Read-Only. Outbound-Only. By Design.

Predictive Maintenance Without Opening Your Control Network

IQ Energy AI reads plant data through a read-only, outbound-only collector — never write access to your DCS or PLC — and turns it into failure risk you can actually budget against: 180-day and 360-day probabilities for every major asset, not just a warning light.

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Cohort-Based Failure Prediction

Know What to Budget For, Before It Fails

Every turbine, boiler, and pump gets a health score and a failure probability — 180 and 360 days out — based on how similar equipment has performed in similar service. No surprises, no guesswork.

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A Ducon Infratechnologies Company

Built by Engineers Who've Actually Run These Plants

IQ Energy AI is built by the team behind Ducon Infratechnologies — an NSE-listed infrastructure and engineering company with hundreds of installations across power plants, refineries, mining, and other large energy-producing operations. We're not a software startup guessing at what a utility engineer needs — we're bringing that same operational rigor to AI-driven predictive maintenance.

AI-Powered Platform

Intelligent Energy Analytics

Built around the one objection every utility engineer raises first — access to their control systems — and the one question every plant owner actually needs answered: what to budget, and when.

Read-Only Edge Connection

A collector inside your DMZ reads OPC-UA, Modbus, or historian tags — outbound only. It cannot write to your DCS or PLC, enforced in the code itself, not just policy.

Cohort-Based Failure Prediction

A survival-curve model — the same class of math used in reliability engineering — compares your equipment's current condition to similar assets' real failure history.

Capital Planning, Not Just Alerts

180-day and 360-day failure probability per asset, ranked by risk — so maintenance budgets and outage planning are based on a number, not a red light with no timeline.

Our Process

How the Connection Actually Works

No access to your control network is required to get started. Here's exactly what happens, start to finish — and why a plant engineer can sign off on it.

Connect, Read-Only

A collector inside your DMZ reads tags outbound-only. No write access to your control system, ever.

Compare to Cohort

A survival-based model places your equipment against similar assets' real failure history.

Get a Risk Number

180-day and 360-day failure probability per asset — a number you can actually plan a budget around.

Model Sharpens Over Time

Starts from industry-informed estimates; sharpens as your own plant's operating history accumulates.

Live Connection

Once you subscribe, our engineers handle the on-site work: installing the read-only edge collector, configuring it against your actual DCS or PLC endpoint, and registering your specific tag list. From that point, your dashboard is genuinely live — reading real data from your real equipment, never writing anything back.

Upload Path

Not ready to commit to a live connection on day one? Upload a CSV or historian export instead, and we'll run it through the same reliability model — a real, if not live, view of your equipment's risk exposure almost immediately, and a natural on-ramp toward a full live connection whenever you're ready.

See Your Risk Exposure Before You Connect Anything Real

Search any real power plant and see how our AI would monitor it — real architecture, real math, zero access to your systems required.

See a Live Demo Plant Start a Trial Run Schedule Consultation

Pick your boiler count and see your price instantly — equipment details come right after checkout, once your plan is confirmed.