Use Cases & Insights

AI That Actually
Works in Business.

Real-world AI applications across sales, operations, finance, and HR — with concrete outcomes and implementation detail, not hype.

14+
Use cases published
5+
Business categories
Free.
Always open access
Controlling Arduino Hardware from n8n — Including from an AI Agent

Controlling Arduino Hardware from n8n — Including from an AI Agent The Arduino UNO Q is a small Linux board with a co-processor microcontroller — think a Raspberry Pi and an Arduino Uno welded together, with a software bridge between them. It runs Docker. It runs n8n. And it has an on-board MCU that can read sensors, drive GPIO, and talk to I²C devices.

From Normattiva to Claude: A real AI use case for Italian Legal and Compliance Teams

If you haven't read our intro on MCP Servers yet, start there — it covers the full picture of where Agentic AI delivers the highest ROI, when connected to external data sources in real-time.

Read use case →
Claude chat interface showing an automated HubSpot blog post translation workflow with a before-and-after content preview
Managing a multilingual HubSpot site with Claude and MCP

If you run a HubSpot site in more than one language, you already know the routine. Open the source post. Copy the content. Paste it into a translation tool. Clean up the HTML it mangles. Open the HubSpot editor. Create the language variant. Paste back. Fix the slug. Update the meta description. Find the JSON-LD schema buried in the head HTML and translate the strings without breaking the markup. Publish. Repeat for every page.

Read use case →
AI agent interface querying NetSuite ERP data with a terminal showing successful tool calls and query results
Building an AI Agent for NetSuite: From Working Auth to Working Agent (Part 2)

The complete implementation guide: building the ADK agent, handling tool calls, and what happens when an LLM meets real ERP complexity.

Read use case →
Developer debugging OAuth authentication flow between an AI agent and NetSuite ERP on a laptop screen
Building an AI Agent for NetSuite: when "It just works" doesn't (Part 1)

A technical deep-dive into connecting Google's Agent Development Kit with NetSuite's ERP — the authentication challenges nobody talks about, and the research journey that led to a working solution.

Read use case →
AI regulations in Europe: what every Business must do before August 2026

The EU AI Act is already in force. Italian Law 132/2025 is live. GDPR now explicitly covers automated decisions. If you deploy AI in your business and haven't reviewed your compliance posture, the clock is running.

Read use case →
Italian business executives in a conference room discussing AI adoption strategy
AI adoption in Italian SMBs: what the data actually shows

Italy's AI market grew 58% in 2024. The share of Italian SMBs that have actually started an AI project sits at 15% for mid-sized companies and 7% for smaller ones — against more than 50% for large enterprises. That gap isn't explained by scepticism: 84% of Italian business leaders agree AI positively impacts productivity. Here's what actually explains the gap, and what successful adopters do differently.

Read use case →
Team presenting fine-tuned AI model results in a modern office boardroom
Fine-tuning vs RAG vs prompting: a practical decision guide

Every few months, a business asks us to fine-tune an AI model for their use case. Sometimes that's exactly the right call. More often, the problem they're trying to solve is better addressed by RAG or better prompting — faster to deploy and cheaper to maintain. Here's the decision framework that makes the difference.

Read use case →
Developer comparing small and large AI language models on a monitor
Small Language Models: Privacy, Cost and GDPR Compliance for European Businesses

Small Language Models: Privacy, Cost and GDPR Compliance for European Businesses A few months ago, an Italian manufacturing company asked me to review their AI setup. They had integrated a major US-based LLM API into their document processing workflow — invoices, purchase orders, supplier contracts. The system worked well. Then their DPO asked a simple question: "Where does that data go when we send it to the API?"

Read use case →
AI-powered chat interface integrated with an eCommerce shopping platform
OpenAI and Shopify  might transform ChatGPT into a Commerce platform

The boundaries between conversation and commerce are about to disappear. In a groundbreaking partnership, OpenAI and Shopify are developing a native checkout system that will allow ChatGPT users to discover, compare, and purchase products without ever leaving their chat interface. This isn't just another tech integration—it's a fundamental shift that could reshape how we shop online.

Read use case →

Ready to go beyond reading?

We Build the
Use Cases We Write About.

Every article in this section maps to something we've implemented for a real business. If a use case resonates, the next step is a 30-minute call to explore whether it fits your context.