Agent responsibility
Assemble line context
Collect the relevant records and prepare an exception brief showing what changed and who needs to respond.
Exception handoff
Manufacturing / Production & quality / Solution blueprint
Production exception handoffs
Give the line owner a clear picture of an interruption.
Business problem & expected outcomes
The challenge behind
production exception handoffs.
Production, maintenance, and supply teams hold different parts of the story. A change to the plan needs coordinated review.
What this workflow is designed to deliver
Exception handoff
Collect the relevant records and prepare an exception brief showing what changed and who needs to respond.
How to measure the improvementBrief preparation time; missing-context frequency; handoff ownership clarity.
Start with the right information.
Production orders, equipment notes, maintenance updates, and material availability.
Interactive workflow diagram
From production exception
to a clear next step.
Collect the relevant records and prepare an exception brief showing what changed and who needs to respond.
ManufacturingSelect a stage to explore
Context
Production exception
Production orders, equipment notes, maintenance updates, and material availability.
Prepared outputException handoff
Designed around the work
A focused agent. The right capabilities.
Give the agent the context and tools this process needs, with an explicit output and an accountable owner.
Connected tools & context
Bind only the operations this workflow needs. Keep credentials in ART and choose the permitted tools explicitly.
Connectors & MCP
Scoped read accessRead the source records needed for production exception handoffs. Pass record identifiers and retrieved evidence to the agent.
Dynamic tables
Project & environment scopeStore equipment notes and track exceptions, references, owner assignments, and review status in tables.
Agent Skills
Project & environment scopePackage the checklist, instructions, and expected output as a reusable skill.
The decision boundary
Keep equipment control and safety decisions with qualified operators. Require approval for proposed operational changes.
ART product mapping
Components used.
Chosen for this case.
Agent Lab prepares the work described below. These are the capabilities that support this workflow.
Agent Lab
Connectors & MCP
Retrieve the required records through scoped tools; begin with read-only access.
Datalake
Dynamic tables
Track the case, owner, source references, and review state as structured records.
Agent Lab
Agent Skills
Package the checklist, instructions, and expected output as a reusable skill.
Agent Lab
Human approvals
Pause the proposed action for the designated owner to review its evidence.
The implementation, step by step
From source context
to a reviewed result.
- 01
Production exception
Production orders, equipment notes, maintenance updates, and material availability.
Agree the trigger or manual request, record identifiers, and the process owner. - 02
Assemble line context
Collect the relevant records and prepare an exception brief showing what changed and who needs to respond.
Define instructions, permitted tools, and the expected output. Keep missing information explicit. - 03
Supervisor review
Keep equipment control and safety decisions with qualified operators. Require approval for proposed operational changes.
Configure the selected policy or approval capabilities before enabling write actions. - 04
Exception handoff
Brief preparation time; missing-context frequency; handoff ownership clarity.
Compare outputs with reviewed examples and test incomplete, conflicting, and unauthorized inputs.
Before you build
What this implementation needs.
Connectors & MCP
Source-system APIs or MCP tools, scoped credentials, and an integration owner.
Dynamic tables
Typed fields, record identifiers, relationships, and a table-retention policy.
Agent Skills
A process checklist, example inputs, and a reviewer-approved output format.
Human approvals
Named reviewer roles, escalation ownership, and timeout and rejection behavior.
Also prepare an ART project and environment, the model configuration appropriate to your agent, an accountable process owner, and approved sample data.
Authority stays with your team
Define the boundary
before enabling the action.
Keep equipment control and safety decisions with qualified operators. Require approval for proposed operational changes.
Explore execution governanceConnect deliberately.
Map the source material and responsible owners first. Where the selected components require system access, configure scoped APIs or tools. A document-based pilot can start with approved material already available in the workspace.
Make each handoff inspectable.
Keep source references with the prepared output and review representative results before expanding scope. If the implementation includes executable actions, define their required facts and authority first. Apply retention to any stored records, files, or memory used by the case.
Build evidence from your own work
Start small.
Agree what good looks like.
What to measure for this case
Brief preparation time; missing-context frequency; handoff ownership clarity.
Establish a baseline
Choose a bounded sample of completed cases, record the current process, and agree review criteria with the process owner.
Run in review mode
Use approved sample data and read-only connections. Compare prepared outputs with reviewer expectations, including incomplete and conflicting inputs.
Expand with approval
Enable a limited set of actions only after the team accepts the results. Check approvals, failures, and handoffs before increasing scope.
Make it your workflow
Try this approach
in Agent Lab.
Start with production exception. Connect your approved tools, configure the review boundary, and adapt the output to your team's process.
Try Workflow in Agent Lab
Open your ART workspace to configure this use case.
Discuss the setup with usIndustry & department library
Find your next use case.
3 use cases in Manufacturing
ManufacturingWorkflow design
- ContextQuality records
- Agent LabOrganize the evidence
- Your teamQuality-owner review
Prepared outputReview evidence pack
Solution blueprint
Quality review evidence packs
Bring the evidence behind a quality exception into one review.
Used in this case
Explore the implementation - File storage
- Dynamic tables
- Human approvals
ManufacturingWorkflow design
- ContextEquipment question
- Agent LabFind approved procedures
- Your teamTechnician decision
Prepared outputMaintenance guidance
Solution blueprint
Maintenance knowledge retrieval
Bring approved equipment guidance into the technician’s review.
Used in this case
Explore the implementation - Knowledge Base
- Connectors & MCP
ManufacturingWorkflow design
- ContextShift records
- Agent LabSummarize open work
- Your teamIncoming-shift review
Prepared outputShift continuity brief
Solution blueprint
Shift handover preparation
Carry unresolved production context into the next shift.
Used in this case
Explore the implementation - Agent memory
- Dynamic tables
- Agent Skills
Manufacturing / Let’s explore the fit
Discuss your
industry use case.
Tell us where work slows down. We’ll discuss how ART could fit your process, your systems, and the decisions your team needs to own.
