champion Dashboard Add-on
©2024 – Seeq Corporation | 26©2024 – Seeq Corporation | 26
Use Case and Value Capture - Impact Reports
©2024 – Seeq Corporation | 27©2024 – Seeq Corporation | 27
AI Summary for Impact Reporting
©2024 – Seeq Corporation | 28©2024 – Seeq Corporation | 28
Availability
• Vantage Rooms – Now* • Champion Dashboard – Now • Impact Reports – Now (⚑) • Hybrid Analytics with ML – Now (⚑) • Actions, Journal, Organizer Assistant – Now
• Premium AI – 2H2025* • No code scaling – 2H2025 (lighthouse, license TBA)
* License Required
Customer Story: Cheniere Fixing Bad Data to Improve Exchanger Maintenance Predictions Mark Covington Senior Staff Engineer, Process
Cheniere Energy, Inc. Seeq Houston Summit
Feb 2025
Forward-Looking Statements
This presentation contains certain statements that are, or may be deemed to be, “forward-looking statements” within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E
of the Securities Exchange Act of 1934, as amended. All statements, other than statements of historical or present facts or conditions, included or incorporated by reference herein are “forward-looking
statements.” Included among “forward-looking statements” are, among other things:
• statements regarding the ability of Cheniere Energy Partners, L.P. to pay or increase distributions to its
unitholders or Cheniere Energy, Inc. to pay or increase dividends to its shareholders or participate in share or unit buybacks;
• statements regarding Cheniere Energy, Inc.’s or Cheniere Energy Partners, L.P.’s expected receipt of cash distributions from their respective subsidiaries;
• statements that Cheniere Energy Partners, L.P. expects to commence or complete construction of its proposed liquefied natural gas (“LNG”) terminals, liquefaction facilities, pipeline facilities or other
projects, or any expansions or portions thereof, by certain dates or at all;
• statements that Cheniere Energy, Inc. expects to commence or complete construction of its proposed LNG terminals, liquefaction facilities, pipeline facilities or other projects, or any expansions or portions thereof, by certain dates or at all;
• statements regarding future levels of domestic and international natural gas production, supply or consumption or future levels of LNG imports into or exports from North America and other countries
worldwide, or purchases of natural gas, regardless of the source of such information, or the transportation or other infrastructure, or demand for and prices related to natural gas, LNG or other
hydrocarbon products;
• statements regarding any financing transactions or arrangements, or ability to enter into such
transactions;
• statements relating to Cheniere’s capital deployment, including intent, ability, extent, and timing of capital expenditures, debt repayment, dividends, share repurchases and execution on the capital allocation plan;
• statements regarding our future sources of liquidity and cash requirements;
• statements relating to the construction of our proposed liquefaction facilities and natural gas liquefaction trains (“Trains”) and the construction of our pipelines, including statements concerning the
engagement of any engineering, procurement and construction ("EPC") contractor or other contractor and the anticipated terms and provisions of any agreement with any EPC or other contractor, and anticipated costs related thereto;
• statements regarding any agreement to be entered into or performed substantially in the future,
including any revenues anticipated to be received and the anticipated timing thereof, and statements regarding the amounts of total LNG regasification, natural gas, liquefaction or storage capacities that are, or may become, subject to contracts;
• statements regarding counterparties to our commercial contracts, construction contracts and other contracts;
• statements regarding our planned development and construction of additional Trains or pipelines, including the financing of such Trains or pipelines;
• statements that our Trains, when completed, will have certain characteristics, including amounts of liquefaction capacities;
• statements regarding our business strategy, our strengths, our business and operation plans or any other plans, forecasts, projections or objectives, including anticipated revenues, capital expenditures, maintenance and operating
costs, free cash flow, run rate SG&A estimates, cash flows, EBITDA, Consolidated Adjusted EBITDA, distributable cash flow, distributable cash flow per share and unit, deconsolidated debt outstanding, and deconsolidated contracted
EBITDA, any or all of which are subject to change;
• statements regarding projections of revenues, expenses, earnings or losses, working capital or other financial items;
• statements relating to our goals, commitments and strategies in relation to environmental matters;
• statements regarding legislative, governmental, regulatory, administrative or other public body actions, approvals, requirements, permits, applications, filings, investigations, proceedings or decisions;
• statements regarding our anticipated LNG and natural gas marketing activities; and
• any other statements that relate to non-historical or future information.
These forward-looking statements are often identified by the use of terms and phrases such as “achieve,” “anticipate,” “believe,” “contemplate,” “continue,” “could,” “develop,” “estimate,” “example,” “expect,” “forecast,” “goals,” ”guidance,”
“intend,” “may,” “opportunities,” “plan,” “potential,” “predict,” “project,” “propose,” “pursue,” “should,” “subject to,” “strategy,” “target,” “will,” and similar terms and phrases, or by use of future tense. Although we believe that the
expectations reflected in these forward-looking statements are reasonable, they do involve assumptions, risks and uncertainties, and these expectations may prove to be incorrect. You should not place undue reliance on these forward- looking statements, which speak only as of the date of this presentation. Our actual results could differ materially from
those anticipated in these forward-looking statements as a result of a variety of factors, including those discussed in “Risk Factors” in the Cheniere Energy, Inc. and Cheniere Energy Partners, L.P. Annual Reports on Form 10-K filed with the
SEC on February 20, 2025, which are incorporated by reference into this presentation. All forward-looking statements attributable to us or persons acting on our behalf are expressly qualified in their entirety by these ”Risk Factors.” These forward-looking statements are made as of the date of this presentation, and other than as required by law, we
undertake no obligation to update or revise any forward-looking statement or provide reasons why actual results may differ, whether as a result of new information, future events or otherwise.
Safe Harbor Statements
31
Cheniere: Market-Leading LNG Platform with Global Scale
#2 SECOND LARGEST LIQUEFACTION
PLATFORM GLOBALLY
~3,720 CARGOES EXPORTED FROM
CHENIERE PROJECTS
#200 2024 Fortune 500
~8% OF US NATURAL GAS PRODUCTION
PROCESSED DAILY AT SPL & CCL
~$45B INVESTMENT IN
INFRASTRUCTURE1
11%+ OF GLOBAL LIQUEFACTION
CAPACITY
Sabine Pass Liquefaction ~30 mtpa Total Production Capacity
Corpus Christi Liquefaction ~25+ mtpa Total Production Capacity1
>30 Creditworthy Counterparties Across the Globe
40 COUNTRIES & REGIONS
DELIVERED TO FROM CHENIERE
Leading EPC and Infrastructure Providers
Note: Cargo count as of October 25, 2024.
(1) Includes 10+ mtpa under construction for CCL Stage 3. 32
#1 LNG PROVIDER TO EUROPE
IN 2022 & 2023
Fixing Bad Data to Improve Exchanger Maintenance Predictions
SEEQ Summit Houston Presentation3 4
Monitor Exchanger Blockage
SEEQ Summit Houston Presentation3 5
Ops Question
Minor outage this year on an adjacent unit.
Major outage planned next year to clean exchanger and replace filter elements.
If exchanger blockage is too high in between, results in lost production / $$$.
Do we replace the filter elements now?
1. Replace filter elements now, extends the minor outage by 3 days ($$$)
2. Wait until major outage next year.
SEEQ Summit Houston Presentation3 6
How to Measure Blockage?
Exchanger DP
SEEQ Summit Houston Presentation3 7
Normalized DP
Adjust Datasheet Pressure, Temperature, and Flow to actual conditions and estimate a “Clean DP”.
Normalized DP = Actual DP / Clean DP for the current process conditions.
1.0 = Clean
2.0 = DP is 2x
Allows exchanger monitoring over a wide range of conditions.
SEEQ Summit Houston Presentation3 8
How to Measure Blockage?
Three year Exchanger Normalized DP
SEEQ Summit Houston Presentation3 9
Bypass Flow Meter Out of Range
SEEQ Summit Houston Presentation4 0
Use Control Valve %Open to Estimate Flowrate
Add prediction curve to estimate flowrates for upper end of range. SEEQ Polynomial Prediction gives the coefficients Flow = A*(%Open)^2 + B*(%Open) + C
SEEQ Summit Houston Presentation4 1
Corrected Normalized DP
Remove the periods with bad data, splice in the corrected flows and apply smoothing.
Exchanger is cleaning out, therefore defer the filter changeout.
© 2025 Cheniere Energy, Inc. All Rights Reserved
Thank you
Questions?
Customer Story: Indorama Process Fouling: Identification, Prediction, & Notification Nathan House Process Engineer
Process Fouling: Identification, Prediction, & Notification By Nathan House, Ethylene Oxides & Ethylene Glycol Process Engineer
Indorama| Port Neches Site Indovinya Segment
Kim Hoyt PNO Site Head
About Us: Port Neches, is 3,000-acre flagship site on the U.S. Gulf Coast specializes in producing oxides and derivatives for industries such as electronics, beauty & personal care, solvents, resin intermediates, stabilizers, energy & construction.
Follow Us for more information PNO Also has a huge outreach program for people in the Community.
Agenda Process Fouling: Identification, Prediction, & Notification
20 mins ppt – emphasizing
XXXX
XXXX
1. Overview 2. What was the Problem 3. Fouling Analysis & Outage Scope Setting 4. Why use Seeq 5. Outage results 6. Fouling Notifications 7. Site Seeq Rollout 8. Q&A
Note: 3 Part Investigation Fouling Analysis & Outage Scope Setting to test and resolve the issue
©2024 – Seeq Corporation | 47©2024 – Seeq Corporation | 47
Unit 1 reactor & recovery
system
Unit 2 reactor & recovery
system
Unit 3 reactor & recovery
system
Unit 2 purification
section
Unit 1 purification
section
Raw Materials
Glycol/ Water Tank
Glycol & Water
Glycol Reaction
Unit
Glycol separation
Units
Pure EO storage
Pure EO
Ethoxylation Unit
Aqueous EO
Ethylene Glycols
Overall Timeline
2023
Problem Identified |
Part 1
Nov Dec
Issue Noticed & Investigation began
Analysis Determined to be Fouling
Seeq – Identify what is currently fouled and set scope
What was the problem?
Reboiler Analysis (Initial Findings) Quick & repeatable identification of fouling for troubleshooting and setting mitigation scope
Tower 6 Reboiler
Tower 5 Reboiler
Tower 4 Reboiler
Tower 3 Reboiler
Tower 1 Reboiler
Tower 2 Reboiler
Overhead Flowrate [gpm] Vs Condensate Valve Output [%]
Reboiler Analysis (Initial Findings) Quick & repeatable identification of fouling for troubleshooting and setting mitigation scope
Overhead Flowrate [gpm] Vs Condensate Valve Output [%]
Tower 4 Reboiler
Feed
Steam
Condensate Valve Output
LC
Pre-heater
Overhead Flow
LC
TC*
Tower 6 Reboiler
Tower 5 Reboiler
Tower 4 Reboiler
Tower 3 Reboiler
Tower 2 Reboiler
Tower 1 ReboilerReboiler Analysis (Initial Findings) Quick & repeatable identification of fouling for troubleshooting and setting mitigation scope
Overhead Flowrate [gpm] Vs Condensate Valve Output [%]
Reboiler Analysis Why use Seeq?
XXXX
XXXX
XXXX
XXXX
The Difference in Value: Deeper insights in a fraction of the time. Lean Manufacturing applied to Data Analytics
©2024 – Seeq Corporation | 52©2024 – Seeq Corporation | 52
2024
Problem Identified |
Part 1
Initial Findings | Part 2
Resolution | Part 3
Nov Jan Mar May Jul Sep Nov
Root cause investigation – found smoking gun
1st Outage | Quick line Cleaning
2nd Outage | Partially Successful cleaning, sampling, & Improved Operation
Overall Timeline
Data Insights
2023
Issue Noticed & Investigation began
Analysis Determined to be Fouling
Seeq – Identify what is currently fouled and set scope
Tower 6 Reboiler
Tower 5 Reboiler
Tower 4 Reboiler
Tower 3 Reboiler
Tower 1 Reboiler
Tower 2 Reboiler
Reboiler Analysis (Post 2nd Outage) Quick & repeatable identification of fouling for troubleshooting and setting mitigation scope
Overhead Flowrate [gpm] Vs Condensate Valve Output [%]
©2024 – Seeq Corporation | 54©2024 – Seeq Corporation | 54
2024
Problem Identified |
Part 1
Initial Findings | Part 2
Resolution | Part 3
Nov Jan Mar May Jul Sep Nov
Root cause investigation – found smoking gun (red herring)
1st Outage | Quick line Cleaning
2nd Outage | partially successful cleaning, sampling, & Improved Operation
Fouling Returned | Seeq: Monitored / Predicted time to rate limiting
2nd outage sample results (found the true root cause)
Set outage scope
3rd Outage - Cleaned system & fixed root cause
Overall Timeline
Data Insights
2023
Issue Noticed & Investigation began
Analysis Determined to be Fouling
Seeq – Identify what is currently fouled and set scope
Tower 6 Reboiler
Tower 5 Reboiler
Tower 4 Reboiler
Tower 3 Reboiler
Tower 1 Reboiler
Tower 2 Reboiler
Reboiler Analysis (Post 3rd Outage) Quick & repeatable identification of fouling for troubleshooting and setting mitigation scope
Overhead Flowrate [gpm] Vs Condensate Valve Output [%]
Long Term Monitoring Setting alerts for future fouling to catch it early
• Made a linear regression based on the Post 3rd Outage data capsule
• Created a weekly average deviation from the run-line signal
• Added an email alert if weekly avg. deviation >8 GPM
Seeq Implementation at Indorama From Access to Value
Seeq Champion Rollout: Q1 2024 • Reboiler & Valve Analysis (Seeq Foundations Training) • Fouling Notifications (Seeq Advanced Training)
Site Seeq Adoption: • Site Adoption Goals set by leadership • Champions to show use and assist in implementation • Digital and In-person Foundations Training • Bi-weekly site engineering Seeq project Idea/Project Meetings
Questions? Contact: nathan.house@us.Indorama.net
59© Indorama Ventures 2024
This presentation and its content (“Material”) is proprietary to Indorama Ventures Public Company Limited (“Indorama Ventures”) and/or its affiliates (collectively, the “Group”) and may not be, in whole or in part, reproduced or disclosed, published, distributed or released to any other person or to the public domain unless the prior written consent from the Group is obtained. In addition, this Material may only be used for the purpose expressly stated herein by Indorama Ventures and may not be used for any other purposes. No representation or warranty or undertaking, express or implied, is made by the Group as to the accuracy or completeness of the information set forth herein and neither Indorama Ventures nor the Group (or any representatives including, without limitation, its and their directors, shareholders, officers, employees, agents (“Representatives”) assume any responsibility whatsoever related hereto. In addition, this Material may contain “forward-looking” statements of the Group that relate to future events including, without limitation the conditions and prospects of the specific industry and the macro economics as a whole which are, by their nature, subject to significant risks and uncertainties. All statements, including, without limitation, those regarding the future financial position and results of operations, strategy, plans, objectives, goals and targets, future developments in the markets where the Group participates or is seeking to participate and any statements preceded by, followed by or that include the words “target”, “believe”, “expect”, “aim”, “intend”, “will”, “may”, “anticipate”, “would”, “plan”, “could”, “should, “predict”, “project”, “estimate”, “foresee”, “forecast”, “seek” or similar words or expressions are forward-looking statements. Such forward-looking statements involve known and unknown risks, uncertainties and other important factors beyond the Group control that could cause the actual results, performance or achievements of the Group to be materially different from the future results, performance or achievements expressed or implied by such forward-looking statements. These forward-looking statements are based on numerous assumptions regarding the Group present and future business strategies and the environment in which the Group will operate in the future and are not a guarantee of future performance. Such forward-looking statements speak only as at the date of this presentation, and neither Indorama Ventures nor the Group assume any duty or obligation to supplement, amend, update or revise any such statements. In addition, neither Indorama Ventures nor the Group hereby make any representation, warranty or prediction that the results anticipated by such forward-looking statements will be achieved. As such, no information contained herein may be relied upon as a promise or presentation as to the past, present or future of Indorama Ventures or the Group and use of this Material therefore is subject to informed assessment and independent evaluation of the person to which this Material is disclosed. Further, the receipt of this Material shall not be taken to constitute the giving of investment advice by any of Indorama Ventures or the Group (and/or their respective Representatives) nor render the recipient a client of any such persons for the purpose of any applicable rules or regulations governing investment business or otherwise.
Disclaimer
See you back at 2:50!
Break
6161
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 $50 gift card.
Your feedback helps improve and grow Seeq—so take a moment to review, scan now, and claim your reward!
Sponsor Highlight: BKO AI Optimize Maintenance Strategies for Fixed Equipment Using Seeq Ziad Katrib, COO & Rimon Chemail, Process Analytics Engineer
Optimize Maintenance Strategies for
Fixed Equipment using Seeq
Shaun Wright, M.Sc. CEO, Co-founder Houston, TX shaun@bkoai.com
Rimon Chemali, M.Sc. Process Analytics Engineer Houston, TX rimon@bkoai.com
Ziad Katrib, M.Sc. COO, Co-founder Houston, TX ziad@bkoai.com
Who is BKOai?
•Partners: Seeq Integration Partner, AVEVA Certified Partner, IOTA and DataBricks.
•SME’s: M.Sc’s and PHD’s in Chemical, Mechanical, Electrical and AI/Software Engineers.
•Demonstrated skills in Data Engineering, Analytics and Machine Learning.
• 11 Seeq Analytics Engineers and 5 Certified Seeq Instructors
• Presence in major domestic/international O&G, power gen and manufacturing companies.
Services/Expertise:
•Equipment & real-time data analytics.
•Digital solutions, Digital Twins & enabling technologies
•Knowledge graphs
•Data Historians, architecture and Data Lifecycle Mgmt
•Scalable machine learning solutions with Azure ML & Databricks.
Products:
•Common Model: Integration, scalability and single source of truth.
•Combined Cycle Digital Twin: AI for power generation optimization
Use Case: What are safety check valves? Why should we inspect them?
• Unique component of a process • Prevent reverse flow in pipes • Their nature is a process safeguard (not a process
design feature) • “Causation” of a reverse flow? • Pressure buildup leads to wear-tear • Standard practice during process hazard analysis is to
assume check valves fail • Why inspect them?
• Safety • Avoid process/equipment shutdowns • Reliable and conserve quality
Thanks!
Come chat with any of the five BKO engineers here at the show!
Or follow-up with us: info@bkoai.com +281-221-2836 www.bkoai.com
mailto:info@bkoai.com
Customer Story: Chevron Removing Friction and Expanding Capability for Analytics Ivan Berry Process Analytics Engineer
© 2025 Chevron
Seeq Houston Summit 2025
Ivan Berry
© 2025 Chevron 69
Capture requirements
from Engineers
Challenges: fragile infrastructure computation limits, back casting complexity, larger teams, no version control, poor apis….
A Developer codes the
analytics
Project Manager
Manage scope and
resources for a one
month project.
Deployment is
complicated, and
scaling requires careful
planning
15 years ago, this was the process for capturing deep water well pressure build up trends.
For each well, capture shut-in, analyze subset of data to extract performance indicators about the well.
© 2025 Chevron 70
2005 2015 2025
ProcessBook/Excel
VBA
C Code with PI API
Simple Asset Models
SEEQ & SEEQ Datalab
Amazing Python
Libraries
Gen AI
PI AF + PI
Analytics
C#/Matlab + AF SDK
Excel VBA
Tools
:
Tools
:
Tools
:
Expanding Capability: From Simple Monitoring to
Large Scale Optimization
© 2025 Chevron 71
Analyzing valves in a critical service on a Pressure
Swing Adsorber used to purify hydrogen.
60 Vessels, 150+ Valves, switching approximately
every minute.
If valves fail unexpectedly, the unit can be tripped
offline.
Tail Gas Impurities (+H2) Low Pressure
Hydrogen Product H2 (up to 99.9999 mole% purity) High Pressure
Feed Gas H2 + Impurities High Pressure
Example: Analytics for Valve Failure
© 2025 Chevron 72
LNG Site
Refining Site
Headquarters
Offshore Production
Support and SME
Onshore Production
It’s hard to
work across
timezones with
HQ
I don’t have
access to that
datasource
We have too
many assets
to analyze
I’m not sure
about access
to my data
SO MANY
SHEETS!
Friction Then: Collaboration Barriers
© 2025 Chevron 73
Friction Now: Removing Collaboration Barriers
LNG Site
Refining Site
Headquarters
Offshore Production
Support and SME
Onshore Production
Collaborate
async with
journals
We have an
asset model to
scale
I understand
who can
access
Need help with
this analysis
© 2025 Chevron 74
• Removing friction accelerates collaboration and reduces team size, allows you to deliver results quickly
• Work on the same analytics at the same time with Seeq • Not wasting time connecting to many data sources, access data from anywhere • Simple Deployment of Analytics, fast turnaround builds confidence!
• Embracing complexity enables bigger, more impactful projects. The time series data from Seeq is now “Table Stakes”
• Focus on integrating disconnected data • Improving data quality and structure • Integrating ML and AI Tools into workflows
Conclusion – Riding the Rising Tide
John Geraci VP of Sales - Americas
Closing
Thank You!
Exclusive Summit Sponsor
©2024 – Seeq Corporation | 77©2024 – Seeq Corporation | 77
Conneqt 2025 May 13-15
Fontainebleau Las Vegas
7878
Share Your Feedback & Get Rewarded!
©2025 – Seeq Corporation
Scan the QR code and leave a review on G2 to share your experience!
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Default Section Slide 1: Seeq Summit Houston Slide 2: Exclusive Summit Sponsor Slide 4: What’s New with Seeq Slide 5: Seeq Platform Evolution Timeline Slide 6: Supercharging Industrial Enterprise Monitoring™ Slide 7: Industrial Enterprise Monitoring™ Slide 8: ML for All – Hybrid Analytics Slide 9: ML for All – Hybrid Analytics Slide 10: ML for All – Hybrid Analytics Slide 11: Roadmap: Supporting Hybrid Analytics in Seeq Slide 12: Scale without Python Slide 13: Scale without Python Slide 14: No Code Scaling – Organize and Contextualize Slide 15: No Code Scaling - Deploy and Sustain Calculations at Scale Slide 16: Monitor & Action – Vantage Evolution Slide 17: Vantage - Rooms Slide 18: Vantage - Streamlined Configuration Slide 19: Level up with AI Agents Slide 20 Slide 21: Actions Agent Slide 22: Journal/Organizer Agent Slide 23: Premium AI Agent Slide 24: Insight on Usage and Value Capture Slide 25: Usage – Champion Dashboard Add-on Slide 26: Use Case and Value Capture - Impact Reports Slide 27: AI Summary for Impact Reporting Slide 28: Availability Slide 29: Customer Story: Cheniere Slide 30: Cheniere Energy, Inc. Slide 31: Safe Harbor Statements Slide 32: Cheniere: Market-Leading LNG Platform with Global Scale Slide 33: Fixing Bad Data to Improve Exchanger Maintenance Predictions Slide 34: Monitor Exchanger Blockage Slide 35: Ops Question Slide 36: How to Measure Blockage? Slide 37: Normalized DP Slide 38: How to Measure Blockage? Slide 39: Bypass Flow Meter Out of Range Slide 40: Use Control Valve %Open to Estimate Flowrate Slide 41: Corrected Normalized DP Slide 42: Thank you Slide 43: Customer Story: Indorama Slide 44: Process Fouling: Identification, Prediction, & Notification Slide 45: Indorama| Port Neches Site Slide 46: Agenda Slide 47 Slide 48: Reboiler Analysis (Initial Findings) Slide 49: Reboiler Analysis (Initial Findings) Slide 50: Reboiler Analysis (Initial Findings) Slide 51: Reboiler Analysis Slide 52 Slide 53: Reboiler Analysis (Post 2nd Outage) Slide 54 Slide 55: Reboiler Analysis (Post 3rd Outage) Slide 56: Long Term Monitoring Slide 57: Seeq Implementation at Indorama Slide 58: Questions? Slide 59: Disclaimer Slide 60: Break Slide 61: Share Your Feedback & Get Rewarded! Slide 62: Sponsor Highlight: BKO AI Slide 63: Optimize Maintenance Strategies for Fixed Equipment using Seeq Slide 64: Who is BKOai? Slide 65: Use Case: What are safety check valves? Why should we inspect them? Slide 66 Slide 67: Customer Story: Chevron Slide 68 Slide 69 Slide 70: Expanding Capability: From Simple Monitoring to Large Scale Optimization Slide 71: Example: Analytics for Valve Failure Slide 72: Friction Then: Collaboration Barriers Slide 73: Friction Now: Removing Collaboration Barriers Slide 74 Slide 75: Closing Slide 76: Thank You! Exclusive Summit Sponsor Slide 77: Conneqt 2025 Slide 78: Share Your Feedback & Get Rewarded!