PLAYBOOK · MANUFACTURING
A quality copilot that speaks MES, ERP, and SOPs.
When a quality event fires on the line, the answer lives in three places: MES sensor history, ERP batch data, and a binder of SOPs. This playbook wires all three into one VDF AI Network and recommends corrective actions in seconds.
A quality event on the line is a search problem with a fifteen-minute clock. MES sensor history, ERP batch data, and a binder of SOPs all hold part of the answer. VDF AI gathers them into one Quality Copilot Network that proposes corrective actions in seconds, with citations to the SOPs that drove them.
The problem
Tribal knowledge slows root cause
The senior process engineer "knows" what to check. New hires don't. By the time a quality event is triaged, the batch is gone.
The VDF AI approach
Codify tribal knowledge as agents and SOP RAG
MES and ERP become Custom HTTP tools. SOPs go into pgvector. A Quality Copilot Network correlates them and emits a ranked list of likely causes plus corrective actions.
WHY THIS MATTERS NOW
Process knowledge is locked in heads — until it isn't
Manufacturing operations are uniquely vulnerable to tribal knowledge loss. A senior engineer retires; with them goes the answer to "why did we set the cure temperature there in 2017?". Standard SOPs cover the routine; the senior engineer covers everything else.
VDF AI codifies that senior knowledge as agents and indexed SOPs. The Quality Copilot Network correlates current sensor data with historical excursions, retrieves the relevant CAPA, and proposes a ranked corrective action with confidence and risk.
WHAT YOU NEED TO START
Prerequisites for a pilot
Systems
- MES read endpoints (batch, SPC, recipe)
- ERP read endpoints (orders, inventory)
- Historical excursion archive
- Optional: LIMS integration
Knowledge
- SOPs (PDF or Markdown)
- CAPAs by line and product
- Equipment master
- Quality KPIs and thresholds
People
- One process engineer per line
- One quality lead
- One IT/OT integration owner
- Optional: regulatory affairs SME
REFERENCE ARCHITECTURE
Signals + SOPs = corrective action
MES alarm · SPC excursion
Custom HTTP
PLAYBOOK · STEP BY STEP
Wire the shop floor to the model
Wrap MES & ERP endpoints
Batch lookup, SPC reads, recipe data — each becomes a typed Custom HTTP tool.
Vectorize SOPs, CAPAs, and prior excursions
VDF Data ingests PDFs and historical event archives into a per-line pgvector index.
Author the Quality Copilot agents
Signal Correlator, Root-Cause Reasoner, Action Planner — each with a tight system prompt and audit-friendly output.
Bind into one Network
Intent template investigate-event drives the flow.
Operate at line speed
Real-time execution monitoring shows every retrieval and tool call. SEEMR keeps cost predictable.
OUTCOMES
Faster fixes, captured knowledge
time to first corrective action on quality events.
SOP citation coverage in CAPA records.
process data leaves your network.
SEEMR REFERENCE
Routing by event severity
Critical excursions reach your high-capability model; routine variance gets small models. SEEMR updates the cut every shift.
FREQUENTLY ASKED QUESTIONS
What teams ask before shipping this playbook
How does it integrate with our MES?
Through Custom HTTP tools. Any MES with an API — Rockwell FT, GE Proficy, Wonderware, Tulip — can be wrapped and called.
Is there a real-time variant?
Yes. The Network can run on alarm events with sub-second latency for routine cases.
Can it draft the CAPA?
Yes. The Action Planner emits a CAPA draft with rationale, citations, and a roll-back path. Quality leads approve before filing.
How does it handle multi-plant operations?
One Domain per plant or business unit. Indexes are scoped; cross-plant insights are surfaced through Living Knowledge.
Will the model be validated for regulated production?
VDF AI exposes every model and prompt selection. The Accuracy Testing module supports validation protocols required by GxP-style frameworks.
How long does a pilot take?
Six to eight weeks including OT integration and golden-set validation.
RELATED PLAYBOOKS
Continue with related VDF AI patterns
GET IN TOUCH
You Have Questions
Tell us what you’re trying to achieve—governed AI Networks, enterprise RAG, deep integrations, or on‑premise deployment. We’ll help you map the right architecture, security posture, and rollout path. If you’re moving beyond AI pilots and need scalable, auditable execution, reach out—our team is ready to help.