Insights and Trends Blog

Stay updated with the latest insights, trends, and tips across various topics to keep ahead of the curve.

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Industry Insights

How do you respond smartly to developments within the metalworking industry?

The metalworking industry has undergone a number of innovations in recent decades. Many companies knew how to take advantage of this but a few missed the boat and had to close their doors.

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From Software to Agents: What the Next Leap in Metalworking Looks LikeAI & Automation

From Software to Agents: What the Next Leap in Metalworking Looks Like

Metalworking is entering a new era — not just smarter software, but agentic systems that capture specialist knowledge and scale expert judgment across the business. A CEO's perspective on why this shift matters and what it means for the industry.

Customer Data Management as a Core Part of the Quotation Factory VisionTechnology & Innovation

Customer Data Management as a Core Part of the Quotation Factory Vision

How Quotation Factory uses Customer Data Management and Segment to connect quoting workflows, project events, and lifecycle data into a unified customer journey — creating visibility, traceability, and operational intelligence for metalworking businesses.

The Smart Factory Signal: It’s Not Token Burn, It’s Where the Tokens BurnAI & Automation

The Smart Factory Signal: It’s Not Token Burn, It’s Where the Tokens Burn

Token burn alone is not a reliable signal of AI maturity. What truly matters is where tokens are being consumed — in transformation programs or in the daily operations of the factory itself. A framework for distinguishing AI ambition from real operational intelligence.

From Rigid Standards to Semantic SystemsTechnology & Innovation

From Rigid Standards to Semantic Systems

Why the LLM era changes how we think about B2B integration. Exploring the shift from rigid, standards-based message formats like UBL and SCSN to semantic, agent-driven collaboration — and what this means for the future of digital supply chains in metalworking.

Excel Isn’t “Outdated” — Misusing It IsTechnology & Innovation

Excel Isn’t “Outdated” — Misusing It Is

Excel isn't the problem — misusing it is. A practical look at the difference between Excel as a database (bad) and Excel as a calculation engine (powerful), and how Quotation Factory uses spreadsheet-based estimators within a governed, versioned platform to model complex quoting and manufacturing logic.

MCP: How AI Connects Directly to Your Business Data in Quotation FactoryAI & Automation

MCP: How AI Connects Directly to Your Business Data in Quotation Factory

Quotation Factory now has a native MCP server — allowing AI tools like Claude or ChatGPT to connect directly to your project data. Read project overviews, create new projects, upload CAD files, and generate quotes, all from your AI environment. Here's what's already possible and the bigger vision of AI agents that automate your entire RFQ intake.

Why AI Is Not a Feature for Quotation Factory – But a New FoundationAI & Automation

Why AI Is Not a Feature for Quotation Factory – But a New Foundation

Based on a livestream with Wim Dijkgraaf, founder & CEO of Quotation Factory – why AI is not just another feature but a seismic shift in how software is built, and how Quotation Factory is transforming into an agentic development company and manufacturing operating system for high-mix, low-volume manufacturers.

How Seven Years of Runway and the Rise of AI Changed the Way I ThinkBusiness & Strategy

How Seven Years of Runway and the Rise of AI Changed the Way I Think

Seven years of startup runway and the rise of AI forced me to rebuild my entire way of thinking. Here's what I learned — and why it matters for manufacturing leaders navigating the AI era.

From Scripts to Signals: Why High-Mix, Low-Volume Factories Need Event-Driven ThinkingTechnology & Innovation

From Scripts to Signals: Why High-Mix, Low-Volume Factories Need Event-Driven Thinking

Why high-mix, low-volume factories need to shift from scripts and file watchers to event-driven architecture. Learn the difference between messaging and events, and how this foundation enables AI-ready, self-learning production systems.

The Quote Factory Operating SystemBusiness & Strategy

The Quote Factory Operating System

Rethinking High-Mix/Low-Volume manufacturing through commercial precision. Learn how quoting operates as a high-volume, high-precision prediction system and why the Quote Factory Operating System (QFOS) is essential for scaling HMLV businesses.

ERP Is Doomed – Especially in High-Mix, Low-Volume ManufacturingAI & Automation

ERP Is Doomed – Especially in High-Mix, Low-Volume Manufacturing

“ERP is doomed.“ When I write or say that, people react. Some ERP vendors get defensive. Some customers get worried and ask: “Wim, are you saying ERP will disappear?“ This article explores why traditional ERP is fundamentally incompatible with an AI-driven world, especially in high-mix, low-volume manufacturing.

Smart Factory ≠ More Apps: What 2025 Taught MeAI & Automation

Smart Factory ≠ More Apps: What 2025 Taught Me

In 2025, green numbers finally appeared on our dashboard. But profitability felt more like coming up for air after almost drowning, not like winning a race. Here's what AI really taught us about smart factories.

The ExDA Manifesto for Intelligible OperationsTechnology & Innovation

The ExDA Manifesto for Intelligible Operations

ExDA: Expectation Driven Architecture. We are uncovering better ways of running complex systems by preserving expectations and learning from evidence.

From Unified Namespace to a Manufacturing 'Belief System'Manufacturing & Operations

From Unified Namespace to a Manufacturing 'Belief System'

A research exploration into learning operations in High-Mix Manufacturing. What if manufacturing systems explicitly preserved what they believed — not just what happened?

Fit2Train (part 3) - Decisions Are Your Real Production SystemManufacturing & Operations

Fit2Train (part 3) - Decisions Are Your Real Production System

Why High-Mix Manufacturing Doesn't Fail Because of Variability — but Because It Can't Learn. In high-mix manufacturing, your real production system is not your machines. It is the way decisions are made, revised, and remembered.

Why 'First Stability, Then Improvement' **Never** Works in High-Mix ManufacturingManufacturing & Operations

Why 'First Stability, Then Improvement' **Never** Works in High-Mix Manufacturing

Insights from my Fit2Learn live stream. In high-mix manufacturing, that calm moment you're waiting for almost never comes. Learn why waiting for stability before improving is a trap.

High Mix Is Not Your Problem. It's Your Advantage.Manufacturing & Operations

High Mix Is Not Your Problem. It's Your Advantage.

What if high mix doesn't hold you back, it just means bad decisions hurt faster? Intelligence does not grow from repetition. It grows from contrast.

The Computer Is Also Human: What 2025 Taught Me About Metalworking, Software and AIAI & Automation

The Computer Is Also Human: What 2025 Taught Me About Metalworking, Software and AI

Reflections from Wim's daily Metal Minutes – live from Brazil. In metalworking we are still in love with our machines. But more and more, our real leverage sits in what you don't see on the shop floor.

State Machines - the Hidden Engine of Every Digital-First Metalworking CompanyTechnology & Innovation

State Machines - the Hidden Engine of Every Digital-First Metalworking Company

Beneath all digital technologies sits one foundational concept that quietly determines whether your digital journey succeeds or fails: State machines. The logic that defines how a factory truly behaves.

A Major Leap Forward for Digital Transformation in MetalworkingTechnology & Innovation

A Major Leap Forward for Digital Transformation in Metalworking

Introducing the Next-Generation Edge Connector: Event-Driven, Workflow-Enabled, and Built for the Future of Manufacturing. The Quotation Factory Edge Connector has evolved into a full event-driven, workflow-oriented automation platform.

AI, Abundance and the End of Jobs as Our Operating SystemAI & Automation

AI, Abundance and the End of Jobs as Our Operating System

We're not just talking about jobs. We're talking about the end of the labour-based economy as our default operating system. The core message of Emad Mostaque's book The Last Economy and David Shapiro's work on Post-Labor Economics.

If you still pay six figures a year for ERP/CRM/PLM/MES licenses and “implementation partners”, this is for you.Technology & Innovation

If you still pay six figures a year for ERP/CRM/PLM/MES licenses and “implementation partners”, this is for you.

Because the uncomfortable truth is: commercial ERP, CRM, PLM and MES – as you know them today – are doomed. And that's good news for metalworking companies.

The Supply Chain Is Not a Process. It's a Thinking Game.Manufacturing & Operations

The Supply Chain Is Not a Process. It's a Thinking Game.

Most manufacturers still talk about their process as if it's a fixed, linear thing. Inquiry → estimate → order → production → delivery.

“Swing in Steel” — How AI Swarms Will Transform ManufacturingTechnology & Innovation

“Swing in Steel” — How AI Swarms Will Transform Manufacturing

By Wim Dijkgraaf, CEO & Founder of Quotation Factory In competitive rowing, there is a rare and almost mystical moment athletes call "swing." It's when the entire crew moves in perfect unison. The ...