⚙ Pragya™ — Your Plant's Maintenance Copilot
AI that makes every engineer your best engineer.
The AI-assisted maintenance intelligence suite that turns your plant's tribal knowledge into institutional advantage — read-only, local-first, citation-backed. Every recommendation is traceable. Every decision stays with your engineer. Every insight is grounded in your own data.
A Pragyametrics product · Built in Pune, India · India-first, vendor-neutral
READ-ONLY BY DESIGN
NIST SP 800-82r3 ALIGNED
IEC 62443 POSTURE
The Plant-Floor Reality
Maintenance is the silent profit leak on India's plant floors.
Senior engineers retire. Junior engineers join. Tribal knowledge walks out of the door. Meanwhile, AI initiatives stall at the plant-floor door — because the gap between IT ambition and OT reality remains unbridged.
₹5.7T
India's annual maintenance spend. How much of yours is avoidable?
Source: Industry estimate, 2024
88%
Of industrial sites suffer at least one unplanned outage every month
Source: Vanson Bourne / ABB, 2023
23%
India's predictive maintenance market is accelerating. The question isn't if — it's who moves first.
Source: MarketsandMarkets, IMARC composite
The Product
Pragya™ — three capabilities, one intelligence layer, built around how your plant actually runs.
A single local-first installation. Three role-shaped surfaces. Same underlying read-only foundation, same machine profile, same citation-backed knowledge layer.
Workspace 01
Guided Incident
When an alarm fires, Pragya™ assembles the evidence, proposes the most likely cause, and cuts your mean-time-to-resolution — while your engineer stays in command.
- Controller-aware alarm enrichment
- Citation-backed hypotheses
- Repeatable, auditable incident workflow
- Tamper-proof audit trail
Workspace 02
Live Monitoring
See your entire fleet's health in one view. Spot drift before it becomes downtime. Forecast spares before they become emergencies — all from read-only telemetry.
- Multi-protocol industrial connectivity
- Edge-first, offline-capable
- Open-standards telemetry
- Designed for Indian plant-floor conditions
Workspace 03
Knowledge Exploration
Your engineers ask in plain English, Hindi, or Marathi. Pragya™ answers from your own manuals, SOPs, and resolved tickets — with citations. Tribal knowledge stops walking out the door.
- RAG over manuals, SOPs & tickets
- Multilingual (EN + major Indian languages)
- LLM-agnostic — pick your provider
- No data leaves the plant by default
How Pragya™ is different
Six commitments most industrial AI vendors won't make.
Production environments are unforgiving. Pragya™ starts from the constraints, not the demo.
Read-only by design
No machine control. No parameter writes. No "advance the workflow" for the AI. Read-only is enforced at the architecture level — not a configuration that can be turned off.
Multi-controller, multi-protocol
Native support for FANUC, Siemens, Mitsubishi, and Heidenhain — plus MTConnect, OPC UA, Modbus, EtherNet/IP, and a manual/CSV fallback for legacy machines that speak nothing.
Citation-backed answers
Every recommendation links to the source: manual page, plant SOP section, or past resolved ticket. If we can't cite it, we don't say it.
LLM-agnostic
Pick your AI provider — cloud or fully-offline. Swap providers in production without re-platforming. You stay in control of the model, the cost, and the data.
Local-first, edge-first
Pragya™ runs inside the plant. The cloud is an optional outbound publisher, not a dependency. Designed for IT teams who say "no" to default-cloud architectures.
Audit-first security
Defence-in-depth security posture, tamper-proof audit trail, and architecture aligned to NIST SP 800-82r3 and IEC 62443.
Architecture at a glance
Five layers of intelligence. One read-only foundation. Zero disruption to your existing systems.
Pragya™ drops into your existing IIoT, MES and CMMS landscape without replacing anything. An executive overview and detailed reference architecture are available on request.
Want the executive overview?
An executive overview and detailed reference architecture are available — covering component design, security posture, deployment topology, and integration patterns.
Request Executive Overview →
Built for
Designed for plants where uptime is the product.
Pragya™ is for any manufacturer where machining-cell availability, hydraulic-component throughput, or precision-part yield drives the P&L.
Construction Equipment OEMs
Excavators · Cranes · Concrete
Auto Component Machining
Tier-1 · Tier-2 suppliers
Aerospace & Defense
Precision parts · HSM
Hydraulics & Valves
Pumps — Cylinders
Heavy Engineering
Castings · Fabrication
Engagement path
From first conversation to production value in four stages.
Fixed-price, fixed-scope, fixed-timeline at every stage. No multi-year licence lock-ins, no "platform" SOWs.
DISCOVER
Plant Readiness Assessment
A structured assessment of your plant's AI readiness — controllers, connectivity, existing systems, and highest-impact machining cells.
PROVE
Focused Pilot
One machining cell. One read-only connection. Three intelligence capabilities. Engineer-validated results with measurable impact.
EXPAND
Cell → Line Rollout
Expand to a full machining line. Integrate with your MES/CMMS. Enable multilingual knowledge access for every engineer and service technician.
SCALE
Multi-site · Multi-plant
Roll out across plants and dealer networks. Unified intelligence. Fleet-wide visibility. Your maintenance knowledge becomes an enterprise asset.
Why Pragyametrics
An India-first AI partner that ships products, not just slide decks.
Pragya™ is the product of deep applied-intelligence experience — purpose-built for India's plant floors, deployable in weeks, not quarters.
India-first, plant-floor-ready
Headquartered in India's manufacturing heartland. Present across key industrial corridors — Pune, Chennai, NCR. We show up at your plant, not just on Zoom.
Vendor-neutral by charter
No commissions. No reseller lock-ins. Pragya™ integrates with what you already run — any controller, any protocol, any IIoT platform.
Deep maintenance intelligence pedigree
Built on 25+ years of enterprise delivery leadership and hands-on AI expertise — from knowledge systems to predictive maintenance at India scale.
Security & audit first
Aligned to NIST SP 800-82r3 and IEC 62443. Read-only enforcement isn't a setting — it's the architecture. Your data stays in your plant by default.
Built by
Pragyametrics — Where Knowledge Meets Intelligence
An India-first AI product company combining deep enterprise-delivery experience with hands-on expertise in predictive maintenance, AI-assisted intelligence, and industrial knowledge systems. Vendor-neutral by charter. India-first by design.
100%
Read-only by design — zero writes to your machines
India-wide
Present across India's key industrial corridors
8–10
Weeks for a typical cell-level Pilot
Frequently asked
Questions plant managers actually ask.
Short, technical, honest. If yours isn't here, ask us directly.
Will the AI ever write to my machine, change a parameter, or clear an alarm?
No. Read-only by design is enforced at the architecture level — not a configuration that can be turned off. The connectivity layer only exposes read operations: there is no write path, no parameter change, no alarm reset, no program edit. The AI advises; the engineer always acts. We’ll walk through the enforcement details in the discovery call.
Which CNC controllers and protocols are supported out of the box?
FANUC (FOCAS-based controllers), Siemens, Mitsubishi and Heidenhain through standard industrial protocols — plus generic MTConnect, OPC UA, Modbus TCP, EtherNet/IP, and a manual/CSV fallback for legacy machines with no digital interface. New adapters can be added in 1–2 weeks against the read-only contract.
Can Pragya™ run fully offline / air-gapped?
Yes. Pragya™ supports fully offline operation with local LLM providers and the cloud channel disabled. It then runs entirely on the plant edge with zero outbound calls — you keep the repeatable incident workflow, citation-backed knowledge over local manuals, alarm enrichment, and the full audit log.
Where does our maintenance data go?
Local-first by default. Telemetry, alarms, manuals, SOPs, and chat history stay in the on-prem database. An optional cloud publisher can push specific, configurable enriched events northbound — into your existing IIoT platform or your own backplane. Nothing leaves the plant unless you turn the publisher on.
How long is a typical Pilot, and what does it cost?
A standard cell-level Pilot runs 8–10 weeks against one machining cell. The deliverable is a fully working Guided Incident capability plus Live Monitoring on real plant data, with an engineer-validated impact assessment. Pricing is fixed-price and depends on cell complexity, controller mix, and integration scope. Discovery begins with a fixed-scope Plant Readiness Assessment (typically Week 1) and an executive readiness brief with a scoped pilot recommendation—before any cell-level Pilot investment.
How is Pragya™ different from our existing IIoT platform / MES / CMMS?
Pragya™ is complementary, not competing. Most IIoT platforms operate at the cloud/fleet level. MES/CMMS systems handle work orders and production tracking. Pragya™ fills the gap they all leave: the plant-floor, controller-aware, citation-backed maintenance reasoning layer. It can publish enriched diagnostic events northbound into any of them via the optional cloud publisher.
Will it work alongside our existing FANUC service contract / OEM warranty?
Yes. Because Pragya™ is strictly read-only and never writes parameters, clears alarms, or modifies programs, it does not violate FANUC / Siemens / Mitsubishi OEM warranty terms. We can share a one-page warranty-compatibility note as part of the discovery call.
Your best engineer's wisdom — available on every shift, at every machine.
A 30-minute conversation. No jargon, no slide deck — just an honest assessment of where AI-assisted intelligence can create measurable impact on your plant floor.
✉ · info@pragyametrics.com · ☎ +91 77090 50817 · Pune, Maharashtra