Platform Overview

The Autonomous Operations Center

Every completed cycle triggers a full re-evaluation. The AI reads recent history across 145 input features, predicts what the next cycle requires, and dispatches fresh control setpoints — before the cycle begins.

The Industry Problem

Why Gas Wells Lose Production and Money

Liquid loading in mature gas wells silently erodes production, inflates operating costs, and exposes operators to growing environmental and regulatory risk. Conventional plunger lift systems — governed by fixed timers and manual rule-of-thumb adjustments — were never designed to adapt.

Declining Production & Revenue Loss

Liquid accumulation in the tubing restricts gas flow, causing significant production decline and direct revenue loss. As reservoirs mature, liquid loading intensifies while conventional fixed-timer controllers remain blind to changing well behavior cycle by cycle.

High Operating Expenditure

Frequent manual interventions, trial-and-error cycle adjustments, and unplanned wellsite visits drive up maintenance and labor costs. Engineers managing multiple wells cannot physically review hundreds of plunger cycles per day — operational problems remain invisible until they become expensive failures.

Unplanned Methane Emissions

Traditional blowdown methods result in substantial methane venting, exposing operators to EPA regulatory penalties and environmental compliance risk. Without cycle-level precision control, operators over-vent or under-vent with no systematic mechanism for correction.

Limited Scalability Across Portfolios

Managing hundreds of wells with different reservoir behaviors, tubing configurations, and liquid rates is operationally infeasible using conventional fixed-timer or basic threshold-based automation. Each well demands individual attention that engineering teams simply cannot provide at scale.

Poor Adaptability to Changing Conditions

Reservoir depletion, varying liquid loads, seasonal pressure fluctuations, and wellbore skin changes make static control systems progressively less effective over time — leading to chronic underloading, overloading, failed lift cycles, and accelerated equipment wear.

No Early Warning Before Failures Occur

By the time a stuck plunger, liquid loading event, or pressure decline is visible in production data, 24–72 hours of production and thousands of dollars in intervention costs have already been lost. Manual review covers only 10–20% of all cycles.

2.7 – 6 hrs
Deferred production recovered per well per day
30 – 50%
Reduction in field truck rolls
40%
Production gain from afterflow optimization
20 – 40 hrs
Operator labor saved per well per month
100%
Cycle monitoring coverage vs. 10–20% manually
$37,500/day
EPA regulatory penalty avoided per violation
Platform Modules

What Operators & Managers Control

Eight purpose-built modules covering every dimension of plunger lift operations — from individual cycle decisions to fleet-wide intelligence.

Candidate Screening

GLR Feasibility Check

Before investing in plunger lift infrastructure, the system automatically verifies whether a well meets the physical minimum requirements. Avoids $15,000–$60,000 per well in capital misallocation.

Equipment Protection

Pressure & Velocity Analysis

Arrival velocity is classified every cycle as slow, optimal, or excessively fast. High-velocity prediction triggers automatic shut-in reduction before damage occurs. Saves $500–$2,500 per plunger set.

Production Recovery

Shut-In Optimization

Replaces fixed timers with dynamically computed optimal shut-in every cycle using live pressure buildup rate, liquid height estimate, and predicted arrival velocity. Recovers 2.7–6 hours of deferred production per well per day.

Revenue Maximization

Afterflow Management

Afterflow is the only phase where gas is being sold. The system predicts the optimal minimum flowrate threshold every cycle, keeping the valve open while production is healthy. Up to 40% production gain — zero capex.

Continuous Monitoring

Insights Dashboard

Production forecast with 80% confidence intervals. Root cause analysis ranks parameters by significance. Replaces 4–8 hours of weekly well log review per engineer and achieves 100% cycle coverage vs. 10–20% manually.

Operator Guidance

AI Advice Engine

Every key metric carries an instant AI recommendation. When reviewing casing pressure, load factor, or velocity, the system tells operators exactly what action to take. Reduces new operator training time by 40–60%.

Fleet Intelligence

Multi-Well Portfolio View

Top and lowest performing wells, multi-metric comparison across velocity, arrival rate, and health score. Full fleet situational awareness in under 5 minutes. Unified alerts from every well in a single feed.

Auditability

Explainable AI

Every cycle logged, timestamped, and retrievable. When the model predicts low arrival velocity, operators view the exact trend driving the prediction — verifying AI reasoning before acting. Supports regulatory reporting and warranty claims.

AI Controller

Setpoints Updated Every Cycle

Every completed cycle triggers a full re-evaluation. The model re-reads recent history, computes fresh optimal values, and validates them against physics rules — in 0.2 seconds. No human required.

Reduces well monitoring and analysis time from 30–60 minutes per well per week to under 5 minutes. Reduces operator labor by an estimated 20–40 hours per well per month.

Control Setpoints — Auto-Updated After Every Cycle
01
Shut-In DurationMinimum time required for full casing recharge
02
Tubing-Over-Static (TOS)Pressure differential threshold to open the motor valve
03
Afterflow Min FlowrateValve closes the instant flow drops below the productive threshold — not when a timer expires. Eliminates lost revenue from premature or late closure
04
Motor Valve PositionPhysical valve open/close commands dispatched to field hardware
05
Arrival Velocity TargetSafe 500–1,000 ft/min operating band enforced every cycle
06
Load Factor CeilingHard physics constraint: load factor must never exceed 0.5
Operating Modes

Intelligent Mode Switching

TOUR + HOLD

Stabilizes setpoints during an observation window, building a reliable operational baseline before any optimization adjustments begin.

PR OPT

Production Optimization mode actively adjusts setpoints toward the production target when conditions are favorable — extracting additional output exactly when the well has reservoir energy to deliver it.

RESCUE

Automatic emergency stabilization that activates when the system detects conditions indicating a developing failure. Protects the well and prevents damage without waiting for operator intervention.

Deploy in 24 Hours. Results in 30 Days.

Run a no-upfront-cost pilot on 3 wells for 30 days. We prove performance before you commit.

Initialize Pilot Launch