One plant, five brains
Manufacturing is where QHPA's loop hits the densest sensor-and-decision landscape in the economy. Every brand has a first-class job in a plant.
zooid.net
Sensor brain on every machine, line, AGV, energy sub-meter, cleanroom particle counter.
geog.ai
Fenceline VOC / PM / NOx dispersion, paint-shop emissions, plant-perimeter security, indoor air for cleanrooms.
augmen.app
Augments quality engineers, maintenance planners, production schedulers, EHS managers. Augment, not autopilot — CAPA and regulatory submissions are human-signed.
midmen.ai
Back-office autopilot: sales orders, AR/AP, RMA, FAI submissions, SPC reports for customer audits, supplier onboarding, regulatory dossiers.
m8n / operators
The AI guy walks into a Tier-2 auto supplier or contract pharma plant with the OEE + vision quality + predictive maintenance bundle.
Discrete · Process · Hybrid
Technology stacks split by production type. Industry verticals split by buyer. Name by industry, segment by type — the way the market actually procures.
Discrete
Countable units · BOMs · assembly- Automotive & EVOEM + Tier-1/2/3, BIW weld, paint shop, EV battery gigafactory, IATF 16949
- Aerospace & DefenseComposites, additive, MRO, AS9100D, FAI, NADCAP, ITAR
- Electronics & SemiSMT + AOI/X-ray, ESD, fab cleanroom ISO 1-7, wet bench, CHIPS Act capacity
- Medical DevicesISO 13485, FDA CGMP, sterile barrier, lyophilization, EtO sterilization
- General IndustrialMachinery, pumps/valves/gearboxes, CNC job shops, appliances
- Contract Manufacturing / EMSBuild-to-print, NPI ramp, multi-customer line allocation
Process
Continuous flow · recipes · batch records- Chemicals & Specialty MaterialsContinuous reactors, distillation, polymers, coatings, adhesives, industrial gases, REACH/TSCA
- Food & BeverageHACCP, FSMA 204, allergen control, CIP/SIP, cold chain, brewing/dairy
- Metals, Foundries, Heat TreatBOF/EAF/induction, casters, rolling mills, refractory wear, IATF auto-grade steel
- Pulp, Paper & PackagingDigesters, paper machines, corrugator, web break detection, converting
- Cement, Glass, CeramicsKilns, mills, clinker quality, raw-mix control
Hybrid / Batch
Recipes that produce countable lots- Pharma & BiotechCGMP, batch genealogy, DSCSA serialization, bioreactor, ISO 7/8 cleanroom, FDA
- Specialty ChemicalsBatch reactors, cosmetics, fragrances, pigments, ag chems, small-lot formulation
- Additive ManufacturingPowder bed fusion, build qualification, post-processing, aerospace + med certification
Functions (what the loop automates inside a plant)
Every plant runs these eight functions. Each is a place where ingest → interpret → decide → act → learn beats the spreadsheet.
OEE & Production
Availability × performance × quality, stoppage classification, line balancing, takt time, WIP tracking, andon escalation.
Quality 4.0
In-line vision, SPC, NCR/CAPA, 8D, FAI for aerospace, PPAP for auto, supplier scorecards.
Maintenance & Reliability
Vibration + oil + thermography + motor current → predictive failure → CMMS work order with parts list.
Energy & Sustainability
Sub-metering, peak shaving, compressed-air leak detection, ISO 50001 EnPI, Scope 1/2 emissions for CBAM / CDP.
EHS & Safety
LOTO compliance, near-miss trending, ergonomic risk, fall arrest, lone worker, machine guarding, PSM for chemicals.
Traceability
Serialization (DSCSA pharma, FSMA 204 food), genealogy, e-pedigree, forward + backward lot trace in minutes.
MES ↔ ERP Integration
Shop floor → MES → ERP, work order release, finite scheduling, digital thread from PLM to as-built.
OT Cybersecurity
IEC 62443, Purdue model, ICS network monitoring, asset inventory, anomaly detection on PLC/DCS traffic.
Cross-cutting movements (where the capex is flowing)
Budgets in manufacturing are unlocking around a handful of named movements. Use these by name in your first conversation.
Industry 4.0 / Smart Factory
OPC UA, MQTT, digital twin, unified namespace. PLC vendors opening up; MES/SCADA consolidating.
AI Vision Quality
Camera-at-every-station moving from pilot to line-of-business. 2-8 point first-pass-yield gains.
Reshoring & Near-shoring
CHIPS Act ($52.7B), IRA 45X advanced manufacturing credit, EV gigafactories, Mexico near-shoring boom.
Sustainability & CBAM
EU CBAM (2026), SEC climate disclosure, Scope 3 supply-chain emissions. Energy data becomes financial data.
Serialization & Track-and-Trace
DSCSA (pharma, Nov 2024), FSMA 204 (food, 2026), EUDR (forestry). Lot-level trace is the baseline, not the moonshot.
OT / ICS Cybersecurity
IEC 62443 framework, NIS2 in EU, CISA Cyber Trust Mark. OT networks now treated with IT-grade rigor.
Operator blueprints for manufacturing
Ready-to-deploy autopilots for the AI guy walking into a Tier-2 supplier, a contract pharma plant, or a food processor. Each ships with N8N and Make.com workflow exports.
Regulatory & standards drivers
The named rules operators are budgeting against. Name one of these in your first sales conversation.
CHIPS Act + IRA 45X
$52.7B semiconductor capacity + advanced manufacturing production credit. New fabs, EV battery plants, solar manufacturing — all greenfield sensor deployments.
IATF 16949 (automotive)
Global auto quality standard. PPAP, APQP, FMEA, SPC required. Tier-1 audits cascade down to Tier-2/3 with the same rigor.
AS9100D (aerospace & defense)
Aerospace quality management. FAI (first article inspection), configuration mgmt, counterfeit parts control. Nadcap special-process accreditation.
ISO 13485 + FDA 21 CFR 820 (med devices)
Design controls, CAPA, sterile barrier, lot traceability, MDR reporting. EU MDR tightens post-market surveillance.
DSCSA (pharma serialization)
Drug Supply Chain Security Act — full unit-level traceability from manufacturer to dispenser effective Nov 2024. Lot-level data is audit evidence.
FSMA 204 (food traceability)
FDA Final Rule — traceability lot codes for high-risk foods, 24-hour data-pull on recall. Compliance date Jan 2026.
CBAM + SEC Climate (sustainability)
EU Carbon Border Adjustment Mechanism (transitional 2023-2025, full 2026). SEC climate disclosure. Scope 1/2/3 reporting as financial-grade data.
IEC 62443 + CISA Cyber Trust Mark
OT / ICS cybersecurity framework. Purdue model segmentation, asset inventory, anomaly detection. NIS2 in EU raises the enforcement bar.
Get started
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