Less reconstruction.
Bring permitted operational records and case evidence together so each handoff carries its context.
Build governed industrial applications
From an industrial signal
to accountable work.
Bring operational context, AI assistance, explicit policy, people and durable execution into applications that carry a condition through to a recorded outcome.
Start with maintenance, quality or operator assistance. Expand as each site validates the next level of control.
Explore manufacturing & supply chainMaintenance coordination
The alert starts the work.
An equipment conditionAsset · time · quality · operating context
FROZIONExecution FabricGoverned from request to outcome
Frozion application01Investigate with evidencePermitted history, procedures and AI assistance
02Decide with authoritySite policy and qualified human review
03Continue through the waitPreserve the case; recheck before acting
A reported work-order resultLinked to the condition and reviewed proposal
Operational contextIntegrated orchestrationPolicy-controlled actionsOperator oversightInspectable outcomes
Governed industrial applications across your adoption path
Govern existing agents
Govern a consequential operational action through a configured, approved integration.
Grow tools into workflows
Coordinate evidence, qualified review and a maintenance-system action in a durable process.
Build native agents
Use bounded agents to assist investigation within the declared operating scope.
Build systems of engagement
Give operators and reviewers a purpose-built application around the operational case.
01 / Industrial work goes beyond the alert
Recognize the condition.
Complete the response.
An equipment warning may need production context, maintenance history, a procedure, a supervisor and a work order before anyone can resolve it.
Frozion brings those responsibilities into an application the team can operate, with the decision and reported result connected to the original condition.
A recommendation becomes work.
Use explicit rules to determine the allowed response and the person who needs to decide.
A wait stays visible.
Keep the case and its next task through shift changes, parts delays and supported service interruptions.
Know what actually happened.
Distinguish a proposal, an attempted update, a reported record and completed operational work.
From anomaly to maintenance coordination
One condition. Seven accountable steps.
A qualified event starts an investigation. The application assembles evidence, supports a decision and records the permitted maintenance-system response.
- 01Observe
Qualify the condition
Resolve asset identity, observation time, units, quality and available operating context.
- 02Observe
Assemble eligible evidence
Bring permitted maintenance history, equipment records and current procedures into the case.
- 03Decide
Evaluate the situation
Apply defined checks; use AI to summarize evidence and propose a response where useful.
- 04Decide
Determine the allowed response
Evaluate the site, role, action, urgency and required conditions.
- 05Decide
Obtain the required review
Present the exact proposal and its evidence to an authorized reviewer.
- 06Act
Use an approved integration
Create or update the permitted record and capture the reported result.
- 07Account
Close the appropriate loop
Link the event, decision, record and follow-up status; keep unresolved work explicit.
Inspect an operational case
What changes the next step?
Case M-104 · asset A-17 · Site A
Scope: maintenance records · equipment commands excluded
Work order recorded
The record exists. The maintenance work is still open.
After review and current-condition checks, the maintenance system reports work order WO-104 created. The application links that receipt to the originating event and proposal.
Application response
Retain the receipt and move the case to maintenance follow-up. No equipment command is issued.
What the team does next
Track assignment, execution and completion through the site’s maintenance process before closing the operational case.
Connected evidence
M-104 · qualified context · proposal r2 · approval recorded · attempt A-104 · receipt WO-104 · maintenance pending
Actual event adapters, interfaces, approval behavior and operating scope are established for the selected environment.
02 / Integrated orchestration & durable execution
Coordinate the response.
Keep the case intact.
Industrial work waits for people, parts, approvals and connected systems. The application needs to preserve what has happened and make the next step clear.
Frozion coordinates explicit logic, agents, APIs, human tasks and events within a governed workflow, preserving Frozion-controlled state through supported waits and recoverable interruptions.
01Signal
02Evaluate
03Human / system taskWait → revalidate → resume
04Permitted action
05Evidence
Use the right capability.
Use defined logic for repeatable transitions and policy-sensitive checks; AI for interpretation, evidence summaries and assistance.
Keep continuity through the wait.
The case remains available while a technician, part, event or decision is pending. Work resumes when the configured conditions are satisfied.
Recheck before delayed action.
Evaluate current authority, approval, policy and applicable operating preconditions. Reconcile an uncertain external effect before repeating a consequential write.
Inspect cause and result.
Follow the condition, eligible context, reviewed proposal, attempted operation and reported destination response together.
Operational context that can be trustedThe meaning of the data
The meaning of the data
changes the decision.
Equipment identity, time, units, asset hierarchy, production context and data quality can all change the appropriate response.
Assemble eligible operational information with enterprise records. Keep source ownership, provenance and the limits of the evidence visible.
Explore the AI Data PlaneWhat the case needs to understand
Asset & hierarchy
Which equipment, line and site does the condition belong to?
Time & freshness
When was it observed, when did it arrive, and is it current enough for this decision?
Units & quality
What does the observation mean, and is the source usable?
History & procedure
Which work records and procedure versions are relevant?
Identity & purpose
Which facts may this actor use for this task?
Policy controls + review & approvalsDefine what may happen.
Define what may happen.
Route what needs human judgment.
Policy controls
Express site, asset, role, resource and business rules around configured governed operations. Distinguish advisory work from record changes that require additional authority or approval.
Review & approvals
Qualified reviewers see the specific proposal, permitted evidence and case context. Their recorded decision returns to the waiting workflow, which rechecks conditions before proceeding.
03 / An application for the people doing the work
Give each role
a useful next step.
Operators need to understand the condition. Maintenance teams need history and a clear handoff. Supervisors need a reviewable decision.
App Builder brings forms, role-appropriate views, tasks, evidence and contextual AI experiences into applications organized around that work.
Explore the App BuilderOne continuing case
Condition → response → follow-up
Keep the asset, evidence, proposed action, assigned role and current workflow status connected.
A shift change transfers the work with its context.
OperatorUnderstand the condition.
See relevant context and the permitted next task.
Supervisor / reviewerReview the proposed response.
Inspect the evidence and record an accountable decision.
Maintenance / process ownerFollow the result.
Track the work record, unresolved exceptions and completion evidence.
Designed around industrial control boundaries
Keep each level of consequence explicit.
Observing a condition, updating a maintenance record and requesting an equipment action carry different responsibilities.
Advisory work
Analyze permitted information, present findings and guide the operator. Equipment operating state remains unchanged.
Read & recommendBusiness-system actions
Create or update approved work orders, tickets and quality cases through governed application boundaries.
Permitted record changesPhysical command paths
Consider only with separate validation of site authority, equipment state, operating envelope, acknowledgments, stop behavior and local review.
Optional · separately validatedKeep the owning systems.
MES, CMMS, ERP, historians and other designated systems retain responsibility for the records and transactions they own.
Scope each connection.
Agree which interfaces read, which can change business records and which command paths remain disabled.
Validate the site conditions.
Assess data semantics, network zones, credentials, deployment and failure/reconnect behavior for each integration.
04 / Start with a process the site owns
One workflow.
One site.
Clear proof.
Choose a maintenance, quality or operational-assistance process with a named owner and a clear definition of completion.
Agree the interfaces, data semantics, people, policies and evidence with the plant team, enterprise owner, OT/security team and integration partner.
Maintenance triage & work orders
Turn qualified equipment conditions and history into reviewed recommendations, approved records and visible follow-up.
Quality exceptions & disposition
Assemble production and inspection context in a case with explicit review, exception handling and traceable corrective action.
Operator & procedure assistance
Give operators role-appropriate evidence and guidance, with operating-state changes behind local procedures and permissions.
Energy & asset investigations
Combine permitted consumption, asset and operational context to investigate exceptions and recommend follow-up.
Each is a scoped application pattern. Interfaces, deployment and available operations are established for the selected site.
- 01
Define the outcome.
Name the initiating condition, owner, normal and exception paths, and what “done” means.
- 02
Validate the boundary.
Check asset identity, time, units, quality, entitlements and integration assumptions. Classify read, record-write and command scope.
- 03
Demonstrate the behavior.
Show permitted, denied, held, delayed and uncertain-result paths in a suitable environment with real or clearly labeled simulated interfaces.
- 04
Plan site acceptance.
Review evidence, operating limits, support responsibilities and the further checks needed before production use.
How industrial applications grow
Expand by level of control—and by site.
Choose the level of control the process needs. A useful industrial application can remain advisory or work only on business records.
- 01
Advise
Investigation, evidence and procedure guidance.
- 02
Act on records
Approved work orders, quality cases and maintenance updates.
- Optional
Command, where validated
Site-specific scope within the plant’s own controls.
One accepted workflow → the next workflow → the next site
Reuse suitable application patterns, integration designs and governance approaches. Validate local interfaces, policies, operating conditions and acceptance requirements independently.
For industrial system integrators
Explore business applicationsBuild repeatable solutions while adapting to each customer’s equipment, procedures and acceptance criteria. Agree delivery, commercial and operating responsibilities per engagement.
05 / Questions industrial teams ask
Build useful applications.
Respect the operating environment.
Scope the work, interfaces and responsibilities before the application reaches the site.
No. Frozion builds and governs application workflows around industrial and enterprise interfaces. Local control, emergency stops, interlocks and certified safety functions remain authoritative in their operating environment.
Yes. Maintenance triage, quality review, procedure assistance and work-order coordination can keep equipment command paths entirely out of scope.
Applications can be scoped around system classes such as MES, CMMS, ERP, historians, document repositories, identity systems and event services. Connectivity depends on supported interfaces, protocols, versions, deployment and integration requirements. Agree which paths permit reads, business-record updates or separately validated operational actions; these classes are not a certified connector catalog.
No. A model recommendation does not grant authority to change a plant setting. A consequential operation requires the configured governed integration, permitted identity, policy and applicable approval and local operating checks.
Frozion-controlled workflow state is preserved through supported waits and recoverable interruptions. Recheck applicable conditions before delayed actions and reconcile an uncertain external effect before another consequential attempt. Site-specific failure and reconnect behavior is tested during the pilot.
Through case context, forms, tasks and review views in the application. Give each role the relevant evidence and proposed action, preserve context during handoffs, and record decisions. Approval remains subject to current authorization and applicable operating conditions.
Yes. SIs can develop repeatable application patterns with customer-specific interfaces, scope, site testing, commercial terms and operating responsibilities agreed for each engagement.
The governed application foundation is shared. Industrial applications add operational data quality, asset context, site authority, IT/OT boundaries, delayed events and potentially physical consequences. Each site requires its own operating and acceptance decisions.
One governed foundation
Bring one operational
workflow into view.
Start with the equipment condition, maintenance process or quality decision. Define the integrations, human steps, governed actions and evidence needed for a credible evaluation.