A quality engineer at a mid-market manufacturing plant reviews inspection reports and defect notes one at a time. Each non-conformance needs a severity call, a routing decision, and a corrective-action note before the line can move forward. When volume rises, the queue rises with it, and the same engineer who inspects also drafts paperwork instead of resolving the next case.
Mirai360 builds an AI agent for this exact workflow: quality-inspection triage. The agent reads inspection reports and defect notes, and photos where available, triages each non-conformance by severity, routes it to the right owner, and drafts the first version of a corrective-action (CAPA) note. A quality engineer reviews and approves every disposition before it becomes final.
What does the quality-inspection agent do?
The agent sits on top of the inspection workflow a plant already runs, without replacing the inspection step or the quality engineer's judgment. It reads what inspectors already write and turns each report into a structured, ready-to-review disposition.
Three steps repeat for every non-conformance that reaches the agent:
- Read. The agent reads the inspection report and defect note, and any attached photos, for one unit or one batch.
- Triage. It assigns a severity level based on the defect type, the affected process step, and the criteria the plant already uses.
- Draft and route. It writes a first-version CAPA note and routes the case to the person who owns that severity level, whether that is a line supervisor, a quality engineer, or a plant manager.
Nothing the agent produces goes live on its own. Every disposition, and every CAPA draft, waits for a named person to approve it.
How does the agent triage a non-conformance by severity?
Severity triage is the step that determines everything downstream: who sees the case first, how fast it moves, and what corrective action gets drafted. The agent applies the plant's own severity criteria, read from its existing quality documentation, rather than a generic scale imported from outside.
A minor cosmetic defect on a low-risk component routes differently than a dimensional defect on a safety-critical part. The agent's job is to make that routing decision consistently, every time, on the same defect type and the same criteria, rather than depending on which engineer happens to be reviewing the queue that day.
Consistency is the operational gain here, not speed alone. Two engineers reviewing the same defect under time pressure do not always reach the same severity call. An agent applying one written standard removes that variance, and leaves a record of which standard produced each result.
What does the CAPA draft look like?
A corrective-action note answers a fixed set of questions: what happened, what caused it, what the immediate fix is, and what prevents recurrence. The agent drafts an answer to each question from the inspection report and defect note in front of it, using the plant's existing CAPA format.
The draft is a starting point, not a finished document. A quality engineer reads it, corrects anything the agent got wrong, adds context the report did not capture, and approves the version that becomes the record. The time saved is the time an engineer no longer spends writing the first draft from a blank template for every single case.
Who approves each disposition?
A named quality engineer approves every disposition and every CAPA draft before either becomes final. The agent proposes; a person decides. This is not a configurable option added for comfort. It is the operating rule for how Mirai360 deploys any agent into a workflow that affects product quality, compliance, or a plant's audit trail.
The approval step also produces the record a quality audit asks for: which case, which severity, which person approved it, and when. That record exists because a human touched every disposition, not because a system logged an automated action after the fact.
How does Mirai360 control the rollout of an agent like this?
Mirai360 does not deploy a quality-inspection agent across an entire plant on day one. The rollout follows the same discipline applied to every agent Mirai360 builds, regardless of the workflow:
- One narrow workflow. The agent triages non-conformances and drafts CAPA notes. It does not expand into adjacent decisions until that one workflow is proven.
- A signed measured baseline before deployment. Before the agent goes live, the plant and Mirai360 agree on what the current disposition time and escape rate look like, signed off by the plant, not estimated after the fact.
- A human approves each disposition. Described above; this does not change as the agent proves itself.
- Authority boundaries and a full audit trail. The agent's authority is scoped to reading reports, assigning severity, and drafting notes. It cannot close a case, change a specification, or bypass the approval step. Every action it takes is logged.
- Scale only on pre-agreed numbers. The plant and Mirai360 set thresholds for disposition time and escape rate in advance. The agent's scope expands only when those thresholds are met, and stops if they are not.
This structure exists because a quality workflow is not a place to learn by trial and error. Product quality, regulatory compliance, and customer trust depend on how consistently non-conformances get caught and resolved. The agent's role is to make that process faster and more consistent, with a human accountable for every decision that leaves the queue.
What changes for the quality engineer?
The quality engineer's job does not change. What changes is where the engineer's time goes. Instead of reading every report cold and drafting every CAPA note from scratch, the engineer reviews a structured disposition and a drafted note, and spends the review deciding whether the agent got it right, not writing the first version.
The backlog that builds up when inspection volume spikes is a scheduling problem as much as a workload problem: cases wait not because no one can resolve them, but because every case needs the same manual first pass before it can be resolved. An agent that produces that first pass consistently shortens the wait, without removing the engineer's decision from the process.
How do you start?
The starting point is not a plant-wide rollout. It is one workflow, one measured baseline, and one clear owner for approval. A 30-minute call is enough to look at how non-conformances move through a specific plant today, and to scope what a signed baseline and a first narrow deployment would look like.
Talk to us
Book a free 30-minute call to walk through quality-inspection triage for a specific plant, or to scope where an agent could fit into an existing QC workflow: https://calendly.com/shivang-mirai360/30min
FAQ
- What does the quality-inspection agent do?
- It reads inspection reports and defect notes, and photos where available, triages each non-conformance by severity, routes it, and drafts a first-version CAPA note for a quality engineer to approve.
- How does the agent triage a non-conformance by severity?
- It applies the plant's own written severity criteria consistently to every case, rather than depending on which engineer reviews the queue that day.
- Who approves each disposition?
- A named quality engineer approves every disposition and every CAPA draft before it becomes final. The agent proposes; a person decides.
- How does Mirai360 control the rollout of an agent like this?
- One narrow workflow, a signed measured baseline before deployment, a human approval on every disposition, scoped authority with a full audit trail, and scale only on pre-agreed numbers.