V32 · Industry & Operations
Manufacturing Quality & Process Control
← Back to Industry & Operations clusterQuality escapes are expensive — recalls, warranty claims, customer
loss, regulatory action. Most quality systems are inspect-after-the-fact. In-line
sensors + AI predict quality DURING production and catch defects before they ship.
Sensor→
Ingest→
Interpret→
Decide→
Act→
Outcome→
Learn↩
Data In — Sensors
- Vision systems:
- High-speed cameras (defect detection — surface, dimensional, assembly verification)
- 3D vision (shape, volume, completeness — missing components, deformation)
- Color measurement (colorimeter, spectrophotometer — consistency, matching)
- Label/barcode verification (readability, content, placement)
- X-ray / CT (internal defect — voids, inclusions, cracks — casting, welding, electronics)
- Dimensional / geometric:
- Laser gauge / laser triangulation (thickness, width, gap, profile)
- CMM (coordinate measuring machine — automated or inline)
- Optical comparator / profile projector
- Touch probe (CNC machine — in-process measurement)
- Surface roughness (contact stylus or optical — Ra, Rz)
- Physical properties:
- Weight / checkweigher (fill level, component count, completeness)
- Hardness tester (Rockwell, Brinell, Vickers — heat treatment verification)
- Tensile / compression (inline material testing — force/displacement)
- Torque verification (fastener — angle, torque, yield)
- Leak test (pressure decay, mass flow, helium, bubble — sealed assemblies)
- Moisture (NIR, microwave — food, paper, wood, pharma)
- Process parameters (quality-correlated):
- Temperature (mold, oven, cure, weld, solder — critical process parameter)
- Pressure (injection, press, clamp, hold — process window)
- Time (cure, cycle, hold, dwell — process completeness)
- Speed (line speed, rotation, traverse — process consistency)
- Force (press, crimp, seal — operation completion)
- Flow (adhesive, sealant, coating — coverage/thickness)
- Electrical test (continuity, hipot, functional — electronic assemblies)
- Traceability:
- Barcode / QR (component scanning at each station)
- RFID (pallet/tray/fixture tracking, WIP location)
- Serial number / lot number (genealogy — what went into what)
- Operator ID (who performed which operation — accountability)
- Machine ID (which machine/tool/fixture — equipment qualification)
Interpret — What the AI does with it
- SPC (Statistical Process Control): Cp, Cpk, control chart rules → process in control?
- Process capability: are we meeting specification consistently?
- Defect classification: vision system → defect type, severity, location, root cause hypothesis
- Process-quality correlation: which combination of process parameters produces best quality?
- Genealogy/traceability: if this lot of material was defective, which finished products contain it?
- Predictive quality: current process parameters → predicted quality outcome (before inspection)
- Equipment contribution: this machine produces 3x the defect rate — calibration? tooling? operator?
- Supplier quality: incoming material variation → impact on process and product quality
Decide & Act — The decision rules
- SPC alarm (process drifting) → Adjust process, alert operator, investigate
- Defect detected → Reject part, alert quality, classify for root cause
- Process out of specification → Stop line, correct, verify before restart
- Predictive quality alert → Adjust parameters before defect occurs
- Traceability recall → Identify all affected units, quarantine, notify customers
- Equipment degrading → Schedule maintenance, switch to backup, adjust tolerance
- Supplier lot issue → Quarantine incoming material, increase inspection, notify supplier
Outcome & Learn — Closing the loop
- First pass yield improvement (fewer defects, fewer rework cycles)
- Defect escape rate (defects reaching customer — the ultimate metric)
- Process optimization (which parameters most influence quality — DOE from production data)
- Supplier quality trend (data-driven supplier management)
- Cost of quality reduction (scrap, rework, warranty, recall cost trending)
Industries Served
- Automotive (body, powertrain, electronics, assembly — IATF 16949, PPAP)
- Aerospace (machined, composite, electronic — AS9100, NADCAP)
- Electronics / semiconductor (PCB, SMT, assembly, packaging)
- Medical device (ISO 13485, FDA 21 CFR 820 — QMS requirements)
- Pharmaceutical (batch record, process validation, 21 CFR Part 211)
- Food & beverage (weight, fill, seal, metal detect, label — FSMA, HACCP, SQF)
- Packaging (seal integrity, label, print quality, fill level)
- Metal fabrication (welding, machining, forming, heat treatment)
- Plastics (injection molding, extrusion, blow molding, thermoforming)
- Rubber (molding, mixing, testing — ASTM, compound verification)
- Glass (float, container, fiber — visual, dimensional, strength)
- Paper / printing (color, registration, coating weight, moisture)
- Textile / apparel (color matching, dimensional, strength)
- Building materials (concrete, lumber, insulation — standard compliance)
Regulatory Frameworks
ISO 9001, IATF 16949 (automotive), AS9100 (aerospace), ISO 13485 (medical device), FDA 21 CFR 820 (medical device QSR), 21 CFR 211 (pharma GMP), FSMA/HACCP (food), NADCAP (aerospace special processes), ISO 17025 (lab/measurement), customer-specific requirements
Transport
Wired Ethernet/PROFINET/EtherNet/IP (industrial network — real-time), MQTT (to cloud analytics), OPC-UA (interoperability), Reticulum (wireless sensors in harsh manufacturing environments where cabling is impractical)
Deploy Manufacturing Quality & Process Control today
Start free with Scout — 5 edge agents, 10K events/month. Scale when you need to.
All tiers available for this vertical.
Scout is free forever (5 agents, 10K events/mo). Hive is $299/mo. Swarm is $999/mo. Colony is custom.
Bundle discount: 20% off when paired with an active midmen.ai or augmen.app subscription.
Scout
Free
5 edge agents · 10K events/mo
MQTT + HTTP transport
Community support
MQTT + HTTP transport
Community support
Hive
$299/mo
50 edge agents · 500K events/mo
All transports
Email support
All transports
Email support
Swarm
$999/mo
500 agents · 10M events/mo
All + fleet consensus
Priority support
All + fleet consensus
Priority support
Colony
Custom
Unlimited agents & events
Dedicated infrastructure
SLA + on-site
Dedicated infrastructure
SLA + on-site