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.
Autonomous Setpoint Management
See a dashboard of recommended setpoint adjustments, which can be implemented manually or fully automated with override available.
Anomaly Protection & Predictive Maintenance
Reduces equipment wear by stabilizing intake pressure, mitigating gas interference, and smoothing load and ramp profiles.
Surveillance and Analytics
Decision support features include telemetry and production plotting engine, AI engineering assistant, and runtime analysis.
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.
Two Pathways to Optimized ESP Performance
ROAM‑AI offers two deployment options that meet you where you are—choose full autonomy with edge hardware, or a streamlined software‑only path that layers onto your existing stack.
Full Solution
(Hardware + Software)
- Autonomous optimization with coordinated pump speed & tubing backpressure control at the edge
- Stable pressure control to ±5 psi
- Auto-restarts & fail-safes
- Fewer field trips with on‑site autonomous valve/controller
Software-Only
Solution
- Cloud‑delivered optimization and recommendations
- Automated pump speed adjustment
- Field crews adjust valves/chokes manually
Both
Configurations
- Physics-constrained ML model trained on 5+ years of operating data
- Optimization opportunity tracking
- Real-time telemetry visualization, and contour-based optimization maps
- Virtual engineer insights and alerts
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?
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Production Stats
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Well Identifiers
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Surface Locations
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Produced Volumes
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Forecasted Volumes
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Telemetry & Flowrates
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Amperage & Volts
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Setpoint Frequency
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Motor Speed
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Temperatures
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Pressures
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Flow Rates
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Pump Models
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Name & ID
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Model & Package
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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


