Insights on operational AI
and automation
We show you, in practical terms, how to identify the processes worth automating, remove operational bottlenecks, and multiply the productivity of your existing team of experts without additional hiring.
Articles
Proof, pricing, maintenance, data, running cost, ownership and metrics
Choosing an AI consultant: 7 questions before you sign
Choosing an AI consultant is rarely settled in the demo. These seven questions separate the vendor who takes AI into production and keeps it running.
Extraction, calculation, cross-reference and applying conditions: where a human check is needed
When Can You Trust AI with Invoices and Contracts?
In our test, AI extracted data from invoices and contracts with 98-100% accuracy, but the best model applied conditions correctly only 83% of the time. How to split the work.
What causes degradation, how to spot it and how to prevent it
Why Does AI Automation Degrade Without Ongoing Development?
AI automation degrades because its environment changes, even though the model doesn't. Five causes, the metrics to watch and what ongoing development means in practice.
The implementation price, what drives it, and how to calculate payback
How Much Does Automation Cost? Price and Payback Period
How much does AI automation cost? Implementing one target typically costs €5,000–28,000, and running the AI model €10–40 a month. Here is what drives the price and how to calculate the payback period.
An invented answer and a needless refusal stem from the same instruction
AI Hallucination in Business Documents: What Our Test Found
Does AI invent facts that are not in the document? The weakest model we tested did so on 41% of trap questions, the best never. Their flaw was excess caution.
When no-code is enough for an SME, and when it is not
Zapier, Make, Power Automate or Custom API Integration?
Zapier, Make and Power Automate are enough for simple workflows. Here is how an SME can tell when it needs a custom API integration, and what each option costs.
How it differs from IoT, robotics and automation
What Is Physical AI? A Plain-Language Guide
Physical AI perceives, interprets and acts in the physical world. Learn how it differs from IoT, robotics and automation, and which part already works today.
Six models, 250 questions: where local AI is enough and where it is not
Local LLMs for Finnish Business Documents: Six Models Tested
We tested six local LLMs with 250 questions on Finnish invoices, contracts and minutes. Extraction works almost perfectly. Applying conditions does not.
How the running cost is built and kept in check
What Does Running AI Cost Per Month?
What does running AI cost per month? How the bill is built, what a typical automation consumes, and the four moves that keep the cost under control.
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