AI in oil & gas, midstream, and gas utilities,written for the people who run the field.
Twelve chapters. Roughly 20,000 words. Integration realities, OT security, the ROI math you can take to your CFO, and the 90-day path from dashboard-driven to agentic operations. Written by operators, for operators.
The premise underneath all twelve: AI has not reached operations and engineering yet. The capability is here, the adoption is not, and the operators who move into that gap while it is wide compound an advantage the followers cannot buy back. The third-party-cited data is in the state of oil & gas operations.
Who this guide is for
Mid-tier and large independent operators thinking seriously about AI in 2026. We've mapped the chapters to the four readers most likely to be making the call.
The 6 AM problem. Read 1, 2, 6, 10, 11. Skim 4 for the integration reality before you sign with anyone.
The plumbing chapters. Read 3, 4, 5. Then 7 if you have midstream, 8 if you have gas utilities. 12 last.
Read 9 first. Then 4 for how the safety data joins the work loop. 11 for the rollout sequence.
Read 1, 10, 11 in that order. 30 minutes total. You leave with a defensible payback number.
The 12 chapters
Chapters land Tuesday and Friday through May and June. Each chapter stands alone. Read in order or jump.
- Ch01
The state of AI in oil & gas in 2026
LiveTwo cost curves crossed. $60 oil and 99% cheaper inference. The window where mid-tier operators can do what super-majors do without super-major budgets.
7 min read·By Michael Atkin, P.EngRead → - Ch02
The four eras of operations, alarm-driven to agentic
LiveEra 1 alarm-driven. Era 2 dashboard-driven. Era 3 AI-piloted. Era 4 agentic. Where most operators are, where the leaders are pulling, and the trap in the middle. Pairs with the live Era 1–4 self-assessment.
9 min read·By Michael Atkin, P.EngRead → - Ch03
Hype vs. reality, what AI actually does in the field today
LiveThe use cases that are working at scale, the ones that look good in a deck but fail at the wellhead, and the three diagnostic questions to ask any vendor before you sign.
10 min read·By Michael Atkin, P.EngRead → - Ch04
Integration realities, SCADA, ERP, CMMS, GIS, historians
LiveEach system has its own idea of what a well is. The schema reconciliation problem is the AI readiness problem. Protocol depth, read-only by default, what 1-week integration actually means, and the seven questions every CTO should ask any vendor before granting a SCADA tap.
11 min read·By Michael Atkin, P.EngRead → - Ch05
OT security for AI deployments
LiveIEC 62443 zone-and-conduit, read-only at the network layer (not the application layer), single-tenant + BYOK, identity + audit, and what an OT-grade security review actually looks like. Includes a 10-point vendor checklist.
7 min read·By Michael Atkin, P.EngRead → - Ch06
Upstream, the 10^699 problem and the ranked work plan
LiveA 26-operator team chooses from 10^699 possible daily routes. Live combinatorics widget lets you plug in your numbers. The fix is a ranked plan in the truck cab by 6 AM, scored on cash flow and risk.
10 min read·By Michael Atkin, P.EngRead → - Ch07
Midstream, hydraulic models, pipeline integrity, agentic engineering
LiveThe 200-hour hydraulic model build that took $20K and a senior engineer is now 20 minutes. Auto-extracted from GIS + SCADA + drawings via 5 specialized agents. Plus pipeline-integrity dispatch ranked by HCA consequence and OQ-gated crew assignment.
8 min read·By Michael Atkin, P.EngRead → - Ch08
Gas utilities, distribution modeling, dispatch, compliance
LiveA continuously calibrated distribution model anchored on a 3.5M+ meter regulated-gas-utility deployment. Crew dispatch with DIMP + 811 regulatory windows as hard constraints. PHMSA audit trails as a byproduct, not a quarterly project.
7 min read·By Michael Atkin, P.EngRead → - Ch09
Lone-worker safety, AI that prevents incidents
LiveTRIR is a lagging indicator. The leading one is the unsafe dispatches you stop before the truck rolls. Dispatch-enforced qualifications, dynamic hazard scoring, and TRIR 1.8 → 0.3 in production.
6 min read·By Michael Atkin, P.EngRead → - Ch10
The ROI math, how to defend the number to your CFO
LiveWhere 15% FCF actually comes from, walked end-to-end with a worked example for a 2,000-well operator. Investment side, sensitivity points, and a defensible internal number for the board. Links to the live ROI calculator.
9 min read·By Michael Atkin, P.EngRead → - Ch11
The 90-day path from Era 2 to Era 4
LiveWeek-by-week rollout playbook. What you put on paper in Week 0, what ships in Week 7, what you take to the board at Day 90. The four-slide deck that wins continued investment.
7 min read·By Michael Atkin, P.EngRead → - Ch12
Vendor landscape, where WorkSync fits and where it doesn’t
LiveFour-bucket vendor map for AI in O&G: adjacent stack (integrate), complementary tools (coexist), direct competitors (Baker Hughes Leucipa, Maximo, IFS, Peloton, MaintainX), and different market entirely. Plus 5 situations where WorkSync is NOT the right answer.
8 min read·By Michael Atkin, P.EngRead →
How to use this guide
Chapter 2’s four-era frame tells you where your operation is today and where the leaders are pulling. Most mid-tier operators are Era 2.
Before any AI vendor pitch. Chapters 4 and 5 are the integration and OT security questions you should be asking everyone, including us.
Chapter 10 gives you the math. Chapter 11 gives you the 90-day rollout. Take both into your next CFO conversation.
Companion resources
The Guide is basin-agnostic and architecture-first. These three companion pages cover the operator-grade specifics: the August 10, 2026 California compliance deadline, the basin-by-basin binding constraints, and the M&A integration playbook for the consolidation cycle.
The August 10, 2026 reporting deadline, who it applies to, the data infrastructure underneath, and the SB 261 status.
Permian, Anadarko, Bakken, DJ. Where the binding constraint actually lives in 2026 and what AI does about it.
Devon-Coterra, SM-Civitas, and the consolidation cycle. One ranked work plan across two ops stacks by day 91.
Want the polished PDF and a printable 90-day plan?
The web edition stays open. The PDF compiles when all 12 chapters ship in mid-June, and we'll email it the day it's ready along with a one-page printable plan you can take into a board meeting.