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.
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
DraftingEra 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.
9 min read·By Michael Atkin, P.Eng - Ch03
Hype vs. reality, what AI actually does in the field today
OutlinedThe use cases that are working at scale, the ones that look good in a deck but fail at the wellhead, and how to tell the difference before you sign.
10 min read·By CTO - Ch04
Integration realities, SCADA, ERP, CMMS, GIS, historians
OutlinedEach 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, and what 1-week integration actually means.
11 min read·By CTO - Ch05
OT security for AI deployments
OutlinedIEC 62443 specifics, single-tenant, BYOK, no-write-to-PLC. What the security review looks like and what to ask any vendor before you give them a SCADA tap.
7 min read·By CTO + security advisor - Ch06
Upstream, the 10^699 problem and the ranked work plan
OutlinedA 26-pumper team chooses from 10^699 possible daily routes. The math says zero find the optimal one. 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.Eng - Ch07
Midstream, hydraulic models, pipeline integrity, agentic engineering
OutlinedAuto-built hydraulic models from GIS + SCADA + drawings. The Golden Record. What changes when an engineer no longer re-keys data between five systems.
7 min read·By Field advisor - Ch08
Gas utilities, distribution modeling, dispatch, compliance
OutlinedContinuously calibrated distribution-system models. Crew dispatch with regulatory windows in the optimizer. PHMSA-aligned audit trails as a byproduct of the work.
7 min read·By Field advisor - Ch09
Lone-worker safety, AI that prevents incidents
OutlinedDispatch-enforced qualifications, dynamic hazard scoring, and the difference between AI that records incidents and AI that stops them happening.
6 min read·By HSE advisor - Ch10
The ROI math, how to defend the number to your CFO
OutlinedThe actual formulas behind 15% FCF uplift and 40% OPEX reduction. Sliders for well count, basin, and price deck. A defensible internal number you can take to the board.
9 min read·By Michael Atkin, P.Eng + CFO advisor - Ch11
The 90-day path from Era 2 to Era 4
OutlinedWeek-by-week. What integrates first. What ships in week 1. What you measure in week 6. What you take to the board at day 90.
7 min read·By Michael Atkin, P.Eng - Ch12
Vendor landscape, where WorkSync fits and where it doesn’t
OutlinedNamed competitors. Honest about where each is the right answer. The credibility chapter. Written last so we earn the right to opinion.
6 min read·By Michael Atkin, P.Eng
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.
Want the polished PDF and a printable 90-day plan?
The web edition stays open and free. 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.