AI Knowledge Assistant
Search thousands of PDF manuals and internal documents in seconds. Engineers get exact answers with source references, not a folder of links.
AI Automation
AI Automation for Manufacturing, CAD/CAM and CNC
We develop custom AI assistants, AI agents and workflow automation for manufacturing companies. Our solutions integrate with Autodesk Fusion, ERP systems, CNC machines, technical documentation and internal company knowledge.
AI automation complements, not replaces, the core of what we do: Autodesk Fusion integration and software development for manufacturing companies, and custom CNC postprocessors for machines across the shop floor.
18+ YearsCAD/CAM Experience
Custom BuiltAI Solutions
ManufacturingIndustry Focus
The Problem
Why Manufacturing Companies Need AI
Industrial AI isn't about replacing engineers — it's about removing the repetitive work that keeps them from engineering. Most manufacturing companies lose hours every week to the same few bottlenecks.
Without AI
- Engineers spend hours searching manuals and old project files for one answer.
- Programmers answer the same technical questions from colleagues every week.
- Sales teams manually prepare quotations line by line for every inquiry.
- Technical documentation is scattered across hundreds of PDFs and folders.
- Critical know-how exists only in the heads of a few experienced employees.
With AI Automation
- An AI knowledge assistant instantly finds the answer, with the source cited.
- AI drafts quotations directly from incoming customer emails.
- AI extracts dimensions, tolerances and metadata straight from drawings.
- AI automates repetitive parts of production planning and reporting.
- AI becomes a searchable, always-available extension of your company's knowledge.
What We Build
Typical AI Solutions We Deliver
Every engagement is custom, but most AI automation projects for manufacturing clients draw from the same catalog of building blocks — AI assistants, AI agents and document intelligence, wired into the systems you already use.
AI Document Search
Semantic search across manuals, drawings and specifications. Find the exact technical detail without reading the whole file.
AI Email Automation
Automatically draft replies and quotations from incoming customer emails, freeing sales teams from repetitive RFQ handling.
AI ERP Integration
Connect AI directly to your ERP and CRM systems, pulling stock, pricing and order data into every automated response.
AI Autodesk Fusion Assistant
An AI layer that helps CAM programmers work faster directly inside Autodesk Fusion, without leaving the software.
AI CNC Assistant
Answers programming and setup questions straight from your machine and controller documentation — no manual lookup on the shop floor.
AI Drawing Analysis
Extracts dimensions, tolerances and metadata directly from 2D and 3D drawings, speeding up quoting and planning.
AI Production Planning
Automates scheduling and resource allocation across the production line, flagging bottlenecks before they cause delays.
AI Workflow Automation
Connects CAD/CAM, ERP, email and spreadsheets into a single automated flow, removing manual re-entry between systems.
AI Technical Support
An internal AI assistant for service engineers, trained on manuals, service bulletins and repair history.
AI Reporting
Generates production summaries, KPI reports and shift handovers automatically from raw production data.
AI Quality Control
Analyses documentation and production records to flag inconsistencies and support traceability audits.
Across Your Organization
AI for Manufacturing Companies
CAD AI, CAM AI and CNC AI aren't limited to the design office. The same automation reaches engineering, production, sales and management — each with its own AI workflow.
Engineering
CAD AI and CAM AI working alongside the tools your engineers already use every day.
- Autodesk Fusion
- CAD
- CAM
- Tool libraries
- NC programming
Production
CNC AI and production automation that turn shop-floor data into fewer manual steps.
- CNC
- ERP
- MES
- Production planning
- Documentation
Sales
AI agents that handle the repetitive parts of customer-facing work.
- Quotations
- CRM
- Product configuration
Management
A knowledge assistant and reporting layer for oversight and decisions.
- Reports
- KPI
- Dashboards
- Knowledge search
In Practice
How AI Workflow Automation Actually Runs
Three examples of AI workflow automation we build most often — from a customer inquiry to a quotation, from a manual to an instant answer, and from raw production data to a decision.
Customer Email → Quotation
Customer Email
AI extracts information
ERP
Autodesk Fusion
Quotation
Cuts quote turnaround from hours to minutes, without extra manual data entry.
Manuals → Instant Answer
PDF Manuals
Vector Database
AI Assistant
Answer with Source
Every answer is traceable back to the exact manual and page it came from.
Production Data → Decision
Production Data
AI Analysis
Recommendations
Dashboard
Surfaces the one number a shift manager actually needs to see, not a raw data dump.
Under the Hood
Technologies We Work With
We pick the model and architecture to fit the job — cloud LLMs for speed, local models where data can't leave the building, and RAG (retrieval-augmented generation) so answers are always grounded in your own documents.
OpenAI
Azure OpenAI
Claude
Local LLM
Ollama
Python
C#
REST API
SQL
Vector Database
MCP
RAG
AI Integration
Systems We Integrate
AI automation only pays off once it's connected to where your team actually works. These are the systems we integrate with most often.
Real Experience, Not a Pitch
Built on 18+ Years of Manufacturing Integration
AI automation is the newest layer of what we do — the foundation is 18+ years of shipping production integrations for manufacturing companies. We already build the postprocessors and Autodesk Fusion deployments that run on Fanuc, Heidenhain, Siemens Sinumerik, Homag, Holzher and SCM controllers. Here is some of that work in practice:
GLEICH Aluminium
Streamlined NC programming for a 3-axis Doosan DNM 7500L machining center with a custom Fanuc postprocessor and Mimatic angle-head support.
Read the case study →Mizarstvo Grošelj
Unlocked 5-axis Kerrock solid-surface machining with a custom Autodesk Fusion postprocessor built for their controller.
Read the case study →Pith & Stem
Automated production of the DropTop folding wall table across three different CNC machines from a single Autodesk Fusion setup.
Read the case study →Prefer a technical deep dive? Read our integration guides for Holzher NC HOPS and SCM XCS, or see how automatic CAM programming in Autodesk Fusion batch-processes a whole folder of STEP and F3D models.
Process
How We Work Together
This process is run personally by Marek Skoták, so the same person who scopes your AI automation project also builds and supports it.
- 01
Consultation
We start with a conversation about where your team loses time — in documentation, quoting, production data or CAD/CAM workflows.
- 02
Analysis
We map the systems involved — ERP, Autodesk Fusion, PDFs, email — and identify the highest-impact automation opportunity.
- 03
Prototype
A working AI prototype built on a sample of your real data, so you can evaluate results before committing to full integration.
- 04
Integration
The prototype is connected to your live systems — ERP, CRM, Autodesk Fusion, SharePoint or internal tools.
- 05
Testing
Real users test the assistant on real tasks, while we tune accuracy, tone and edge cases.
- 06
Deployment
The solution goes live inside your existing software environment, with no disruption to daily operations.
- 07
Support
Ongoing monitoring, updates and fine-tuning as your production needs evolve.
FAQ
Frequently Asked Questions
The questions manufacturing companies ask most often before starting an AI automation project.
Can AI work with Autodesk Fusion?
Yes. We build AI assistants that work directly alongside Autodesk Fusion, answering CAM and modeling questions and connecting Fusion data to ERP, quoting and production systems.
Can AI search PDF manuals?
Yes. We turn your PDF manuals and technical documentation into a searchable AI knowledge assistant that answers questions in seconds and cites the source document, using retrieval-augmented generation (RAG) rather than guessing.
Can AI integrate with ERP?
Yes. We connect AI assistants and automations directly to ERP and CRM systems, so quotations, stock data and order information flow automatically without manual re-entry.
Can AI run locally?
Yes. Depending on your data sensitivity and infrastructure, we deploy solutions using cloud models such as OpenAI, Azure OpenAI or Claude, or local, self-hosted LLMs such as Ollama.
Is company data secure?
Data handling is designed around your requirements — from cloud-based setups to local, self-hosted models where technical documentation and production data never leave your infrastructure.
How long does implementation take?
A working prototype is typically ready within a few weeks. Full integration timelines depend on the number of systems involved and are scoped during the analysis phase.
Can AI automate quotations?
Yes. AI can read incoming RFQ emails, extract the relevant technical details, and prepare a draft quotation for your sales team to review and send.
Can AI analyse drawings?
Yes. AI can extract dimensions, tolerances and metadata from 2D and 3D drawings to speed up quoting and production planning.
Can AI connect to SQL databases?
Yes. We build AI integrations that read from and write to SQL Server and other databases as part of a broader automation workflow.
Do you provide custom AI development?
Yes. Every solution is built for your specific systems and workflows. We don't sell an off-the-shelf AI product — we design and integrate custom AI automation for manufacturing companies.