03–04 June 2026

AI and Machine Learning in Subsurface Energy

Houston, TX – Norris Conference Center – CityCentre
Event Registration Closed

Bridging the gap between “theory” and “field-ready” technology

As artificial intelligence, machine learning, and advanced data technologies rapidly evolve, energy companies face a critical challenge: transforming powerful theoretical tools into practical, field-ready solutions that improve subsurface understanding and operational performance. This workshop brings together geoscientists, engineers, data scientists, and technology leaders to explore how emerging digital innovations are being applied across the energy value chain—from exploration and development to monitoring, optimization, and the energy transition.

Through expert presentations and real-world case studies, attendees will gain insight into how AI-enabled technologies are reshaping decision-making in complex subsurface environments. Session highlights will include:

• Agentic AI

• New trends in data management

• The growing role of real-time monitoring technologies

• How AI is enabling geothermal development

• Enhanced subsurface and surface characterization

• Operational efficiency through GenAI and LLMs

• Use cases in drilling, completion, operations, and facilities management

• AI for produced water, critical minerals, and brine mining

• AI insights from other industries (mining, medical, space)

Sponsors

Program

Address

Welcome and Introductions

8:00 am - 8:15 am
Panel Session
8:15 am - 9:00 am
The Role of Technology and AI Within Renewed Exploration
  • Matthew Fry, Katalyst
  • John Boden, i2K
  • Allison Gilmore, Director of Product Management, R&D energy software
  • Rey Treviño, Director of Operations, Pecos Country Operating
  • Richard Van Den Brand, Exploration Manager, TotalEnergies
  • Chadwick Holmes, Senior Manager, Exploration Data Technology and AI
9:00 am - 9:00 am
Session Co-Chairs

Matthew Fry, Katalyst

John Boden, CEO, i2K Connect

9:00 am - 9:15 am
AI in Integration of Seismic, Subsurface Data, and Continuous Monitoring

Sathiya Namasivayam, Vice President of Data, TGS

9:15 am - 9:30 am
New Disruptive Machine Learning Technologies for Subsurface Interpretation

Deborah Sacrey, COO, Geophysical Insights

9:30 am - 9:45 am
Welcome to the Agentic Era: Build Now, Deliver Value, Transform Every Line of Energy Business

Yuriy Gubanov, Worldwide Energy Partner Solutions Architect, AWS

9:45 am - 10:00 am
Open Forum
10:00 am - 10:30 am
Networking Break
10:30 am - 10:45 am
Behind the Big-Box Black Box: The Hidden Cost of Enterprise AI

Scotty Salamoff, Geoscience Champion, BluWare

10:45 am - 11:00 am
Advancing GeoGPT for Next Gen AI-Driven Energy Geoscience

Yitian Xiao, Senior Technical Consultant, Zhejiang Labs

11:00 am - 11:15 am
Rapid Commercial Evaluation of Diversified Assets leveraging Agentic AI systems

Claudia Molina, President, SEGUEN

11:15 am - 11:30 am
Human–Agent Co-Design: Building Task-Centric Software for the Future Energy Workforce

Reishins Toolsi & Reagan Kennedy, Account Manager Databricks

11:30 am - 11:45 am
AI-Enhanced Passive Geochemical Imaging for Exploration De-Risking

Rick Schrynemeekers, CEO & CTO for Low Carbon Services, AGI

11:45 am - 12:00 pm
Open Forum
12:00 pm - 1:00 pm
Lunch
Panel Session
1:00 pm - 1:45 pm
Beyond the Algorithm: Operators, ISVs, and GSIs Deploying Agentic AI in Production

This session will explore how Agentic AI is moving from proof-of-concept to production deployment in subsurface workflows—covering technical architecture, business outcomes, organizational change, and lessons learned. This dynamic discussion will balance technical depth with practical implementation insights from those from Operators, ISVs, and GSI perspectives across the Oil and Gas industry.

  • Christine Rhodes, Partner Segment Lead, Oil and Gas – Amazon Web Services
  • Lawrence McCune, Principal Petrophysicist – Deepwater, Shell
  • Raghu Menon, Senior Technical Product Manager – Bluware
  • Ben Lasscock, Director Digital Data Innovation – TGS
  • Derrick Bowen, Vice President – Pariveda-Energy
1:45 pm - 1:45 pm
Session Chair

Danny Kingham, Principal Hydrologist, GSI Environmental, Inc.

1:45 pm - 2:00 pm
Horseshoe/ U-Turn Wells: AI and Machine Learning in Action

Julian Chenin, Rogii

2:00 pm - 2:15 pm
Changing Needs for Data Prep. for GenAI

John Boden, CEO, i2KConnect

2:15 pm - 2:30 pm
AI-Augmented Subsurface Interpretation for Optimized Well Planning

Ashish Fatnani, Vivekvardhan Reddy Kesireddy, Yusuf Ajibola Falola and Shaswat Verma, Corporate Strategy, Oil and Gas, Halliburton

2:30 pm - 2:45 pm
Open Forum
2:45 pm - 3:15 pm
Networking Break
3:15 pm - 3:30 pm
Harnessing the Power of LLMs and GenAI across Drilling, Geoscience and Production Workflows

Sunil Garg, President, DataVedik

3:30 pm - 3:45 pm
Is Agentic AI Poised to Transform Subsurface Workflows? And are we ready for it?

Emmanuel Gringarten, Sr. Director Enterprise Solutions, AspenTech

3:45 pm - 4:00 pm
AI and ML-Powered Solutions for Geothermal, ​Drilling, and Formation Evaluation

Saeed Salehi, Herman Brown Chair, SMU, Yuxing Wu, Ph.D. Candidate, SMU

4:00 pm - 4:15 pm
Scientific AI/ML for Various Offshore Oil & Gas Operations

Miyank Tiyagi, Professor, LSU

4:15 pm - 4:30 pm
From Global Seismic Libraries to Basin-Scale Exploration Insights

Henri Houllevigue, Vice President, Geoscience Western Hemisphere, TGS

4:30 pm - 4:45 pm
Right Signal, Right Time: Unlocking Produced Water Intelligence with AI

Shahid Haq, Founder and Executive Advisor, Wellquest Consulting Inc.

4:45 pm - 5:15 pm
Open Forum
5:15 pm - 6:15 pm
Networking Reception
Address

Welcome and Introductions

8:00 am - 8:15 am
Panel Session
8:15 am - 9:00 am
Panel - Using Data for Multiple Uses: Geothermal, Critical Minerals, Energy Storage, CCUS, Water Management
  • Cucha Lopez, Geophysicist in the Unconventional Technical Team, ExxonMobil
  • Kim Padeletti, Global Head of Energy Data & AI / Enterprise GTM Product & Solutions, Amazon Web Services
  • Charuleka Varadharajan, Staff Scientist, Earth AI & Data Program Lead, Lawrence Berkeley National Laboratory
  • Kylee Brown, Data Scientist, Chevron
  • Allison Kennedy Thurmond, Vice President, North America Lithium, Equinor
9:00 am - 9:00 am
Session Co-Chair

Juan Mayol, Darcy Partners

9:00 am - 9:15 am
Automated Mineral Detection and Classification: Mining and Energy

Dave Browning, CEO, TerraCore Geospectral Imaging

9:15 am - 9:30 am
AI for Automated Analysis of Drill Cuttings to Improve Well Placement and Enhance Hydrocarbon Recovery

Ben Geaghan, Global Business Development Manager, SLB

9:30 am - 9:45 am
A Novel Agentic AI Application for Geothermal Energy

Randy Harsuko, Lawrence Berkeley National Laboratory

Panel Session
9:45 am - 10:00 am
Open Forum
10:00 am - 10:15 am
Networking Break
10:15 am - 10:30 am
Planning the Analytics for CCUS, Waste Injection, Mineral Extraction, Water Production and Monitoring Wells

Toddy Guidry, Technical Sales Advisor, Core Laboratories

10:30 am - 10:45 am
Machine Learning Observations about a Mature Unconventional Reservoir

Dias Satbaldy, University of Southern California

10:45 am - 11:00 am
Necessary but Not Sufficient: Why Quality Won't Get You to Agentic AI

Patrick Kelly, Product Manager – Subsurface and Wells Data and Insights, Chevron

11:00 am - 11:15 am
From Hypothesis to Decision: A Bayesian Framework for Subsurface Modeling Under Uncertainty

Ziang Zhang* (presenter), Xiaolong Wei, Jiajia Sun, Jiefu Chen, Yueqin Huang, University of Houston

11:15 am - 11:30 am
AI-Enhanced Geothermal Heat Flow Modeling

Kevin McCarthy, Geothermal Senior Advisor, BakerHughes

11:30 am - 11:45 am
Uncertainty-Aware Imaging of Hydrothermal Systems Using Airborne Electromagnetic Data

Yueqin Huang, Assistant Professor, University of Houston

Chenyu Zhou, Ph.D. Student, University of Houston

11:45 am - 12:00 pm
Open Forum
12:00 pm - 12:45 pm
Lunch
12:45 pm - 12:45 pm
12:45 pm - 12:45 pm
Panel Session
12:45 pm - 1:30 pm
The Renewed Importance of Data Quality and Data Management with AI and Agentic AI
  • Emmanuel Gringarten, Sr. Director, Enterprise Solutions, AspenTech
  • Yuxing Ben, Manager of Machine Learning and Data Science, OXY
  • Akash Sharma, VP of Product (AI), Enverus
  • Chad Brockman, Customer Engineer Google Cloud, Cloud OSDU Lead, Google
  • Matan Agam, Special Situations – Energy, OpenAI
1:30 pm - 1:30 pm

Session Co-Chairs – Tiffany Legg, University of Oklahoma

Ana Vielma, University of Houston

1:30 pm - 1:45 pm
Emerging AI-ready Reporting Formats for Environmental Sensor and Sample Data

Charuleka Varadharajan, Staff Scientist, Earth AI & Data Program Lead, Lawrence Berkeley National Laboratory

1:45 pm - 2:00 pm
Data Management in the AI Era

Matthew Fry, Katalyst

2:00 pm - 2:15 pm
Disruption-Proofing AI Workflows for Data Harmonization and Agentic AI

Sashi Gunturu, CEO, Petrabytes

2:15 pm - 2:30 pm
Fusing Multiple Open Source Datasets with Proprietary Analytics Models

Holden Nash, President, Boundary RSS

2:30 pm - 2:45 pm
Open Forum
2:45 pm - 3:00 pm
Networking Break
3:00 pm - 3:15 pm
Agentic AI-Ready Core Data for Multiple Subsurface Energy Uses

Lindsay Roe, Director of Digital Innovation, Core Laboratories

3:15 pm - 3:30 pm
Autonomous Rock Intelligence: Field-Proven AI Workflows

Dave Tonner, President, Diversified Well Logging

3:30 pm - 3:45 pm
AI-Ready Data for Quick Selection and Screening of Idle and Marginal Wells for Bypassed Pay, New Horizons, and EOR Candidates

Galen Dillewyn, VP, NuTech

3:45 pm - 4:00 pm
Trends and New Developments in Start-Ups Focusing on Data Used for AI Applications

Juan Mayol, Director of Oil and Gas, Subsurface, Darcy Partners

4:00 pm - 4:15 pm
What If Your AI Knew Engineering Tools As Well As You Do?

Andrey Klimushin, Sr. Business Development Manager – Rock Flow Dynamics

Panel Session
4:15 pm - 4:45 pm
Open Forum
4:45 pm - 4:50 pm
Thank you and Wrap-Up
4:50 pm - 4:50 pm

Poster Session

Poster

AI and Next-Generation Geosteering

Travis Hagler, Rogii

Poster

Deploying Agentic AI for Field-Ready Geostatistical Workflows

Claudia Molina, President, SEGUEN

Poster

From Data to Insight: Machine Learning in Geochemistry 

Tiffany Legg, Ph.D. Candidate, University of Oklahoma

Committee

Venue

Venue

Houston, TX – Norris Conference Center – CityCentre

Address

816 Town & Country Blvd., Suite 210, Houston, Texas, 77024, United States

Lodging

Rate: $229 + 17% tax

The Hotel imposes a destination fee of $15.00 plus tax per room / per night.

This fee includes standard WIFI throughout the hotel, garage self-parking on the 3rd floor, daily continental breakfast, free local and toll-free calls, bottled waters, and use of on-property fitness center.

Booking Deadline:

11 May 2026

Houston, TX – Norris Conference Center – CityCentre

816 Town & Country Blvd., Suite 210, Houston, Texas, 77024, United States

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