Grain-e

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A Digital Twin of Wellbore Geology created with AI

Page last modified
July 8 2025

Grain-e is an advanced digital technology that uses artificial intelligence to analyze wellbore geology from cuttings samples. The process begins with high-resolution photography of washed cuttings samples under controlled lighting conditions. A proprietary AI model then segments the image to identify and outline individual grains. 

The system calculates properties like grain size, roundness, sphericity, and color for thousands of grains per sample. An interactive filtering system allows geologists to refine the output by adjusting parameters like color, size, shape, and visibility to ensure only representative grains are included.

This approach enables consistent, objective sediment description at scale. It provides detailed grain statistics for reservoir characterization, creates color logs for stratigraphic correlation, and can detect features like splintery cavings that indicate high pore pressure zones. 

Key advantages include speed of analysis, consistency across wells and basins, and the ability to quantify properties that were previously difficult to measure at scale. Applications include reservoir characterization, drilling safety through pore pressure prediction, stratigraphy and correlation between wells, and large-scale digitization of physical cuttings samples.

The technology aims to transform how geologists interact with cuttings data by combining AI, high-resolution imagery, and interactive tools to deliver rapid, detailed sedimentological insights from wellbore samples.

Pros & Limitations
1
Creates consistent, repeatable, quantified grain data compatible with geo-modelling tools.
1
Creates an entire new dataset by quantitatively analyzing thousands of grains per sample that were previously only usable in a qualitative manner.
1
Capture data capture at scale (e.g. size, sphericity, colour, trace colour) c. 10^6 data points per well
1
Provides objective, data-driven measurements for comparing across wells or basins
1
Supports pore pressure assessment by detecting splintery cavings
1
Assists with stratigraphic correlation and provenance assessment by identifying subtle lithological changes
1
Offers a scalable way to digitize physical cuttings samples
1
Provides new quantitative data to assess CCS target horizons
1
Provides quantitative data in shallow intervals to support plug & abandonment decisions and piling, foundations.
0
Requires retained and well catalogued cuttings samples
Our Expertise
Expertise Title Expertise Description
Grain-e
Expert turnkey support to cuttings digitalization
Subsurface
Integrated studies that incorporated Grain-e into subsurface workflows
Experts
Full-suite of supporting disciplines from geoscience, geophysics, petrophysics, reservoir engineering, completions, well engineering and well testing to support clients.
Specification
Title Description
Theme/Discipline
Reservoir EngineeringWell DrillingWell Plug and AbandonmentAbandonment & Decommissioning
Core Tech
AI & Advanced AnalyticsConsultancy
Key features
Smart Grain Segmentation, Sedimentary statistics, Geomechanics (Pore Pressure), Stratigraphic subdivision, Consistent and repeatable sediment description, Rapid analysis of thousands of grains per sample, Quantitative logging of properties like sphericity and trace color
Image resolution
4000 x 6000 pixels
Sample area captured
43 mm x 28 mm
AI model
Proprietary trained segment anything model
Grain properties measured
size, roundness, sphericity, color at a grain-by-grain level
Interactive filtering tools
colour, size, shape, brightness, visibility across the entire big data model
Technology Readiness Level

The Technology Readiness Level (TRL) indicates the maturity level of novel technologies. Learn more about the TRL scale used by us.

[6/9]

Development Technology demonstration Mature / Proven
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Molyneux Advisors is a leading provider of independent upstream advice in the energy industry. They offer end-to-end advisory services to global energy clients, helping them solve complex challenges and create value through integrated and sustainable improvement. The company specializes in engineering and geoscience disciplines, focusing on oil and gas developments as well as energy transition projects like carbon capture and geothermal. With extensive industry experience and a streamlined execution strategy, Molyneux Advisors delivers high-impact services at scale, supporting clients through the energy transition. They pride themselves on their global experience across six continents, ability to work across the business cycle, and competence in various operational settings including onshore, offshore, deep-water, conventional, and unconventional environments. The company empowers clients to make informed decisions by providing multi-disciplinary and unbiased advice, identifying competency gaps, and offering mentoring and support.

Country of Headquarters
Australia

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