Articles
We share our experience of launching facilities, integrations and implementations.

Where the guest goes and why to know it: a map of tasks and a map of solutions
Tracking the movements of visitors is not one technology, but five different systems with a price difference of two orders of magnitude. We analyze which tasks they close, what level of accuracy is needed for each, and why the choice of technology is the last solution, not the first.

Bot for field technicians: photo report, geometry, act
We disassemble the bot for installers and service engineers: what he can do, how much re-visits cost, whether it's legal to track geolocation, why you can't trust the geometry in the photo, and when the act in the messenger is legally valid.

Search for Claude Code in Russia: selection and protection
The final article of the series on free search for Claude Code: what works for users from Russia, what is dangerous about the MCP search server, what is known about the quality and consumption of tokens, and the final cheat sheet "what to choose".

One summary for the entire network: all points on one screen
When there are more than one clubs, thermal baths or workshops, the figures from the managers come at different times and do not converge. We tell you what indicators to display on one screen, how to prepare data and how to replace Power BI in 2026.

Orders and warehouse in messenger: bot or 1C
A bot in MAX or Telegram collects orders quickly, but it will not issue checks, markings, USAIS and UPD itself. We are sorting out where the border runs, which 1C to choose for a small business and how to link a bot to it.

Browsers, scrapers, and closed services for AI agents
We analyze workarounds without a paid search API: an agent-controlled browser, Google scrapers, Crawl4AI and Firecrawl on our server, Gemini search delegation. At the end is a table of services closed in 2025-2026.

AI interviewer: why do the club's clients leave
Questionnaires and NPS show that customers are unhappy, but rarely explain why. Let's look at how the AI interviewer in the messenger finds out the reasons for leaving, what research says about this format and how to launch a survey without violating the laws on advertising and personal data.

Search without keys for Claude Code: SearXNG and others
Your SearXNG remains the most reliable free search for Claude Code: no keys, no quotas, no intermediary. We analyze its setup and trap with JSON, DuckDuckGo server, 12 projects with GitHub and local research stacks.

How to test a bot idea before development
We are analyzing how to figure out in a few weeks whether customers will use the bot: an interview without prompts, a demand test, a sample calculation, a price using the Van Westendorp method and requirements for consent to personal data.

What to automate first: calculation instead of intuition
Many automation and AI projects do not have a measurable effect because they start with the wrong task. We analyze the research, prioritization techniques and give a formula according to which you can select the first task in two weeks.

Search APIs with a free rate for Claude Code
We compare 15 services with the API: who has a free volume replenished every month, who is issued once, where the card is needed, which MCP endpoints work without installation and without a key. Data for September 2026.

Digital Employee: what the bot will take from the administrator
The administrator of a fitness club or thermal spa complex answers the same questions all day long. We are sorting out what can be given to a digital employee for September 2026, what to leave to people, in which messenger to launch the bot and how to accept payment in it according to the law.