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Operational Efficiency

Your plant’s lost capacity is trapped inside its documents.

Permit-to-work, Management of Change, HAZOP, turnaround planning: the workflows that run the plant are still assembled by hand from scattered drawings and datasheets. Plant360 unifies the full stack, from digitized drawings to a live asset graph to AI agents, to automate that document-heavy work end to end, returning more than 50% efficiency across engineering, operations, and safety.

The Plant360 platform, one connected stack

Live

01 · Digitize

Convert

CAD, DWG, and PDF drawings & datasheets

02 · Foundation

UniGraph

Live asset graph and system of record

03 · Build

AI360

Compose agents on your graph in days

04 · Apply

AI360

AI agents & apps

Documents in.

50%+ efficiency out

50%+

Operational efficiency, end to end

40%+

Less Management of Change prep time

80%

Less time hunting for documents

Days

To deploy a new workflow agent

The stakes

Your most experienced engineers are spending their days on document logistics, not engineering.

Your most experienced engineers are spending their days on document logistics, not engineering.

Your most experienced engineers are spending their days on document logistics, not engineering.

The plant runs on document-heavy workflows, and the same scattered information is gathered by hand for every permit, every change, and every study. The cost is measured in senior-engineer years, multi-month review cycles, and knowledge that walks out the door as experienced staff retire.

Where a senior engineer’s day goes

30%

Engineering & judgement work

Roughly 30% of every day goes to finding and reconciling data, at about $81 per hour, or more than $169K per engineer per year.

3–4

months for a single HAZOP review cycle, most of it spent assembling documents rather than analyzing risk.

$169K

lost per engineer, per year, to manual data gathering that an agent can automate.

01

Control of work, permit-to-work, turnaround, and isolation planning all gather the same scattered information by hand, again and again.

02

Master drawings drift out of date the moment the plant changes, so every workflow starts from a source no one fully trusts.

03

Reviews and approvals move through email and spreadsheets, adding weeks of chase time to every change.

04

As experienced staff retire, the workflows they hold in their heads become both a cost and a safety risk.

Why efficiency programs stall

The bottleneck is not effort. It is that plant knowledge lives in documents, not data.

Digitization tools leave you with drawings. Graph tools leave you with data no one maintains. AI pilots have nothing reliable to run on, so they stall before production. Efficiency does not come from another point tool. It comes from a single governed pipeline where documents become structured data, that data becomes a live asset graph, and agents act on the graph with full traceability.

Digitization only: still just drawings

Graph only: quietly drifts stale

AI pilot: stalls before production

From documents to agents

One governed pipeline turns your drawings into agents that do the work.

Every agent on this page runs on the same four connected layers. Documents are digitized once, structured into a living graph, and made available to agents that automate the document-heavy prep, with a human approving every output.

01

Digitize

Convert

CAD, DWG, and even scanned PDF drawings and datasheets become structured, audit-ready data.

02

Structure

UniGraph

Every tag, asset, and document is connected into one living, queryable asset graph, kept in sync.

03

Build

AI360

A drag-and-drop platform to build and deploy industrial agents on your graph in days, not months.

04

Apply

Agents & apps

ChangeIQ plus agents for permits, HAZOP, and asset lookups, live on the plant.

The agents at work

Not a roadmap. Real plant work, running today.

Each agent grounds its actions in verified plant data, proposes work for your engineers to approve, and reports a number you can hold it to. Here are the workflows that return the most time, in depth.

01

ChangeIQ · MoC Agent

Management of Change

The workflow today

Engineers assemble each change package by hand, tracking down every affected drawing, tag, and datasheet, then chase risk reviews and approvals through email while the master drawing quietly drifts out of date.

What the agent does

Pulls every affected drawing, tag, and datasheet from the live graph and assembles the package automatically.

Generates the new master revision from tablet field markup, with no manual CAD work.

Routes risk reviews and approvals with full context and a rev-to-rev change log, then syncs to SmartPlant and Aveva.

40%+ less Management of Change prep time

Master drawing · rev-to-rev

P&ID-12-104

Added PSV-104A-2, set 285 psig

Added

Line 6”-P-104 spec break moved

Changed

Removed legacy bypass loop

Changed

Audit trail complete · 7 events logged

Permit-to-work check

PTW-8841

Isolation points verified against graph

Confirmed

Conflicting permit on Line 6”-P-104

Flagged

Equipment state matches live data

Confirmed

Grounded in live asset data · 0 stale references

02

Control of Work Agent

Permit-to-work and control of work

The workflow today

Permits and isolations are built from paper line-ups and drawings that may not reflect the plant as it stands. A wrong isolation point means rework at best and a safety incident at worst.

What the agent does

Grounds every permit in live, verified plant data. Line-ups, isolation points, and equipment states come straight from the asset graph.

Flags conflicting permits and open isolations on the same equipment before work is authorized.

Prepares the permit pack so planners spend their time on the work, not on collecting documents.

Fewer permit errors, less rework

03

HAZOP Prep Agent

HAZOP, LOPA, and compliance prep

The workflow today

A review cycle runs three to four months, and most of that is spent assembling and cross-checking P&IDs by hand rather than analyzing risk. The study is only as current as the drawings the team could find.

What the agent does

Reads your P&IDs and proposes nodes, deviations, and safeguards, grounded in the connected graph.

Turns weeks of document preparation into a guided, data-backed review the team validates.

Keeps every proposed node traceable back to the drawing and tag it came from.

50%+ faster HAZOP prep

Proposed HAZOP nodes

Draft for review

Node 1 · Feed line to reactor

3 safeguards

Node 2 · Reactor overpressure

Review PSV

Node 3 · Cooling water loss

2 safeguards

Generated from 4 connected P&IDs · 18 tags referenced

Ask the graph

P&ID-12-104

Line 6”-P-104 is rated 285 psig at 120 °C, material A106 Gr. B. It is protected by PSV-104A-2, set at 285 psig.

P&ID-12-104

Line list rev C

PSV datasheet

Audit trail complete · 7 events logged

04

Asset Lookup Agent

Instant, grounded asset answers

The workflow today

A single question about a valve, a line spec, or an equipment history can send an engineer through folders, drawings, and datasheets for the better part of a day.

What the agent does

Answers questions directly from the asset graph, with every fact cited to its source drawing and tag.

Traces relationships across equipment, lines, and documents that no single file holds.

Preserves institutional knowledge as a queryable resource, not a retiring engineer’s memory.

80% less time hunting for documents

More document-heavy workflows the platform automates

All built on the same graph, so agents built once are reused across sites and workflows, and efficiency compounds instead of being rebuilt each time.

Turnaround & isolation planning

Plan turnarounds and equipment isolations from connected asset data instead of manual gathering.

Fewer manual workflows

Maintenance & corrosion-loop mapping

Smart maintenance scheduling and corrosion-loop mapping, with the document-heavy busywork handled for you.

Less busywork

EAM and CMMS data sync

Keep EAM and CMMS in sync with the engineering source of truth. Equipment, tags, and hierarchies stay resolved automatically.

Zero manual reconciliation

Master Tag Registry

Maintain one authoritative tag registry across the plant, resolved and deduplicated from every source document.

One source of truth

Digital twin & simulator data

Feed digital twin and operator-training initiatives with structured, connected asset data instead of hand-built models.

30%+ faster implementation

Your workflow here

Any document-heavy workflow on the graph can become an agent, shipping in days from a use-case template.

Trust and governance

Every agent proposes. A person always approves.

Every agent proposes. A person always approves.

Every agent proposes. A person always approves.

Efficiency never comes at the expense of governance. Each automated output is routed for human review with a complete audit trail, so faster workflows remain fully defensible for safety and compliance.

Human in the loop

Agents prepare and propose. Your engineers review and approve before anything is committed.

Grounded and cited

Outputs trace back to the source drawing, tag, and datasheet. No hallucinated plant data.

Complete audit trail

Every change is logged end to end and rev to rev, giving auditors a defensible record.

Every change is logged end to end and rev to rev, giving auditors a defensible record.

Enterprise-grade & open

Enterprise-grade & open

ISO 27001 certified, vendor-neutral, and open by API. You own the data layer.

Measurable results

Results you can hold an agent to, not promises.

50%+

50%+

Operational efficiency gained end to end

40%+

40%+

Less Management of Change prep time

80%

80%

Less time spent hunting for documents

Days

Days

To deploy a new workflow agent

An operations team was losing senior-engineer hours to Management of Change paperwork and repetitive asset lookups. By deploying agents on its asset graph, the team let ChangeIQ auto-assemble change packages and a lookup agent answer asset questions instantly, freeing engineers for judgement work and measurably reducing the time each change and study took to prepare.

FAQ

Operational efficiency FAQ

Operational efficiency FAQ

Operational efficiency FAQ

How does AI improve plant operational efficiency?

By automating the document-heavy prep work, such as Management of Change, permit-to-work, and asset lookups, that consumes skilled engineers' time. Plant360 agents run on your asset graph, so they assemble packages and answer questions from verified data.

Which workflows can Plant360 automate?

Document-heavy workflows across engineering, operations, and safety, including Management of Change, permit-to-work and control of work, turnaround and isolation planning, HAZOP and LOPA prep, EAM and CMMS sync, and asset data lookups.

What does a document-heavy workflow cost us today?

A process engineer costs about $81 per hour, or more than $169K a year, and spends roughly 30% of the day finding and reconciling data, while a single HAZOP cycle runs three to four months. Automating that prep returns most of it.

How much time can we save?

Plant360 targets 50%+ efficiency end to end, with ChangeIQ alone cutting Management of Change prep by more than 40% and engineers spending about 80% less time hunting for documents.

Do automated workflows stay auditable?

Yes. Every agent output is routed for human review with a complete audit trail, so faster workflows remain fully defensible for safety and compliance.

Ready to turn your plant’s documents into AI agents?

See the full stack on your own drawings. A 30-minute demo shows digitize to graph to agent, end to end.

Ready to turn your plant’s documents into AI agents?

See the full stack on your own drawings. A 30-minute demo shows digitize to graph to agent, end to end.

Ready to turn your plant’s documents into AI agents?

See the full stack on your own drawings. A 30-minute demo shows digitize to graph to agent, end to end.

Ready to turn your plant’s documents into AI agents?

See the full stack on your own drawings. A 30-minute demo shows digitize to graph to agent, end to end.

© Plant360.AI 2026. All rights reserved.

© Plant360.AI 2026. All rights reserved.

© Plant360.AI 2026. All rights reserved.

© Plant360.AI 2026. All rights reserved.