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AI Inside Your ERP: What Can the Built-In Intelligence Actually Do?

Krisztian Eyssen, Krisztian Eyssen

AI Inside Your ERP: What Can the Built-In Intelligence Actually Do?

The first question is not what it can do but whether it is there at all: **Community has no AI, Enterprise 18 has none either, 19 has it — but the default assistant cannot modify data.** What is there is not an Odoo model either: OpenAI or Gemini runs behind it, and on your own server your own key is mandatory. The vendor publishes no accuracy figure anywhere.

Odoo Intermediate Business owner Tool review Business, Law & Security

Sep 13, 2026

Local AI Runners: Which One to Pick

Krisztian Eyssen, Krisztian Eyssen

Local AI Runners: Which One to Pick

The most important thing to know: **Ollama, LM Studio, Jan, KoboldCpp and Docker Model Runner all use the same engine** — llama.cpp, and MLX on a Mac. They do not differ in speed but in the packaging and in the **defaults**. And the defaults are exactly where the trap is: Ollama **truncates at 4,096 tokens** out of the box, even when the model could handle 256k.

Beginner Developer Tool review Ollama Data, RAG & Self-Hosted AI

Sep 13, 2026

AI in Code Review: Which Bots Are Worth It

Krisztian Eyssen, Krisztian Eyssen

AI in Code Review: Which Bots Are Worth It

In an independent measurement, the precision of AI review agents is **3.2–5.1%** — roughly one comment in twenty lands. In a peer-reviewed vendor study, meanwhile, **38.7%** of the comments triggered a code change and PR turnaround got **30.8%** shorter. Both are true. They are not measuring the same thing — and that is what this post is about.

Advanced Developer Tool review Coding & Development

Sep 13, 2026

Browser and Computer-Use Agents: Real Uses

Krisztian Eyssen, Krisztian Eyssen

Browser and Computer-Use Agents: Real Uses

In April 2024 the best model solved **12.24%** of computer-use tasks; a human solved **72.36%**. In August 2026 the best number is **85.96%**. So the capability is there — the question is the cost. And it does not grow linearly, it grows **with the square of the step count**: 6.7 times more steps means a **34 times bigger bill**. The biggest turnaround, though, is somewhere else entirely: the agent that **writes code instead of clicking** is cheaper and more accurate at the same time.

Intermediate Business owner Tool review Agents & Automation

Sep 13, 2026

Krisztian Eyssen, Krisztian Eyssen

Avatar Video for Business: When It Works

You type the script and a person says it to camera. For internal training and multilingual product video this genuinely works today. Two studies point the same way, though: learning does not suffer, trust does.

Beginner Marketer Tool review HeyGen ElevenLabs Video & Audio

Sep 12, 2026

Krisztian Eyssen, Krisztian Eyssen

Logos and Brand Assets: What AI Can and Cannot Do

Twenty logo variants in five minutes, for free — and you still will not be ordering a shopfront sign from any of them. There are three reasons, and none of them is a matter of taste: the file format, the trademark and the resemblance.

Intermediate Marketer Tool review Images & Design

Sep 12, 2026

Model Routers: One Key, Many Models

Krisztian Eyssen, Krisztian Eyssen

Model Routers: One Key, Many Models

One integration, five hundred models. This is the only sane way to try ten of them — and it has three hidden prices worth knowing in advance. On top of that, four different things get called a model router, and which one you mean matters.

Advanced Developer Tool review OpenRouter Models & Market

Sep 11, 2026

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