Insights
Authority explainers on AI’s impact across oil & gas, renewables, and power systems.
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Sand Production Prediction: How ML Sees It Coming
Machine learning now predicts sand production before it erodes your wellbore. Here’s the physics, the models, and where the data quality actually matters.
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Annular Pressure Buildup Prediction: How AI Sees It Coming
AI models now predict annular pressure buildup in deepwater wells before it cracks casing. Here’s how the physics and the machine learning work together.
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Stuck Pipe Prediction Machine Learning: Essential 2026 Guide
Stuck pipe eats 25%+ of drilling NPT and costs $250M+ a year. See how ML flags it early using real-time WOB, torque, and pressure data.
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Frac Hit Prediction Machine Learning: Essential 2026 Guide
Frac hits can gut child-well output by 60-80%. Here’s how machine learning and real-time pressure monitoring catch interference before it wrecks a well.
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This Week in Energy AI: Robots on the Rig Floor
McKinsey prices AI’s upstream upside at $230B, Exxon puts robots on Permian rigs, and gas plants race to power AI data centers. This week’s roundup.
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AI Scale Prediction Before It Chokes Your Well
AI scale prediction reads pressure creep, chemical injection rate, and water chemistry to flag CaCO3 scale weeks before it forces an unplanned workover.
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AI Lost Circulation Prediction While Drilling
Machine learning now flags lost circulation with up to 95.6% accuracy, often minutes before mud losses cross a fixed threshold alarm on the rig floor.
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This Week in Energy AI: The Grid’s 60-Day Ultimatum
FERC’s 60-day grid deadline, a $65.5M DOE fund for upstream AI, and the power deals reshaping oilfield economics — this week in energy AI.
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AI Water Cut Prediction: Spotting Breakthrough Early
AI water cut prediction uses machine learning to flag breakthrough weeks before it shows in your production reports, with real published accuracy numbers.
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AI Kick Detection: How Machine Learning Beats the Clock
AI kick detection uses machine learning to flag a well control event up to 100 minutes before conventional pit-gain alarms catch it. Here is how it works.
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How AI Predicts ESP Failures Before They Happen
AI models use 8 VSD sensor signals to predict ESP failures up to 30 days early, cutting unplanned pulls by 60%. See how the models work.
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How AI Predicts Stick-Slip Before It Wrecks Your BHA
AI models flag stick-slip, whirl, and bit bounce using six surface drilling channels alone, no downhole sub needed. See the accuracy data.