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Wayam AI
Industrial Operations Console

Yantra™

yantra - instrument, a machine built for a purpose · formerly Bridge to Live

One role-aware console for equipment health, energy, alarms, and OT security.

At a glance

Category
Industrial Operations Console
Theme
Plant Operations & Safety
Industries
Energy & Utilities, Manufacturing, Logistics
Capabilities
6 composed
Pairs with
Arjuna

Who it is for

  • Plant directors who need one operating picture
  • Reliability and operations engineers chasing early warning
  • Energy managers attributing consumption to production

Systems it sits on

OSIsoft PI · SCADA · OPC UA · CMMS

Also used in

Pairs with

Arjuna

Plant instrument wall with one raised attention tile

Explainer

Yantra in three minutes

A narrated walkthrough of the problem, how Yantra works, and what changes. Captions are available in the player.

Yantra: Every machine, one instrument.Running time 3:10

Yantra is a real-time operations console for industrial plants, built around an LNG-site data model and generalized from it. It unifies equipment health, predictive maintenance, energy intelligence, alarm management, OT security, and digital-twin data quality in one place, then tailors the view by role so a reliability engineer and a plant director are looking at the same truth through different lenses. It answers what the sensors say; Arjuna answers what the cameras see.

The problem

Plant data is scattered across historians, alarm systems, energy meters, and security tooling, so no one role sees the whole picture and alarm floods bury the signals that matter.

The outcome

Equipment health, predictive maintenance, energy intelligence, alarms, OT security, and digital-twin quality unified into one at-a-glance operating view.

How it works

How Yantra works

  1. 01

    Unify the plant record

    Historian, SCADA, alarm, energy, and OT security feeds are brought into one model.

  2. 02

    Suppress the noise

    Alarm triage collapses floods and known false positives so operators see events, not volume.

  3. 03

    Detect early

    Thermal, vibration, and throughput anomalies are surfaced before they become downtime.

  4. 04

    Route by role

    Each role gets the slice it can act on, with escalation paths that match the operating structure.

Abstract icon for the Equipment Health module

Module 01

Equipment Health

Live condition across rotating and static assets, with thermal and vibration risk surfaced early.

  • 02

    Alarm Intelligence

    Alarm floods triaged and false positives suppressed so the real events stay visible.

  • 03

    Energy Intelligence

    Consumption and efficiency tracked against production so energy cost is attributable.

  • 04

    Role-Aware Views

    Plant directors, reliability engineers, maintenance managers, energy managers, and security analysts each see their own console.

health, energy, alarms, and OT security
One consolehealth, energy, alarms, and OT security
views for five operating roles
Role-awareviews for five operating roles

Integrations

OSIsoft PISCADAOPC UACMMSOT security platformsSnowflake

Ideal for

  • Plant directors who need one operating picture
  • Reliability and operations engineers chasing early warning
  • Energy managers attributing consumption to production
  • OT security analysts working alongside operations

Capabilities

Yantra composes these capabilities from the shared Agent Platform layer. The same atoms power the rest of the portfolio, so adopting a second accelerator reuses the integration work rather than repeating it.

Composition

Yantra is assembled from shared platform atoms. Hover a partner to see what you reuse on the next deployment.

Ingest

Signal Ingestion
High-throughput pipelines that absorb telemetry, historian, and event streams faster than a team could review them.

Ingest

System Connectors
MCP-connected reads and writes against the ERP, MES, PLM, CRM, and warehouse systems already in place.

Reason

Anomaly Detection
Deviation found in high-volume signal without a human defining the threshold first.

Reason

Root-Cause Reasoning
Symptoms traced back through system, process, and genealogy relationships to the change that caused them.

Act

Alert Routing
Noise collapsed into the few signals that matter, routed to the person who can act with time to act.

Govern

In-Boundary Deployment
The whole system runs inside the customer's own cloud, network, or on-premise boundary.

FAQ

Is Yantra tied to LNG?

The data model was built on an LNG site, but the console generalizes to process and discrete plants. The asset model is confirmed during scoping.

Does it run inside our network?

Yes. Yantra is designed to deploy inside the customer's own boundary, which is usually a requirement for OT data.

How does it differ from Arjuna?

Yantra reads sensors and systems; Arjuna reads cameras. Together they cover both the instrumented and the observable parts of a plant.