Wedon'ttalkaboutwhatwecando—weshowwhatwe'veshipped

A fully automated Telegram bot with news from the world of AI, built by ai map founder Leon Nikolaev using vibe-coding. The bot discovers and publishes content on its own and helps users navigate popular AI products.

100% automated discovery and publishing · 100% vibe-coded

A Telegram bot with a mini-app for selecting services and a content factory for social media. We helped an entrepreneur from Armenia leave her day job and launch her own cleaning business.

3-in-1: bot + mini-app + content factory

The portal of the Eurasian Riichi Mahjong Association. It unifies club ratings across 4 countries with ratings from the Tenhou and Mahjong Soul online platforms. Sorting, tournaments and registration — all in one place. ai map is the technology sponsor, responsible for the portal's development and support.

4 countries in one system · 100% vibe-coded

An independent ranking of the Russian chatbot market. Two cuts: 27 vendors by cases delivered for Top-100 brands (BrandLab 2025) and a ranking of 55 SaaS bot builders by branded queries in Yandex. A market study we run and update ourselves.

27 vendors · 55 SaaS platforms · Topvisor + BrandLab data

The brief was to put together a website that elegantly showcases the client's teaching practice — enormous bureaucracy and a mountain of specific materials that couldn't be missed. The website was built in 1 day; checklists for required materials and project oversight were also delivered. The entire project — 2 weeks.

1 day — website · 2 weeks — full project with materials oversight

Coworking residents were booking the Skype rooms and meeting rooms on paper — we launched a bot for reservations. A quick solution to a real problem.

0 paper notes — all booking via the bot

The founders' first family project. A VKontakte bot that teaches the Korean alphabet from scratch. The case was featured at VK's “Sales on VKontakte” conference as one of the most successful examples of selling paid courses and subscription-based payment mechanics.

45,000 users learned the alphabet · 3 years live · demo at the VK conference

An experiment by ai map founder Leon Nikolaev — a fully automated content factory. Zero ad spend, smart automation and cross-posting.

150,000 monthly visitors · $0 on ads · 2 years

Migration of 2,000 legal entities to a new contract with automated generation and signing of documents. Delivery time — 4 months.

2,000 legal entities migrated · 24M RUB saved for the client · 4 months

Multilingual automation of inbound tickets: topic detection, best-fit answer selection and ticket routing. A very similar mechanic, but in a gamified version, was delivered in the VkusVill case we built together with Smartbot.

Building a low-code team from scratch at KTS: started as a bot-building squad and grew into a full low-code development practice.

Top-10 and top-100 Russian companies as clients · #1 by cases delivered