Blog
Practical notes on AI, automation, and web development. Short reads, concrete takeaways.
4 min read30% Less AI Costs: A Token Savings Checklist
You pay for tokens (like characters in SMS). Here’s a checklist to cut your bills by ~30% in one day: shorter prompts, response limits, batching, smaller models, thread shortening, fewer images/videos, JSON, RAG, and measuring 'successful task cost'. Simple and no system overhaul
Read more
5 min readDon't Confuse Open-Weight AI with Open-Source — It Costs More
Open-weight is not open-source. I explain the difference, hidden costs of computing power, licenses, updates, GDPR, and the illusion of 'no lock-in'. Here are simple decision criteria for Polish SMEs.
Read more
5 min readFor Small Business Owners: ROI of AI Agents with Engineer Support
Do AI agents with engineer support provide real ROI for small businesses? Here’s a simple formula for successful task costs, a full cost breakdown, and profitability thresholds for customer support, lead qualification, and data entry.
Read more
6 min readIs ChatGPT for Small Business Worth It in Poland?
Is it worth adopting ChatGPT for Small Business in Polish SMEs? Here’s a simple decision tree: when the program pays off, when ChatGPT Work, no-code (Zapier/Make/n8n), or a cheaper model like Gemini 3.6 Flash are better. Plus GDPR and oversight.
Read more
5 min read7 Rules for Long-Distance AI Agents — Fewer Mistakes, More Impact
A simple checklist for SMEs: 7 rules to set up in Make/Zapier/n8n without coding. Time and cost limits, checkpoints, progress pings, action logs, and GDPR-compliant safe memory — plus AEO/GEO-friendly logs.
Read more
6 min read12% More Leads Recovered — Voicebot ROI by the Numbers
A simple ROI model for a voicebot that calls back lost contacts. Clear numbers, no jargon: cost per successful call, conversation effectiveness, lead value. GDPR rules, CRM codes, and a 14-day pilot plan.
Read more
5 min readWhy You Should NOT Measure AI ROI in 'Hours'
'Hours saved by AI' sounds appealing, but rarely reflects reality. Replace it with a 4-point scorecard you can calculate in 2 weeks—no coding required.
Read more
4 min read9 Steps: Visual Search That Sells
A simple checklist for e-commerce owners: 9 steps to make product images understandable for visual search and AI agents. No coding required.
Read more
4 min read5 Decisions Before Setting Up robots.txt for AI Agents
Before allowing AI agents on your site, decide: why you’re doing it, what content to show, who to let in, what limits to set, and how to measure the results. Simple, no coding required.
Read more
5 min readChatGPT Work vs Zapier/Make: What to Choose for SMEs in 2026?
A straightforward comparison for SMEs: when to use ChatGPT Work (an agent for files and applications), when Zapier/Make is better, and when to combine both. Examples from Inbox, CRM, reports, costs, control, and GDPR.
Read more
6 min readFor Companies with 10-50 Employees: ROI of Microsoft 365 Copilot with
A fresh, numerical way to check in 14 days if Microsoft 365 Copilot with GPT-5.6 is worth it for companies with 10-50 employees. A simple ROI sheet and breakeven thresholds.
Read more
4 min readDoes GraphRAG Make Sense for Small Businesses? A Decision Tree
Decision: GraphRAG or simpler RAG/FAQ? Here’s a non-technical decision tree based on question complexity, compliance, error risk, and maintenance costs, using a city map analogy.
Read more
Let's talk
about your project
The consultation is free and no-strings-attached. We'll review your needs and I'll suggest concrete solutions.