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TA-FACT · TIER 03 · INTELLIGENCE
The plant-floor AI co-pilot

TruAdaptiv Copilot
Your plant gets smarter every day it runs.

The first plant-floor system where the data, the model, and the decision live in the same box on the plant LAN. A tightly-bounded embedded AI co-pilot that does three things — Process, Predict, Prescribe — without anything leaving your building.

TRUADAPTIV COPILOT · PLANT LAN ON-PREM · AIR-GAPPED
Mill 2 bearing temp keeps creeping up. What should I do?
Bearing temp on Mill 2 has risen 4.2°C in the last 28 minutes. Three similar drifts in the last 18 months — each resolved by load reduction within 45 min. Two candidate actions:
Reduce Mill 2 load by 15% for 30 min87% success
Switch to feed bin 4 (cooler ambient)62% success
Sources: maint_log#4471 · tag_history.mill2_bearing · shift_entry#8821
Ask in English or Hindi…
On plant LANNever leaves your perimeter
EN + HINatural-language Q&A
4–48 h aheadPredictive alerts before failure
You own itPlant-tuned LoRA adapter
The tier nobody else offers

Every other vendor sells acquisition and storage

Ignition, AVEVA PI, Wonderware, the Indian challengers — they sell acquisition and storage. Decisions still happen in human heads, hours after the data was collected, with no memory of how similar situations resolved last time. TruAdaptiv Copilot closes that loop — without anything leaving your building.

PROCESS

Explain what just happened

An alarm fires. The operator taps it. The Copilot reads the last 30 minutes of tags, the equipment's maintenance history, recent logbook entries — and produces a plain-language explanation in English or Hindi, with every claim cited.

Plus · Fill the form for me.Handovers, permit-to-work, deviation reports, daily energy logs, LOTO checklists — pre-filled from the historian, KPI engine, alarm log, and CMMS. 70% of typing eliminated. 100% of audit-trail rigour preserved.
PREDICT

What to watch

Per-equipment forecasting models predict tag values 5/15/30/60 minutes ahead. When a leading indicator drifts outside its envelope, you get a predictive alert — not an alarm.

Predictive alert · example"Over the next 30 minutes, Mill 2 bearing temperature is likely to exceed 85°C unless load is reduced." Time-to-impact and confidence shown up front.
PRESCRIBE

Help me decide

The operator asks "what should I do?" The Copilot retrieves similar historical situations from your plant's own past, ranks them by how each one resolved, and offers 2–3 candidate actions with historical success rates.

It gets better over time.The operator picks one (or none); the outcome is logged and feeds the next recommendation. The system genuinely improves the longer it runs in your specific plant.
How it runs

Open-weight models on a fanless industrial PC — owned by you

The Copilot runs on a fanless industrial PC on the plant LAN. Open-weight models — Gemma, Phi, Qwen class — fine-tuned to your specific plant via a 30 MB LoRA adapter that encodes your equipment naming, your failure modes, your operators' question patterns. The adapter is generated from data that never leaves the plant. You own it. We operate it.

01 · HARDWARE

Fanless industrial PC

Runs on cabinet-mounted industrial hardware. No GPU farm, no cloud round-trip, no internet dependency during operation. Sits on the plant LAN alongside SyncPlant and IndustrialBridge.

02 · MODELS

Open-weight base models

Gemma, Phi, Qwen-class small open models running locally. No proprietary cloud API. Models can be audited, replaced, upgraded — you're not locked into anyone's stack.

03 · ADAPTER

30 MB plant-tuned LoRA

Your plant's equipment, failure modes and question patterns encoded in a small LoRA adapter. Generated from data that never leaves the plant. You own the artifact — we operate the engine.

04 · LANGUAGE

English & Hindi natively

Operators ask questions in English, Hindi, or code-mixed speech. The Copilot responds in the language asked. Designed for the realities of Indian plant floors.

05 · RETRIEVAL

Grounded in your plant's records

Every answer is built from real retrieved records — tags from the historian, entries from the logbook, work orders from CMMS, similar past situations. Not invented from training data.

06 · LEARNING

Outcomes feed back

Every recommendation, decision and outcome is logged. The next "what should I do" question is answered using everything the plant did before. The longer it runs, the better it gets.

Engineering stance

Hallucinations are an engineering problem, not magic

A plant-floor AI that occasionally invents facts is worse than no AI at all. TruAdaptiv Copilot is engineered with hard guardrails around what it can say and how it can say it.

Citation guard

Every numeric value and entity in a Copilot response must be cited to a retrieved record. Uncited claims are rejected before they reach the operator.

Strict JSON schema

The model fills a strict JSON schema for every response — never free-forms. If it can't fill the schema cleanly, it refuses.

"I don't know" is first-class

The Copilot is rewarded for saying "I don't know" when retrieval comes up empty. Better an honest refusal than a confident invention.

Never autonomously acts

The Copilot proposes — the human disposes. No autonomous setpoint changes, no automated control loop, no machine actions. Always human-in-the-loop.

Deployment

Built to receive the work you did in Tiers 1 and 2

TruAdaptiv Copilot is the natural destination of the TA Factory journey. Every artifact built in IndustrialBridge and SyncPlant becomes context for the Copilot — historian tags, KPI definitions, alarm thresholds, equipment hierarchy, logbook entries, work orders.

On-prem
Plant LAN

Lives on a fanless industrial PC on the plant LAN. No internet egress during operation. Air-gapped option available for sensitive sites.

Owned
Your LoRA

The plant-tuned LoRA adapter is your intellectual property, generated from data that never left the plant. You own the artifact.

Integrated
Tier 1 + 2 ready

Consumes IndustrialBridge tag streams and SyncPlant operational records directly. No new integration layer needed if those are in place.

Audited
Every answer cited

Every Copilot response includes citations to the underlying retrieved records. Forensic-grade traceability for regulated environments.

The decisions, not just the dashboards

TruAdaptiv Copilot is the AI tier of TA Factory — for plants that have outgrown dashboards and want decision support that stays on the LAN. Book a discovery call.