Insights

Where AI Agents Are Actually Being Deployed in Upstream Oil & Gas (2026)

Apr 10, 2026 · 12 min read

Agentic AI for Upstream Oil & Gas: What It Is, What It Isn't, and Why 2026 Is the Inflection Point

Feb 28, 2026 · 19 min read

The Mid-Size Operator's Guide to AI: What Works When You Have 500 Wells, Not 50,000

Jan 31, 2026 · 21 min read

Where AI Agents Are Actually Being Deployed in Upstream Oil & Gas (2026)

Apr 10, 2026 · 12 min read

The Bar Just Got Higher: What AI Agents Mean for Your First Job in Oil & Gas

Mar 24, 2026 · 20 min read

The Complete Data Pipeline for Oil & Gas: From Wellsite Sensors to AI-Powered Decisions

Mar 22, 2026 · 27 min read

Oil & Gas Data Sources: From SCADA Sensors to Drilling EDR

Mar 22, 2026 · 31 min read

Data Ingestion & Edge Computing for Oil & Gas Operations

Mar 22, 2026 · 26 min read

Data Lake Architecture for Oil & Gas: S3, Azure Data Lake, and the Cloud Migration Reality

Mar 22, 2026 · 31 min read

Data Processing and Orchestration for Oil & Gas: Databricks, dbt, Dagster

Mar 22, 2026 · 30 min read

Databases and Historians for Oil & Gas: AVEVA PI, Snowflake, PostgreSQL

Mar 22, 2026 · 29 min read

Power BI vs Spotfire vs Tableau for Oil & Gas

Mar 22, 2026 · 25 min read

AI and Machine Learning in the Oil & Gas Data Stack

Mar 22, 2026 · 32 min read

Data Architecture by Segment: Drilling, Completions, Production, and Service Companies

Mar 22, 2026 · 30 min read

MCP Servers for Oilfield Data: Connecting LLMs to Well Logs, Production Data, and Reservoir Models

Mar 22, 2026 · 18 min read

Your Best Engineer Just Retired. 20 Years of Decisions Went With Them. Here's How to Prevent That.

Mar 21, 2026 · 14 min read

They're Coming for Entry-Level Jobs First: What Every New Graduate Needs to Know About AI in 2026

Mar 15, 2026 · 25 min read

We Built an AI Job Matcher for Entry-Level Petroleum Engineers — Here's Why

Mar 15, 2026 · 17 min read

Why Your LinkedIn Job Applications Disappear Into a Black Hole (And What to Do Instead)

Mar 15, 2026 · 19 min read

The First 24 Hours: Why Early Job Applicants Get 8x More Interviews (And How to Be First)

Mar 15, 2026 · 20 min read

O&G Skills in Demand This Week: What Entry-Level Job Postings Tell Us (March 15, 2026)

Mar 15, 2026 · 20 min read

Methane Emissions Monitoring with AI: How Mid-Size Operators Can Meet 2026 Regulations Without Breaking the Budget

Mar 15, 2026 · 25 min read

Permian Basin Decline Curve Benchmarks: What Public Data Reveals About Type Curve Accuracy in 2026

Mar 15, 2026 · 24 min read

AI as a Competitive Advantage for Oilfield Service Companies: How Frac, Artificial Lift, and Water Companies Are Using Data to Win Contracts

Mar 15, 2026 · 23 min read

Well Economics in 5 Minutes: Free NPV, EUR, and Breakeven Calculators for E&P Engineers

Mar 15, 2026 · 24 min read

LAS Files for Machine Learning: How to Clean, Normalize, and Feature-Engineer Well Log Data for ML Models

Mar 15, 2026 · 30 min read

WITSML Demystified: A Data Engineer's Guide to Real-Time Drilling Data Integration

Mar 15, 2026 · 24 min read

The Top 10 Technical Challenges Facing Oil & Gas in 2026 (And Why They're Opportunities for New Engineers)

Mar 14, 2026 · 26 min read

What a Stanford PhD Learned Building AI for Oil & Gas

Mar 8, 2026 · 18 min read

State of Oil & Gas Hiring 2026: Who's Hiring, What They Want, and Where the Opportunities Are

Mar 8, 2026 · 21 min read

SCADA Data Quality for AI: The Audit Checklist Every Operator Needs Before Starting an ML Project

Mar 7, 2026 · 24 min read

SPE Student Chapter Workshop: Introduction to AI for Petroleum Engineering

Mar 7, 2026 · 24 min read

Reservoir Management Software: From Eclipse to AI-Assisted History Matching

Mar 1, 2026 · 14 min read

Agentic AI for Upstream Oil & Gas: What It Is, What It Isn't, and Why 2026 Is the Inflection Point

Feb 28, 2026 · 19 min read

Petroleum Engineering Data in Python: A Practical Guide to LAS Files, Production CSVs, and WITSML

Feb 22, 2026 · 23 min read

Refrac Candidate Selection with ML: How to Identify the Eagle Ford and Permian Wells Worth Refracing

Feb 22, 2026 · 20 min read

How to Deploy an AI Agent for Daily Production Reporting: A Practical Guide for E&P Operators

Feb 21, 2026 · 24 min read

Production Dashboards for E&P Operators: Why Most Fail and How to Build One Engineers Will Actually Use

Feb 15, 2026 · 24 min read

Production Operations Software: Surveillance, Optimization, and the AI Opportunity

Feb 15, 2026 · 15 min read

Why Your Decline Curve AI Keeps Getting It Wrong: Physics-Informed vs. Pure ML Approaches

Feb 14, 2026 · 14 min read

Post-Acquisition Data Chaos: A Practical Guide to Unifying Production Data After an E&P Merger

Feb 8, 2026 · 28 min read

Permian Basin Water Management: How Data Analytics and AI Can Cut Produced Water Costs by 15-25%

Feb 1, 2026 · 22 min read

The Petroleum Engineering Skills Gap: What Universities Aren't Teaching and What Operators Desperately Need

Feb 1, 2026 · 24 min read

The Mid-Size Operator's Guide to AI: What Works When You Have 500 Wells, Not 50,000

Jan 31, 2026 · 21 min read

The PE Department Advisory Board Pitch: Why Every Program Needs an AI/Data Science Track

Jan 25, 2026 · 22 min read

What 10,000 Permian Wells Tell Us About Completion Design: Data-Driven Insights for Frac Engineers

Jan 25, 2026 · 24 min read

5 Open-Source Projects Every Petroleum Engineering Student Should Contribute To

Jan 24, 2026 · 17 min read

Frac Hit Prediction with Machine Learning: Protecting Parent Wells in Densely Spaced Permian Developments

Jan 18, 2026 · 25 min read

From Spreadsheets to AI Agents: How Entry-Level Petroleum Engineers Can Future-Proof Their Careers

Jan 18, 2026 · 21 min read

Drilling Operations Software Landscape (2026)

Jan 17, 2026 · 17 min read

The Engineer's Checklist for Evaluating AI Vendors in Oil and Gas: 20 Questions to Ask Before You Sign

Jan 17, 2026 · 22 min read

Drilling Data Management: WITSML to Cloud

Jan 11, 2026 · 16 min read

Completions & Frac Software: Design, Monitoring, and Optimization Platforms

Jan 10, 2026 · 15 min read

Digital Platforms & AI in Upstream Oil & Gas: A Comprehensive Guide

Jan 10, 2026 · 18 min read

Predicting ESP and Rod Pump Failures Before They Happen: AI-Driven Artificial Lift Optimization

Jan 4, 2026 · 22 min read

Breaking Into Oil & Gas in 2026: An Honest Guide for Engineering Students and Career Changers

Jan 4, 2026 · 28 min read

AI for E&P Portfolio Companies: What Private Equity Operating Partners Need to Know in 2026

Jan 3, 2026 · 23 min read