Ambyint has partnered with ROAM-AI to deliver an AI and edge-enabled ESP optimization platform. It generates physics-constrained pump speed and tubing pressure recommendations with ML and executes in real-time with AI (full hardware + software solution). This reduces failures, extends pump life, improves production, and increases workforce efficiency.

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Autonomous Setpoint Management

See a dashboard of recommended setpoint adjustments, which can be implemented manually or fully automated with override available.

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Anomaly Protection & Predictive Maintenance

Reduces equipment wear by stabilizing intake pressure, mitigating gas interference, and smoothing load and ramp profiles.

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Surveillance and Analytics

Decision support features include telemetry and production plotting engine, AI engineering assistant, and runtime analysis.

 

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Boost Productivity

Optimizes well and workforce productivity, uplifting production 3-8% while giving engineers and field teams valuable time back.

Optimizing Your Production - Here's How

ROAM-AI combines SaaS and wellhead hardware for granular pressure control and automated pump speed adjustment. Trained on hundreds of wells across North America, the operating limits are defined by pump curves, nodal analysis, inflow performance, and real-world constraints.

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FAQs

What objective functions are supported?

  • Maximum oil
  • Gas oil ratio
  • Minimum intake pressure
  • Total fluids
  • Total economics

What are your SCADA requirements?

  • Historian agnostic architecture
  • Ingest from any existing historian, SCADA platform, or telemetry stream
  • Lightweight historian option available
  • Consume from third-party systems or displace them depending on operator preference

What data requirements do you have?

  • Production Stats
    • Well Identifiers
    • Surface Locations
    • Produced Volumes
    • Forecasted Volumes
  • Telemetry & Flowrates
    • Amperage & Volts
    • Setpoint Frequency
    • Motor Speed
    • Temperatures
    • Pressures
    • Flow Rates
  • Pump Models
    • Name & ID
    • Model & Package

What surveillance do you offer?

  • ROAM-AI’s solution provides optimization
    informing the operator of the next decision to make. Surveillance is a bi-product of the solution
    which includes:
    • A single platform for full decision support analysis with telemetry and production plotting engine
    • Virtual Production Engineer
    • Runtime Analysis

What types of anomalies do you monitor for?

  • Gas interference instability
  • Intake pressure excursions
  • Load variance oscillations
  • Suboptimal speed ramp profiles

What setpoints do you help manage?

  • Tubing Pressure
  • Drive Frequency

What are the decision space constraints?

  • Manufacturer pump performance curves (multi-speed / multi-stage)
  • Nodal analysis (IPR + tubing + surface backpressure)
  • Inflow performance modeling (Vogel / modified Vogel)
  • Head depth and intake pressure envelope protection
  • Gas interference & GLR regime stability bands
  • Variance minimization across intake pressure & motor load
  • Root cause classification before prescriptive adjustment

What is the control architecture?

  • Edge control loop latency: <100 ms
  • Cloud inference & orchestration layer
  • Guardrails enforced via physics-constrained operating envelopes
  • Human-in-the-loop override always available

 

 

Contact Us to Learn More About ROAM-AI ESP Lift Optimization Solution