DF-06Foundational
SCADA/Historian Connectivity & TSDB
Gets the live sensor data out of the control system safely and stores it at full resolution, which almost nothing else on this site does.
Data FoundationIoTIT
PR-01FoundationalWave 1AI
Production Forecasting
In one sentence
Forecasts what each well will produce next month, and tells you which wells it is not confident about.
The problem
Monthly production plans are built by extrapolating last month by hand across several hundred wells. There is no separation between a well that is declining and a well that was simply shut in for nine days, so plan-versus-actual variance is argued about rather than explained.
How it works
Well-level models combine decline behaviour, operating conditions — wellhead pressure, choke, lift setting — and downtime patterns, with an ensemble that falls back to a simple decline fit where the data is thin. The forecast is delivered with a per-well confidence class, and low-confidence wells are listed explicitly rather than buried in the field total.
Data required
- Daily or monthly production by well with downtime recorded separately from rate
- Wellhead pressure and choke setting history
- Well event log: workovers, lift changes, shut-ins with reasons
- Well test data with test dates and durations
What you get
- Well, reservoir and field forecast for the next 1–12 months with confidence class
- Ranked list of wells whose behaviour has changed since last month
- Plan-versus-actual variance report with the cause attributed to rate, downtime or allocation
What it cannot do
The forecast assumes operating conditions continue. It does not anticipate an unplanned facility shutdown, a compressor trip or a pipeline constraint, and those are the events that dominate large monthly misses. Where the field has poor downtime recording, forecast quality is capped by that and we report the cap instead of a headline accuracy number.
Every capability page states a real limitation. If a vendor cannot tell you where their product stops, you are not being told the truth about where it starts.
Related capabilities
- DF-07Foundational
Automated Data Quality Control
Continuously checks incoming data for stuck sensors, impossible values, missing periods and broken units, and reports the field’s data health as a number.
Data FoundationITAI - SR-11Intermediate
Forecasting with Uncertainty
Produces P10, P50 and P90 production forecasts whose spread is calculated, not chosen to look reasonable.
Subsurface & Reservoir IntelligenceAI - SR-14Foundational
Automated Reserves Estimation & DCA
Fits decline curves across every well in the field on a consistent basis and keeps the audit trail that a reserves report needs.
Subsurface & Reservoir IntelligenceDomainAI - PR-02Intermediate
Intelligent Well Problem Diagnosis
When a well drops, it names the likely cause — scale, water breakthrough, lift failure, choke or reservoir — instead of only flagging the drop.
Production & Artificial LiftAIDomain