Agentic AI for manufacturing

It's time to
power on.

The agentic AI operating system for the automotive factory. Autonomous AI agents connect engineering knowledge, live production and the machines on the floor — one brain, running the plant end to end.

IATF 16949 aligned AIAG-VDA 2019 Validated in production EN · 中文 · ES · TR
The problem

Running a factory blind is expensive.

Every automotive supplier fights the same battles — engineering documents that drift out of sync, changes that never fully land, problems that surface only after they've cost a shift, and knowledge that walks out the door when people leave.

Documents out of sync

PFMEAs, control plans and inspection plans managed by hand. One changes, the others don't. Gaps stay invisible until an auditor finds them.

Changes never land

ECRs raised but downstream documents never updated. Suppliers still working to old specs. The same mistake, repeated.

Knowledge walks out

Years of hard-won lessons held in a handful of heads. When they leave, it goes with them — and the same failures return.

Problems surface too late

Downtime, scrap and manning gaps managed in spreadsheets and heads — visible only after they've already cost you output.

£1.5m – £4.4m
lost annually per mid-size Tier 1 supplier to preventable quality failures and inefficiency that a connected, intelligent factory eliminates.
Agentic AI

Meet your new employees.

40+
AI employees, working inside your organisation.

They never sleep. They never get tired, never forget, never skip a step — the ten-thousandth check is done to exactly the same standard as the first. They run critical operations in the background, all day, every day, across every site and every time zone.

Monitor, constantly

Output, quality, machines, labour, materials — watched continuously in the background, not sampled once a shift.

Direct resources

People, materials and machines pointed at the right work at the right moment — instructions delivered to the hand that needs them.

Write the reports

Shift summaries, efficiency packs, quality trends, board-ready numbers — drafted, formatted and sent without a human hour spent.

Verify actions landed

Every instruction is followed up. Was the fixture fixed? Was the 8D closed? Was the PM signed off? Agents check — and keep checking.

Escalate off-track

The moment anything drifts from plan — a line, a metric, a person, a supplier — the right manager knows, with the evidence attached.

Work while you sleep

Overnight and across time zones, the factory keeps thinking. You arrive to analysis done, priorities set and problems already in motion.

Headcount you never recruit. Overheads you never carry. A workforce that never clocks off.

The platform

Three layers.
One intelligence.

Most systems watch a single slice of the factory. MetisEI joins the engineering record, the live shop floor, and the machines themselves into one source of truth — and puts an agentic layer over the top of all of it.

01

MetisEI Knowledge

An AI-native PLM. Every critical document connected and cross-checked — and it gets smarter with every upload.

  • Drafts PFMEAs & DFMEAs for new products from your history
  • A change to one document flags every dependent one
  • IATF 16949 audit packages assembled in seconds
  • Compounds in value — knowledge that never walks out the door
02

MetisEI Operating System

The closed loop. Reads demand, plans production, balances labour, and holds the whole factory accountable.

  • EDI & Business Central demand read automatically
  • Picks the right line version to hold utilisation high
  • Skills-matrix manning on the 3-jobs-1-person model
  • End-of-shift efficiency, scrap & cost-of-quality reports
03

MetisEI Hardware

The physical bridge. Cameras, gateways and sensors wire every machine directly into the system.

  • Real-time data straight off injection moulding machines
  • AI cameras spotting bottlenecks and WIP build-up live
  • Dry-contact gateways · MQTT · Azure IoT ingestion
  • MES barcode reconciliation of every part counted
The living factory

One brain. End to end.

EDI demand lands in the plant. From that single trigger, the agents cascade — ordering material, planning the machines, flexing the lines, and balancing labour — with an agentic layer supervising it all.

MetisEI AGENTIC CORE Business Central Stock · works orders EDI Demand 8-week schedules ERP · Customers Lead time · cost Injection Moulding Cycle · changeover Assembly · Sewing MES · right-first-time Spray Painting Booth utilisation AI Cameras Bottleneck vision HR · Labour Held to ±6%
Demand in Control out Labour feedback
01 — MetisEI Knowledge
An AI-native PLM

Your entire engineering brain — and it gets smarter every day.

Think of it as product lifecycle management rebuilt around AI. Every SIP, PFMEA, DFMEA, control plan and drawing lives as one connected web. But unlike a traditional PLM, MetisEI doesn't just store your knowledge — it learns from it. The more you upload, the more capable it becomes.

Generates first drafts

New programme? MetisEI drafts the PFMEA, DFMEA and control plan from your own validated engineering history — you start from substance, not a blank page.

Cross-checks everything

PFMEAs, control plans and KC lists checked against each other simultaneously against automotive quality logic. Gaps found before the auditor does.

Propagates change

Raise a design change or customer update and MetisEI identifies and routes every downstream document that needs updating — automatically.

Solves & remembers

Full 8D and ECR workflow inside one conversation. Root cause assessed for quality, and the lesson embedded permanently at closure.

Audit-ready in seconds

IATF 16949 audit packages assembled on demand, every requirement mapped to its clause, non-conformances tracked from finding to closure.

Compounds in value

Every correction, every closed 8D, every decision makes it sharper. The system you use in twelve months is fundamentally more capable than today's.

Change one thing. Nothing drifts.

A dimensional control changes on a finished-good SIP. MetisEI cross-links it to the PFMEA, control plan and process flow, routes the update through the quality workflow, and pushes the new check straight to operators and auditors on the floor.

Cross-linked → one edit flags every affected document automatically
Approval built in → nothing moves to Approved without named sign-off
Floor alerts → new controls appear on operators' phones in seconds
SIP updated PFMEA Control Plan Process Flow Auditor View

New product development, from substance not a blank page.

Start a new programme and MetisEI reaches into everything it has learned from your past products — failure modes you've seen, controls that worked, lessons hard-won — and drafts the DFMEA, PFMEA and control plan for the new part before the launch team even meets.

From history → first-draft FMEAs built from your validated engineering record
Weeks to hours → document creation collapsed so the team refines, not writes
Safety-critical → characteristics cross-referenced against validation evidence
Validated history NEW PROGRAMME Draft DFMEA ✓

The more you feed it, the smarter it gets.

Every document uploaded, every correction an engineer makes, every 8D closed is assessed and embedded permanently. Institutional knowledge that used to live in a handful of heads becomes a growing, retrievable asset that never leaves.

Never forgets → a lesson learned once is applied on every product after
Learns your way → your rules, your programmes, your engineering decisions
Owned by you → the asset compounds inside your business, not a vendor's
Documents & decisions embedded → Capability → Day 1 6 months 12 months
One place for everything

Every document. Every revision. Always there.

MetisEI is the single source of truth for your entire engineering ecosystem — from 3D CAD to PFMEAs to 8D records. Stored, versioned, and retrievable by conversation in seconds.

Everything stored in one place

3D CAD · STEP, CATIA2D DrawingsPFMEAs & DFMEAsControl Plans & SOPs8D & ECR recordsLessons learntPPAP & PSWKC lists & fixtures

Tagged by programme, part number, plant and revision. The latest approved version always surfaced automatically.

Find anything by conversation

"Show me the current control plan for this part" "Pull up the last three 8Ds on this failure mode" "What changed since the last PFMEA revision?" "Show all documents affected by this ECR"

No shared drives. No email threads. Just ask, in any language, and the right document appears.

Approval workflow built in

DraftUnder reviewApprovedSuperseded

Nothing reaches Approved without a named engineer's sign-off. Complete audit trail — who approved what, when, at which revision. Old versions retained, never deleted. IATF-compliant document control out of the box.

Programme gateway & milestone tracking

Always know where you are. Never miss a gate.

From launch to PPAP, MetisEI tracks every milestone, document approval and gate requirement — so you always know what's done, what's outstanding, and what's at risk. Just ask "where are we on Gate 3."

G1
Feasibility
G2
Product Design
G3
Process Design
G4
Validation
G5
Launch
Gate 3 in progress — Control Plan is the critical-path item. Gate review in 12 days, 3 documents outstanding. MetisEI flags the blocker before it blocks you.
Global quality management system

One quality system. Every plant. Every language.

Your complete IATF 16949 quality system held centrally, standardised to the latest specification, and live in every plant — with AI that walks your team through audits before the auditor arrives.

Standardised globally, managed centrally

Quality manual, procedures and work instructions in one place, on the latest IATF spec. No plant working to an outdated local copy.

Any language, any plant

An operator in Shanghai reads the work instruction in Mandarin; an auditor in Monterrey reviews the manual in Spanish. Same content, same standard.

AI-powered internal audit guidance

MetisEI walks your team through audits clause by clause — surfacing the evidence required and flagging gaps before the audit begins.

Layer Process Audits built in

LPA scheduling, question sets aligned to your control plans, results captured on the floor, non-conformances raised as 8Ds automatically.

02 — MetisEI Operating System

A factory that plans, flexes, and reports itself.

Demand arrives; MetisEI decides which line version to run to hold utilisation high and stock controlled — then closes the loop back through the skills matrix to HR, and out through cost-of-quality to management.

MetisEI AGENTIC CORE supervising every loop reporting to management 1 · Demand in EDI · Business Central 8-week schedule watched 2 · Plan Line version picked · works orders same tool, same machine 3 · Execute Assembly · moulding · spray utilisation held high 4 · Sense AI cameras · MES scans · quality SPC watched live 5 · Direct people WhatsApp to handlers, leaders, quality & stores — in seconds 6 · Balance & learn Labour ±6% · skills matrix · 3J1P plan corrected for next cycle

1Demand in

Agents watch the 8-week schedule off EDI and Business Central, spot the swings, and warn customers on lead time and cost before it bites.

2Plan

MetisEI picks the right setup from your four line versions and raises works orders into the mould shop — same tool, same machine, same material.

3Execute

Assembly, moulding and spray run to the plan with utilisation held high and stock controlled — every centre on the same intelligence.

4Sense

Cameras say what's happening, MES scans say how many, quality says how good — triangulated live against SPC limits.

5Direct people

The nerve system messages the exact person who needs to act — dry the material, swap the fixture, get quality to line 12 — in seconds.

6Balance & learn

Labour rebalanced through the skills matrix and held to ±6%, results reported with the bonus league — and the plan corrected for the next cycle.

Vision, MES and human input — triangulated.

AI cameras say what's happening, the MES barcode scan says how many, and the quality operator's phone says how good. Three signals, one honest number for every line.

Cameras → bottlenecks and WIP build-up flagged to managers in real time
MES → end-of-line barcode scans reconcile every part counted
Quality → right-first-time and scrap logged straight into cost of quality
AI Camera what's happening MES Scan how many Quality App how good Line Score 98.4% cost of quality live
The nerve system

Every person on the floor, told exactly what to do — the moment it matters.

The system doesn't just watch. It talks. MetisEI runs every conversation the factory needs over WhatsApp — reaching the right person, at the right second, with the right instruction. Nobody waits to be found. Nothing falls between shifts.

MetisEI
online · directing the plant
→ MATERIAL HANDLER · CELL 4 Dry the PA6-GF30 for Tool 214 now — it presses on Line 7 in 40 min. Pull from bay B, 4-hour dry cycle already met. 07:12 ✓✓
→ TEAM LEADER · LINE 7 Fixture F-12 downtime, 6 min and climbing. Standby fixture is in the problem box at station 3. Swap now, I've logged the fault. 07:14 ✓✓
→ QUALITY + LINE MANAGER · LINE 12 Right-first-time dropped below 96% on the J34A skin. Two scrap logged this hour. Quality to the line — I've opened a draft 8D. 07:15 ✓✓
→ STORES + PLANNER WIP on clip-2148 hits minimum in 90 min. Works order raised, scheduled onto Machine 6, same tool, no changeover. No action unless you object. 07:16 ✓✓

One brain, routing every message.

Because MetisEI already knows the demand, the schedule, the skills matrix and the live state of every line, it knows who needs to hear what — and it just tells them. No radio calls, no chasing a supervisor, no problem sitting unseen until someone walks past.

Material handlers → dry the right material before the tool ever reaches the press
Team leaders → line-down alerts with the fix, in seconds not minutes
Quality → pulled to the line the instant right-first-time slips, 8D pre-drafted
Stores & planning → works orders raised and scheduled before stock runs out
Everyone → the right instruction, the right person, the right moment — automatically
03 — MetisEI Hardware

Every machine, wired straight into the system.

MetisEI hardware bridges the physical plant to the platform — dry-contact signals off the moulding machines, AI camera feeds, and MES scanners, all flowing through gateways to Azure and into the Metis data layer.

60 machines dry contact ADAM Gateway ADAM-6717 MQTT topic + payload Azure IoT Hub ingestion MetisEI PostgreSQL · API
~60
machines connected across five sites
Live
cycle, changeover & cost-of-quality data
1 → 1
tool-to-machine lock for clean changeovers
±6%
labour control held automatically
Assets & quality intelligence

Nothing drifts. Nothing goes unchecked.

All that data flowing off the factory doesn't just drive today's output — it builds the maintenance and calibration backbone of the plant. Every tool, fixture and quality asset lives on a live register, and AI agents make sure what should happen, happens. Reliably. On time. Every time.

Tooling & moulds

Shot counts stream straight off the presses, so preventive maintenance is triggered by real usage — not a guess on a wall planner. Maintenance logs write themselves, and agents chase the work until it's signed off.

Fixtures & poka-yokes

Every error-proofing device is challenged daily with Red Rabbit checks — known-bad parts that must be rejected. Results are captured as data, not ticks on paper. A poka-yoke that would pass a bad part never gets the chance.

Calibration

Gauges, CMMs, torque tools — every quality asset sits on a calibration register owned by an agent. Due dates are tracked, bookings made, overdue items escalated. Nothing measures anything it isn't certified to measure.

Asset
Rule
Status
Tool T-0412 · IP dash bezelInjection mould · Press 07
PM every 50k shots
✓ Serviced · 4,180 shots ago
Fixture F-118 · J34A lid assyPoka-yoke · Line 12
Red Rabbit daily, start of shift
✓ Challenged 06:12 · rejected
CMM probe · Quality labCalibration register
Calibrate every 12 months
Due in 5 days · booked
Torque driver ST-22 · Line 4Calibration register
Calibrate every 6 months
Overdue · escalated to QM

Behind every row sits a customised maintenance sheet — the tasks, intervals, spares and standards specific to that tool or fixture, not a generic checklist. Maintenance plans run on the asset registers themselves, completed on mobile at the machine, and AI agents handle and monitor the whole cycle: scheduling the work, issuing the sheet, checking it was done properly, logging the history, and escalating the moment anything slips.

Quality that watches silently

SPC on everything.
Noise on nothing.

Every measurement, every inspection result, every reject flows into the platform — and AI agents run statistical process control on all of it, continuously, in the background. Control rules, trends, drift, capability. The full analysis a quality engineer would do if they had infinite hours.

They say nothing until something is statistically real. Then the right quality engineer gets an immediate notification on Teams or WhatsApp — chart attached, rule violated, line and characteristic named — while there's still time to act before a single bad part ships.

Engineers stop staring at charts. The charts stare back — and speak only when it matters.

X̄ chart · Door trim clip force · Line 12 UCL LCL Trend + UCL breach → Quality engineer notified · 8s
People, empowered

Perfect information. Visible progress.
Real accountability.

The factories that win aren't the ones with the most automation — they're the ones where every person knows exactly what's happening, can see themselves getting better, and owns their result. MetisEI is built on that belief.

Empower

Perfect real-time information, in every pair of hands. The operator, the line leader, the material handler, the quality auditor — each sees exactly what they need, the moment they need it, on the device in their pocket. Nobody guesses. Nobody waits to be told. The best decision becomes the easiest one to make.

Improve

Every trend tracked, every gain visible. Efficiency, right-first-time, scrap and cost of quality trended by line, by team, by person — so improvement isn't a feeling, it's a curve you can watch rise. Daily coaching nudges, a bonus league, and small wins celebrated. Progress people can see is progress people fight for.

Hold accountable

Every critical function, owned and measured. The resource map holds every key person to their function, feeds them what they need to perform, and measures how well they actually do it — with gaps surfaced straight to general management. Nobody can quietly underperform, and nobody's good work goes unseen.

And it's an AI engineers trust. MetisEI never simply agrees. Every correction is assessed before it's accepted — if an engineer insists something is right and it isn't, MetisEI holds its position, with reasoning. In a safety-adjacent environment, that isn't a feature. It's a requirement.

Talk to your factory

Ask it anything. It already knows.

Because the data is structured and connected, a voice layer sits on top. No dashboard to interrogate — just a conversation with a living factory.

"Which lines ran inefficient this shift, and what caused it?"
Three lines below target. Line 7 lost 42 minutes to a recurring fixture fault — the same one flagged twice last week. Line 12 was starved on injection-moulded skins; a works order is already raised. Line 4 is a manning gap — two operators out, no cross-trained cover on station 5. Want me to draft the fixture 8D and re-balance line 4?
Listening across every connected line
Who it's for

Built for every role on the floor and above it.

From the engineer authoring a DFMEA to the director accountable for the whole plant — MetisEI meets each person where they work.

Design Engineers
Author DFMEAs and drawings
  • First-draft DFMEAs and control plans from your validated history
  • Weeks of document creation cut to hours
  • Safety-critical characteristics cross-referenced to validation evidence
  • Design changes flag every downstream document automatically
Quality Engineers
Live in PFMEAs and control plans
  • Control plans aligned to PFMEA outputs, not templates
  • PFMEAs, control plans and KC lists checked against each other
  • Gateway document status at a glance
  • IATF audit packages assembled in seconds
Quality & Engineering Directors
Accountable for system performance
  • Gateway status across every programme — just ask
  • One global QMS, every plant, every language
  • IATF readiness gaps known before the auditor arrives
  • Engineering gaps surfaced before they become customer issues
Operations & Plant Leaders
Accountable for output and cost
  • Live efficiency, scrap and cost-of-quality by line and centre
  • Labour balanced to demand and held to target automatically
  • Line-down and material issues routed to the right person in seconds
  • Ask the factory anything, by voice, and get an instant answer
Case study · Proving ground
CT
CTAutomotive

Not built for the automotive industry.
Built inside it.

MetisEI was not proven on synthetic data or a demo line. It was built and hardened inside CT Automotive — a Tier 1 interior-trim manufacturer supplying the world's most demanding OEMs — on the real documents and live production that go through PPAP and in front of IATF auditors.

Company
CT Automotive Group
Sector
Tier 1 interior trim
Proving site
CT Puebla, Mexico
Footprint
Mexico · China · Turkey · India

The challenge

A high-mix interior-trim plant running injection moulding, spray, sewing and kinetic assembly against fluctuating automotive demand — with utilisation, scrap, labour balance and quality all managed in spreadsheets and heads. Problems surfaced only after they'd already cost a shift.

Engineering documents drifted out of sync across sites. Line-down events waited on someone walking past. Nobody had one honest, live picture of the factory.

What went live

  • Assembly and moulding lines connected into live production monitoring
  • EDI and Business Central demand read automatically into capacity planning
  • AI agents rolling out across production, supply chain, quality and finance
  • The knowledge base — PFMEAs, control plans, SIPs — linked to the floor
  • The WhatsApp nerve system directing handlers, leaders, quality and stores
  • Voice interface to interrogate any line, any cause, any cost in seconds
3 → 30
AI agents live and scaling across the plant's core functions
±6%
labour held to target automatically, reported to HR
Live
cost-of-quality visible per line, not weeks after the fact
Mins → Secs
line-down response, with the fix routed to the right person
The bottom line
+30%
improvement in operating profit — the net result of the whole system compounding across the plant.
Direct & semi-direct
Labour productivity up. Dynamic manning, skills-matrix balancing and live line direction keep every operator productive and utilisation high.
Indirects
Reduced through agentic AI. Planning, reporting, chasing and coordination handled by agents — fewer indirect hours to run the same output.
Material waste
Down, quality up. Right material dried and staged on time, scrap caught live at the line, cost of quality visible as it happens.
Expedite freight
Slashed. Demand read eight weeks out and works orders raised before stock runs short — problems planned away instead of flown in.

"We didn't set out to build a product. We set out to run our own factory better — and ended up with a system we'd put in front of any Tier 1 in the world."

Simon Phillips · CEO, CT Automotive Group
Listen · The case study

From darkness to intelligence: the CT Mexico story

A radical transformation, told in ten minutes — how a classic factory running on paper and instinct became one of the most sophisticated AI-managed manufacturing operations anywhere, powered end to end by MetisEI and its agentic AI workforce.

9 min listen · Generated from the CT Mexico transformation record
CT Automotive supplies
Implementation

From a normal factory to a fully digital AI factory. In six months.

Our own highly experienced AI engineers drive the entire transformation — from connecting the first machine to a fully autonomous, self-reporting plant. We're not theorising about how this might work.

We know exactly what to do.
Because we've already done it — in our own plants, on our own lines, with the same machines, standards and OEM pressure your factory runs under.
Month 1

Connect & baseline

Lines, machines and Business Central wired in. The true picture of the plant, captured for the first time.

Month 2

Knowledge live

Engineering documents uploaded, linked and cross-checked. The knowledge base starts learning your factory.

Month 3

First agents

Production monitoring and the WhatsApp nerve system go live, directing people in real time.

Month 4

Closed loop

Demand-driven planning flexes the lines and balances labour automatically, reporting to HR.

Month 5

Quality in the loop

Vision, MES and quality triangulated. Cost of quality visible live, per line.

Month 6

Digital AI factory

Voice interface on. The full agent estate running. A factory you can talk to and trust.

How it works

As simple as having a conversation.

No new systems to learn. No dashboards. No forms. Just ask MetisEI what you need — it already knows your factory.

01

Connect & upload

Drag in your documents and wire in your lines and machines. MetisEI reads, extracts and embeds — and understands your whole ecosystem.

02

It learns your plant

Your engineering rules, programme history and quality decisions embedded. It knows which failure modes have appeared before, and your team's way of working.

03

Everyone works conversationally

Type or speak. Generate a draft, check consistency, find a document, route an approval, direct the floor — in any language, on any device.

04

It gets smarter every day

Every correction assessed and embedded permanently. In twelve months it knows your patterns at a depth that takes a new engineer years. It never forgets.

Security & data protection

Enterprise-grade. Your data never leaves your control.

Built to clear Tier 1 and OEM procurement security from day one — the questionnaire your customers send is already answered.

Access control

Two-factor authentication

2FA mandatory for every user — no access without a verified second factor.

Role-based access

Administrator, Quality, Design, Viewer. Each role sees only their programmes.

Single sign-on

Azure AD, Okta, Google Workspace. Company credentials, no separate password.

Full session audit log

Every login, view and download logged with user, time and IP.

Data protection

End-to-end encryption

TLS 1.3 in transit, AES-256 at rest. Documents, data and conversations.

Data residency, your choice

Stored in your region — UK, EU or US. Never moved without written consent.

Dedicated tenancy

Every customer isolated. No shared databases, no cross-customer exposure.

Penetration tested

Regular third-party testing to OWASP standards, findings remediated to SLA.

Compliance

ISO 27001 — target at launch

Information security certification required by many OEM procurement teams.

GDPR & UK GDPR

Full compliance. DPAs available. Erasure, portability and breach notification.

SOC 2 Type II — post-launch

Independent audit of security, availability and confidentiality within 12 months.

OEM supplier security ready

Built to VW Group, Ford and Stellantis supplier codes. Pre-assessment on request.

2FA mandatoryAES-256TLS 1.3Dedicated tenancyISO 27001 targetGDPR compliant
Get in touch

It's time to power on.

Book a demonstration and see MetisEI run on your own factory — your documents, your lines, your machines.

No sales pitch. A real demonstration on your own documents and lines.