From AI Pilot to Rollout: How to Avoid Pilot Purgatory
·4 min read·Fryderyk
aidlafabryk.pl · notes
AI in Manufacturing: Practical Notes for Factories.
AI adoption in mid-sized manufacturers (50–500 people), no hype, no marketing. Case studies, architectures, ROI, and ready-to-use workflows.
Manufacturing9 notes
Case studies, ROI and go/no-go decisions. AI in mid-sized manufacturers, 50 to 500 FTE.
AI in Production Planning: Where It Helps, Where It Fails
·5 min read·Fryderyk Pryjma
Build vs Buy AI in Manufacturing: Own Model or Off-the-Shelf
·4 min read·Fryderyk Pryjma
AI in manufacturing5 notes
Practical notes on AI applications in manufacturing: documentation workflows, service, sales engineering, ROI in mid-size factories.
AI in a mid-sized factory in 2026: what stuck, what fell away
·4 min read·Fryderyk Pryjma
AI for Service Knowledge Management: Feeding the System and Its Limits
·5 min read·Fryderyk Pryjma
The AI Service Assistant: Why a Mid-Sized Manufacturer Is a Strong Candidate
·5 min read·Fryderyk Pryjma
On-prem2 notes
AI deployments outside the public cloud. When it pays off, what it costs, what to weigh.
On-Premise vs. Cloud AI for Manufacturing: What to Choose and When
·4 min read·Fryderyk Pryjma
Local LLM on a Company Server: What Hardware You Need (GPU, VRAM)
·4 min read·Fryderyk Pryjma
Work automation4 notes
Automating the technical office, quoting and service. Drawing-to-offer and AI in sales engineering.
How much data does an AI assistant in the technical office need: real sizing
·5 min read·Fryderyk Pryjma
AI in technical documentation quality control: what it catches, what it misses
·6 min read·Fryderyk Pryjma
AI in the engineering design office: what it really automates and what it just promises
·6 min read·Zespół aidlafabryk.pl
RAG2 notes
Retrieval-Augmented Generation in manufacturing: how AI learns your documentation without hallucinating.
RAG Without Hallucinations: Chunking, Retrieval and What Drives Answer Quality
·4 min read·Fryderyk Pryjma
RAG for Technical Documentation: How AI Uses Your Manuals and Service Records
·4 min read·Fryderyk Pryjma