Fourteen tasks where AI pays for itself

Sellers on Wildberries, Ozon and Avito, service businesses with 20 to 200 enquiries a week

• Simple bot for one channel — from 15,000 ₽: answers from your price list and common questions
• Turnkey pilot — from 60,000 ₽: clarifies the request, sorts enquiries by topic and passes urgent ones to your Telegram
• Project — from 150,000 ₽: all channels at once, a connection to amoCRM or Bitrix24, team training
• An assistant like this works on this site: you can ask it a question in the corner of the screen

Dental clinics, barbershops, car repair shops, law firms, delivery services

• Runs on Vapi or Bland AI, two platforms for voice agents. The voice comes from ElevenLabs, a speech synthesis service, and the answers from GPT-4o or Claude
• Books clients into YClients, Open Dental or another booking system with an API
• Answers common questions from your knowledge base and passes complex ones to an operator
• Where the law requires it, asks the caller for consent to record at the start of the call. I store the data where your local rules require, for example in an EU region

Beauty salons, clinics, car repair shops, spas

• One scenario covers both phone calls and chats
• Connects directly to YClients, Dikidi or another booking system with an API
• Reminds the client by Telegram and SMS the day before the visit
• Reschedules and cancels bookings without an administrator

Hotels, cafes and restaurants, retail chains with three or more locations, medical centers, car dealers

• When an order is closed in 1C or your CRM, every customer gets the same message: a thank-you and links to leave a review on Google Maps, Yandex Maps or 2GIS
• A short quality survey goes out separately. You hear about a low score right away and have time to contact the customer and fix the problem
• Replies are written in your company's tone
• A report on the ratings customers give each specialist and each type of job

Advertising agencies, B2B services, online schools

• Collects enquiries from any source: website, landing page, Avito, ads
• Sorts enquiries into groups automatically
• Sends follow-ups by email, WhatsApp and Telegram
• AI writes a personal message for each customer

Accounting (50–500 invoices a month), HR, legal teams, manufacturers

• Reads PDFs, scans and photos
• Finds company details, amounts and counterparties in each document
• Sorts documents by template
• Exports the data straight to 1C or 1C-Bitrix

Advertising agencies of 5–30 people, in-house marketing teams

• Collects ads from the Facebook Ad Library and TikTok
• AI prepares 25–30 ad designs a week from a brief
• PDF or Notion reports go out to clients every Monday at 9:00 AM
• Apollo and Clay add data about each company

B2B companies with contracts from 200,000 ₽ a year, services for foreign markets, IT outsourcing

• Apollo is a database of companies and contacts: from it I pick the companies that fit your ideal customer profile
• Clay adds company data: revenue from SPARK, news, the technologies used on their website (BuiltWith)
• GPT writes each email using 4–7 facts about the company
• Instantly, an email-sending service: 8 mailboxes, A/B tests, a sequence of 4 emails

Companies with 50+ employees: support, HR, IT helpdesk, retail chains

• Accepts any documents: PDF, Word, Notion, Confluence
• Searches by meaning: finds the right passage even when the question uses different words
• Shows the source, so you can see where each answer comes from
• If the data is sensitive, the assistant can run on your own server

Companies with 100 to 1,000 employees on 1C, Bitrix24, amoCRM or RetailCRM, and their CTOs

• An MCP server for 1C through OData and web services
• MCP servers for Bitrix24, amoCRM and RetailCRM
• Ask in chat "how much did we sell in St. Petersburg in April?" and the answer comes straight from 1C in a few seconds
• Subscription: hosting, updates and consultations

B2B services with AI in the product, advertising agencies, online stores with AI in customer support, government clients with critical information infrastructure (CII)

• Option 1: express diagnostic — 1 day, 45,000 ₽
• Option 2: full audit — 2–3 weeks, from 400,000 ₽
• Option 3: ongoing support — from 52,000 ₽ a month
• Checks compliance with the personal data law (152-FZ) and readiness for the CII law (187-FZ)

Teams that already use AI in their product or customer support and don't measure the quality of its answers yet

• A set of test questions with correct answers
• Error analysis: I first describe each error in plain words, then group the errors by type
• Automatic checks: a second model grades the answers. Beforehand, I check its grades against a person's
• Measurement before and after the fixes, with a report in Braintrust, LangSmith or a separate document

Startups, small and medium businesses that need their own app, pilot projects at large companies

• iOS: Swift and SwiftUI, iOS 17 and later, publishing to the App Store
• Android: Kotlin and Jetpack Compose, publishing to RuStore
• Websites: React, Next.js, Astro. Pages are built in advance, so they open quickly
• Backend: Node.js, Python (FastAPI), PostgreSQL, Selectel

Advertising agencies, online stores on Wildberries, Ozon and Shopify, ad production studios, mobile game developers

• A PWA installs on the iPhone home screen, works offline and sends notifications on iOS 16.4 and later. In the fitness studio case study, the PWA takes up 1.2 MB and a regular app 47 MB
• Playable HTML5 ads (Cocos2d-js, Phaser) for Facebook, TikTok, IronSource, AppLovin and Unity Ads
• Astro landing pages load quickly. Enquiries are sorted into groups A/B/C/D, and company data is pulled by INN (Russian tax ID) from Dadata and SPARK
• Integrations: amoCRM, Bitrix24, YClients, YooKassa, Telegram notifications