Unstable detailed scheduling
Rush orders, machine failures and missing material upset every plan — adjustments happen by shout-out and Excel.
industries · Production & Manufacturing
AI in Production and Manufacturing
Manufacturers are under double pressure: costs and delivery times have to come down while batch sizes shrink and products become more varied. Artificial intelligence (AI) helps exactly here — with better forecasts, more stable processes and less manual routine work.
Getting started rarely fails on technology but on the question of where to begin: detailed scheduling, quality, maintenance or administration? We answer it with a structured process analysis and prioritise use cases by benefit, data situation and risk.
Our solutions run where your data lives — on premise at the line or in a GDPR-compliant data centre. And your team learns in funded training to operate and develop the systems themselves.
challenges
Where the industry gets stuck
Scrap and rework
Root causes hide in process parameters that nobody evaluates systematically. Scrap eats margin.
Skills shortage at the line
Experienced setters and maintenance staff are missing — their know-how is documented nowhere.
Paper and isolated solutions
Shift logs, inspection records and maintenance reports sit on paper or in separate systems — little of it can be analysed.
use cases
Concrete AI use cases
Six entry points proven in practice — each connected to your existing systems and data.
AI-supported detailed scheduling
Algorithms recalculate machine allocation and sequences under real constraints as soon as orders or capacities change.
Scrap root-cause analysis
AI correlates process parameters with quality data and shows which variables drive scrap — the basis for stable processes.
Predictive maintenance
Anomaly detection on machine data speaks up before bearings, spindles or drives fail.
Digital shift log
Voice notes and photos automatically become structured shift handovers — searchable for all shifts.
OEE and KPI dashboards
Availability, performance and quality come together live — with AI commentary explaining deviations.
Automated inspection documentation
Inspection reports and initial sample reports are generated AI-assisted from measurement data — standard-compliant and without double entry.
services
How we support you
Process Analysis
We make manufacturing and administrative workflows transparent and find the use cases with the greatest leverage.
AI Integration
Connection to MES, ERP and controllers — automation with RPA and AI models that fit your line.
AI Training
From operator to plant management: funded training for the safe use of AI in manufacturing.
Use funding
Manufacturers in Saxony often combine the SAB digitalisation grant for implementation with the Qualifizierungschancengesetz for training the workforce. Nationwide, the Qualifizierungschancengesetz funds further training for your employees with up to 100% of course costs — Sellium is an AZAV-certified training provider.
faq
Frequently asked questions
Do we need new sensors before AI delivers anything?
No. Many use cases use data you already have: ERP orders, quality data, shift logs, controller data. New sensors only pay off when a specific use case requires them.
How quickly will we see results?
We start with a clearly scoped pilot on one line or in one process. That produces a reliable result early, before you roll out more widely.
What happens to our production data?
It stays under your control. We implement solutions on premise or in GDPR-compliant data centres and regulate access through a clean role concept.
Does AI replace our planners and setters?
No — it takes calculation and search effort off their plate. Decisions on priorities, setup sequences and quality stay with your experts, who get better foundations for them.
Is there funding for digitalisation in manufacturing?
Yes. In Saxony the SAB funds SME digitalisation projects with grants, training runs via the Qualifizierungschancengesetz, development projects via the research allowance. Details on our funding page.
about sellium
Who is behind this content
This page is created and maintained by Sellium GmbH — a 360° AI agency from Chemnitz. Behind the content is the team around Dr. Christian Lohse, David Kempe, Hendrik Morawetz and Alexander Schuster, who analyse, implement and teach AI projects in mid-sized companies. All information on funding programmes is based on the official sources linked below and is reviewed regularly.
AZAV-certified training provider — selected courses are also AZAV-certified.
- ✓ Privacy First AI: GDPR-compliant, EU AI Act in view
- ✓ 100% data sovereignty possible — on premise or private cloud
- ✓ Based in Chemnitz — personally available across central Germany
Sources for funding information: Sächsische Aufbaubank (opens in a new tab) · Federal Employment Agency (opens in a new tab) · Federal funding database (opens in a new tab)
contact
Let's talk
Happy to help with anything AI. We will get back to you promptly.
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We will get back to you shortly. If it is urgent, you can reach us at +49 371 524 99 140 or contact@sellium.ai.