In oil and gas, major incidents start small. They might begin with an inspection handled differently than required, an alert that does not receive the right response, or a field adjustment that never makes it into the record. The worker may have a valid reason for doing the job differently, but when that reason is not documented, reviewed, or shared, a single deviation can become a recurring problem. Over time, that accumulation becomes operational drift.
A recent Forrester study found that while 76% of leaders believe process improvement is already embedded in daily operations, only 39% of frontline supervisors say that is accurate. This shows how easily leaders can lose visibility into whether critical work is being performed as intended in the field. When safety, reliability, and compliance depend on work being executed consistently, that disconnect can create blind spots that allow risk to accumulate unnoticed.
For industry leaders, drift is difficult to manage because it remains invisible until something goes wrong. Enterprise systems can assign work, schedule maintenance, and store procedures, but they do not always provide visibility into whether work was executed exactly as intended under real operating conditions. Without that proof, small deviations can spread across sites and contractors until they surface as safety, compliance, or financial problems.
Operational Drift Is Not a Paperwork Problem
Upstream operators have invested heavily in systems that improve how work is planned and tracked, from asset visibility tools to digital permits. Yet many organizations still rely on paper-based procedures, standard operating procedures, and informal coaching to guide frontline workers through critical tasks.
That mix can create inconsistencies across sites. A procedure may be interpreted differently from one rig to the next, and new employees may learn guidance that does not reflect the latest process or the safest way to complete the job. Over time, those differences can become normal. Shortcuts become habits, documentation gaps are accepted, and supervisors may see that a work order was closed without knowing whether each step was completed correctly.
In high-risk field environments, one missed step can create consequences far beyond the task itself. The danger is that the organization may not know which step was skipped, why, or whether the same pattern is occurring elsewhere.
Real-Time Guidance Improves Operational Execution
High-risk energy operations depend on workers making the right decisions in complex field environments, yet many operators still lack a reliable way to connect approved procedures to what happens at the point of work. Planning tools play an important role, but they can show that work moved through the system without proving that each required step was followed under real operating conditions.
Workers require guidance that keeps them aligned with the approved procedure while the job is underway, especially when an alert, exception, or field condition requires judgment. Replacing memory-based processes and disconnected documents with digital workflows helps workers complete tasks correctly, capture deviations as they happen, and create a verified record of execution.
That visibility gives supervisors and operations leaders a clearer view of execution across sites, crews, and contractors. Leaders can identify where workers need support, where a procedure is creating confusion, or where repeated deviations may signal a larger operational risk.
Real-time visibility becomes especially important after an incident or during an audit. Leaders need more than a closed work order or a completed form. They need confidence that critical work was performed correctly and a reliable record of how the work was performed.
Knowledge Has To Move Into the Flow of Work
Experienced workers know when a field condition requires extra caution, clarification, or escalation. When that knowledge remains informal, it can leave the organization as employees retire, transfer, or move into new roles.
Oil and gas companies need a way to make that knowledge usable for the next generation of workers without simply creating more documents. Field knowledge becomes more valuable when it is embedded in daily work, captured as conditions change, and used to improve procedures across sites.
Remote support can also reduce execution risk when workers encounter an issue in the field. Connecting with a supervisor or subject-matter expert can prevent unsafe improvisation and help ensure that any necessary deviation is addressed appropriately. When a worker has a sound reason to do something differently, that decision should be captured and reviewed so the organization can determine whether the procedure needs to change.
AI-enabled workflows can support this process by helping workers find the right instructions faster, follow the right process more consistently, and capture knowledge that would otherwise remain trapped with individual employees.
Using Execution Data To Catch Risk Earlier
Field execution data gives leaders a better chance to identify risks before they become incidents, downtime events, or audit findings. Instead of waiting for problems to surface after the fact, operators can use small signals from daily work to see where procedures are breaking down and where workers need support.
Operational drift grows when those signals are hidden. The consequences can be severe. A 2018 refinery explosion in Superior, Wisconsin, caused $550 million in damage after federal investigators pointed to failures around maintenance shutdown safeguards, training, and safety protocols. More recently, the US Chemical Safety and Hazard Investigation Board found that a 2024 Pemex refinery incident in Deer Park, Texas, with two fatalities was traced back to a hydrogen sulfide release resulting from ignored internal safety protocols and unclear equipment identification during maintenance.
Operational drift starts small and silently across organizations. Oil and gas operators need stronger visibility into how critical work is performed before the drift occurs and the deviations become the next outage, audit finding, or safety event.
