Ambyint has partnered with ROAM-AI to deliver an AI- and edge-enabled ESP optimization platform that maximizes production and minimizes failures. Trained on 5+ years of operating history across 400 pumps, the solution continuously adjusts pump speed and tubing pressure to maintain optimal conditions, boost uptime, and stabilize production. Operators can deploy the full hardware-and-software solution for autonomous control or choose a streamlined software-only option to integrate with existing infrastructure.


Artificial Lift Optimization
Autonomous ESP solution that Maximizes oil production by balancing output and minimizing
disruption events.
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Data Foundation
Modernize and migrate operations to the cloud with robust, secure, and integrated data solutions.

Smart Surveillance
Enhance field safety and security by combining advanced computer vision with Generative AI-powered analysis.
ESP Optimization
With ROAM-AI’s cloud-based ESP dashboard and wellsite automation, your team can quickly boost production and extend the lifespan of capital-intensive equipment. Customers are seeing up to 50% longer ESP run life and as much as 8% more oil production per well—delivering higher margins and lower LOE.
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.
- Production uplift up to 8%
- Stable pressure control to ±5 psi
- Downtime cut by ~50% with auto‑restarts & fail‑safes
- Fewer field trips with on‑site autonomous valve/controller
Software-Only Solution
Cloud‑delivered optimization and recommendations that layer onto your existing infrastructure.
- Measured production gains around 3%
- Target pump speed & tubing pressure recommendations
- Lower entry cost; faster onboarding
- Field crews adjust valves/chokes manually
FAQs
What types of POCs do you operate on?
- ROAM-AI is agnostic, solutions are compatible with all models.
What are your SCADA requirements?
- 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 data requirements do you have?
Well Data
- Well Header
- Control System
- Downhole Equipment
- Wellbore Information
- Reservoir Information
Time Series Data
- SPM
- Fillage
- Fluid Load
- Min Load
- Peak Load
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
- A single platform for full decision support
What types of anomalies do you monitor for?
- Multi-variant thresholds
- Erratic behavior
- Runtime anomalies
What setpoints do you help manage?
- Tubing Pressure
- Drive Frequency