AI implementationUse casesBlog

Use case library

AI use cases in oil and gas

25 practical uses of AI across the industry, written for the people who would use them. Each one says what problem it solves, what data it needs and what you get. 17 of them work today in ChatPetroleum on your own files.

Drilling and completionsProductionMaintenance and reliabilityMidstreamRefining and processingHSECommercial and management
Works today on your filesNeeds a read-only system connection

Drilling and completions

Reports, programs, offset wells and real-time drilling data.

Daily drilling report summaries

Today
Problem
Engineers and managers read every DDR to find what changed and what needs attention.
Data
DDR PDFs or exports for the well
Result
A morning summary of depth, operations, mud and problems, each line cited to the report and page.

Offset well review

Today
Problem
Lessons from earlier wells sit in end-of-well reports nobody has time to reread.
Data
End-of-well reports, programs and recaps for offset wells
Result
A table of losses, stuck pipe, mud weights and what fixed them, by formation and depth.

Drilling program Q&A

Today
Problem
Rig-site questions about the approved program wait for the office to answer.
Data
Drilling and mud programs, casing design, procedures
Result
Answers quoted from the approved program, with the section, in English, Arabic or Urdu.

Well-control and engineering calculations

Today
Problem
Kill sheets, hydraulics and volumes are recalculated by hand or in personal spreadsheets.
Data
Well data from the program; general engineering knowledge
Result
Worked calculations with formulas and units, labelled as needing the engineer's confirmation.

Real-time drilling advisory

Connected
Problem
Early signs of losses, kicks or poor hole cleaning are spotted late on a busy rig floor.
Data
WITSML or rig-sensor feed, plus the program and offset wells
Result
Trend alerts with the evidence behind them, sent to the people on shift. Advisory only.

Production

Rates, pressures, well tests and artificial lift.

Well test and production report review

Today
Problem
Monthly reviews take days of copying numbers between reports and slides.
Data
Well test reports, daily production reports, allocation sheets
Result
A review pack of trends and exceptions, with the Excel and slides built from the same numbers.

Rate drop diagnosis

Connected
Problem
When a well drifts, finding the cause means pulling data from several systems.
Data
Historian tags for rates and pressures, well tests, intervention history
Result
The likely cause in a production engineer's terms, and the test that would confirm it.

Artificial lift monitoring

Connected
Problem
ESP and rod-pump problems show in the data days before a failure.
Data
Lift equipment data from the historian or SCADA, failure history
Result
Early warnings ranked by likely impact, with the matching past failure.

Maintenance and reliability

Equipment history, inspections, overhauls and condition data.

Rig overhaul planning

Today
Problem
Scope, cost, manpower and schedule live in separate files that disagree.
Data
Equipment list, inspection requirements, rate cards, workshop capacity
Result
One workbook, plan and presentation that share one set of numbers, updated from chat.

Inspection and certification tracking

Today
Problem
Drill string and handling-equipment certificates expire without anyone noticing.
Data
Inspection certificates and the equipment register
Result
A tracker of what is due, overdue or missing, by category, with the source certificate.

Manuals and procedures search

Today
Problem
Technicians search hundreds of OEM manuals for one torque value or step.
Data
OEM manuals, maintenance procedures, service bulletins
Result
The answer with the manual, page and figure, on a phone in the workshop.

Predictive maintenance on critical equipment

Connected
Problem
Pumps, compressors and top drives fail between scheduled inspections.
Data
Vibration, temperature and pressure trends; CMMS work orders and failure codes
Result
Equipment ranked by risk, with the past failure it resembles and what fixed it. A planner raises the work order.

Work order drafting

Connected
Problem
Notifications are written inconsistently, which ruins failure data later.
Data
SAP PM or Maximo, the asset register and failure codes
Result
Drafted work orders with the right equipment, codes and history, waiting for approval.

Midstream

Pipelines, compression, storage and terminals.

Compressor and pump health

Connected
Problem
Machines run outside their envelope for weeks before anyone looks.
Data
Historian data, design curves, maintenance history
Result
Deviations from the operating envelope, explained, with the history of that machine.

Integrity and inspection report review

Today
Problem
ILI, CP and inspection findings are reported but not followed up consistently.
Data
Inspection reports, the asset register, past repair records
Result
Findings tied to the asset and segment, with what is open and when it is due.

Shift handover from the alarm log

Connected
Problem
Handovers depend on what the outgoing operator remembers.
Data
Alarm and event logs, shift notes
Result
A drafted handover of what happened, what is open and what to watch, for the operator to edit.

Refining and processing

Units, alarms, turnarounds and procedures.

Bad-actor and alarm analysis

Connected
Problem
A few alarms and assets cause most of the noise and most of the downtime.
Data
Alarm logs, maintenance failure codes
Result
Bad-actor lists with the history behind each, refreshed every week.

Turnaround scope building

Today
Problem
Turnaround scope is assembled from work orders, inspections and deferrals by hand.
Data
Deferred work, inspection findings, previous turnaround reports
Result
A draft scope list with the reason for each item and its source.

Procedure and MOC search

Today
Problem
Finding the current revision of a procedure, and what changed, takes too long.
Data
Operating procedures, MOC records
Result
The current step with its revision and the MOC that changed it.

HSE

Permits, incidents, audits and procedures.

Permit-to-work drafting by voice

Today
Problem
Permits are slow to prepare and often miss a required check.
Data
Permit templates and the procedures behind them
Result
A drafted permit checked against the procedure, with missing items flagged. A person signs it.

Incident classification and lessons learned

Today
Problem
Past incidents hold lessons nobody can find when planning similar work.
Data
Incident and near-miss reports
Result
Incidents classified consistently and linked to similar past events and their actions.

Audit and compliance checks

Today
Problem
Checking a site against a standard means reading both side by side.
Data
The standard or regulation, site procedures and records
Result
A compliance matrix of each requirement, the evidence found, and the gaps.

Commercial and management

Tenders, contracts, budgets and reporting.

Tender and contract review

Today
Problem
Tender documents run to hundreds of pages and clauses get missed.
Data
Tender documents, contracts, your standard terms
Result
A compliance matrix and a list of risky clauses, each quoted with its page.

Management and investor reporting

Today
Problem
The same monthly deck is rebuilt by hand from the same reports.
Data
Operations reports, budgets, previous decks
Result
The PowerPoint and Excel built from the month's files, using one set of numbers.

Market and competitor questions

Today
Problem
Questions about rigs, tenders and operators need current information.
Data
Web search, kept apart from your own records
Result
An answer with its web sources listed, separate from what your files say.

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