Potok — AI implementation for business RU

AI Agent for Business in 10 Days: Takes Over 82% of Routine Tasks and Delivers Ready Results

50+ tasks from marketing, content, sales, analytics, legal, and even IT — faster and more accurately than a human

  • Runs on AI models available in Russia — no VPN, no foreign subscriptions, no risk of being cut off
  • Knows your business, not generic answers off the internet. Access — for your team only
  • Training for employees and managers is included
Discuss AI Agent in Telegram/MAX
Sergey Ezepenko
Sergey Ezepenko
Free and no obligations · we'll show you what AI will take over specifically for you · system start — from $760 one-time, additional modules — from $410
Potok AI Agent online · performing tasks
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What Is an AI Agent for Business?

An AI agent is a digital employee: it takes on a task, executes it step by step and delivers a finished result, while you see every step. AI for business means routine company tasks are performed by artificial intelligence instead of people.

What is an AI Agent

Why your own AI agent, not ChatGPT and Claude subscriptions

A subscription answers questions. An agent brings the task to completion — on its own.

One person does all the work: reads chat responses, transfers and checks them Now · chat

ChatGPT · Claude

  • Answers a question — you do everything else
  • One dialogue and one step at a time
  • No access to your CRM, email, spreadsheets, and accounts
  • Payment and access — not from Russia
Chat GPT / Claude
“I type ‘come up with some posts’ — I get the texts. Then I pick the images, format them, schedule them and check how they did.”
Chat GPT / Claude
“I ask it to write a reply to a client — I get the text, that’s it. Then I’m on my own: find the deal in the CRM, copy, send, set a reminder. And so on for every request.”
Chat GPT / Claude
“I ask how to improve the ads — I get generic advice. I export the data, build the spreadsheet, do the math and decide by eye what to change.”
AI agent performs tasks: writes, builds, checks quality, ensures security, and delivers ready results With an agent

Potok AI Agent

  • Completes the entire task, from start to finish
  • Accesses CRM, email, spreadsheets, and accounts independently
  • Checks quality according to your rules independently
  • Delivers a ready result, not a draft
AI agent
“I set one task — ‘run the content for the week’ — and get it done: written, formatted, published on schedule, with a report.”
AI agent
“I say ‘handle the new leads’ — and stop thinking about it. It replies, sets tasks for the managers, follows up. I just see that everything is closed.”
AI agent
“I ask for last week’s ad report — it pulls everything from the accounts, does the math, spots the overspend and tells me what to switch off.”

Currently, you do every step. With an agent — you set the task and get the result.

Under Russian Law

Operates within the legal framework of Russia, including 152-FZ on personal data

Payment from Russia

By card or invoice — no VPN or foreign cards needed

Your Data Stays With You

Correspondence, files, and keys are not shared with third parties

Not Model-Dependent

Claude, GPT, DeepSeek, and others — can be changed and combined

Problem → Solution

Where AI saves money, time and helps you earn more

I take a process that currently costs you money and time — and transfer it to AI.

AI agent assembles a mini-product and a turnkey course

Turnkey mini-products and courses

AI Solution

Online mini-course with a nurturing funnel and sales processing based on AI analysis of real demand — and mechanics that work now.

AI agent processes applications, closes deals, and analyzes sales

Application processing, client closing, and sales analytics

AI Solution

The AI agent responds to customers in seconds, follows up with those who've gone silent, and checks deals, calls, and messages every hour—showing you exactly where you're losing customers and money (your 'digital sales manager').

AI agent handles SEO, GEO, and AEO: promotion and appearing in answers from Alice, DeepSeek, and ChatGPT

SEO, GEO, AEO — autopilot and appearing in Alice, DeepSeek, ChatGPT

AI Solution

SEO, GEO, and AEO on autopilot: articles and their placement, Yandex.Webmaster, semantics, sitemap — so you are found not only in search results but also in answers from Alice, DeepSeek, ChatGPT, and other AI assistants.

AI agent manages content pipeline: publications on Threads, Instagram, VK, VC.ru, Zen, and LinkedIn

Automated content pipeline: Threads, Instagram, VK, VC.ru, Zen, LinkedIn

AI Solution

Content pipeline: planning and production of animated Reels, carousels, posts, and articles for Threads, Instagram, VK, VC.ru, Zen, and LinkedIn. Comment monitoring and smart AI responses.

AI agent monitors competitors and provides summaries

Competitor monitoring

AI Solution

AI competitor monitoring: websites, offers, advertising — so you're always one step ahead.

AI agent analyzes target audience based on real queries, comments, and reviews

Target audience analysis based on real queries, comments, and reviews

AI Solution

Target audience analysis based on real data: the AI agent collects queries, comments, reviews, and discussions — and shows what your audience needs, how they phrase it, and which pain points to address first.

AI agent creates auto-funnels and sales funnels: nurturing, segments, and automated follow-ups

Creating auto-funnels and sales funnels

AI Solution

Creating auto-funnels and sales funnels: the AI agent builds a scheme for your product — touchpoint chains, nurturing, segments, and automated follow-ups, then guides the client through them until payment.

AI agent checks the work of contractors and their reports

Automated control of marketing contractors

AI Solution

AI control and audit of Yandex.Direct and Metrica — with data-driven recommendations, not just "we need more budget."

AI agent prepares a commercial proposal in an hour

Automated commercial proposal in 1 hour with calculations and presentation

AI Solution

AI compiles a commercial proposal with engineering calculations in 1 hour — including a presentation.

Pricing & What's Included

How much does it cost and what's included?

The project consists of two parts: a one-time system setup and modules for specific tasks. You only pay for what you need.

System Setup
from$760one-time

Deployment of an AI system for your business: infrastructure, security, service integration, and the first working AI agent for one specific task.

Additional Module
from$410per module

Each subsequent module automates another task using AI: AI Sales Manager, SEO pipeline, content pipeline, lead processing, competitor monitoring, and more.

Neural network usage (tokens and API) is billed separately, based on actual consumption — keys are registered to you, so you see all expenses. The exact estimate and timeline are fixed after a free diagnostic.

Discuss an AI Agent on Telegram/MAX

Want to delegate something else to AI?

Create a digital lawyer, psychologist, assistant, secretary, helper, accountant...

Discuss an AI Agent on Telegram/MAX
Case Studies

Real Results with AI

AI agents are already delivering measurable results. Here are two examples from practice.

SEO

SEO for an electrical engineering company

An AI agent conducted an audit, collected a semantic core of 800+ queries, wrote and published 40 SEO pages — without an SEO specialist.

+340%
traffic in 4 months
40
pages created
800+
queries in core
Advertising

Targeted advertising via AI agent

An AI agent set up and managed campaigns in Yandex.Direct: keyword selection, ads, A/B tests, analytics — without a targetologist.

−40%
CPL reduction
×2.8
conversion growth
120
leads per month
Sergey Ezepenko — AI implementation expert for business

Sergey Ezepenko

AI implementation expert for business, author of the Potok System

10 years in marketing: from manual lead generation to automated AI funnels. I built the Potok System — an infrastructure of AI agents that replaces a team of 5 people.

10+
years in marketing
200+
entrepreneurs trained
50+
AI agents implemented

What other tasks can an agent handle?

Real artifacts that the agent prepares for client tasks. Open and see — this is what the result looks like without a "black box."

Turnkey social media content creation
Posts, carousels, and Reels: the agent compiles a content plan, writes texts, prepares visuals, and publishes — in your brand voice.
Creating designer websites and landing pages
Structure, texts, design, and turnkey layout. A sales page that generates leads, not just a "pretty picture."
Advertising management. Yandex Direct
Campaign setup, keyword selection, creatives, A/B tests. The agent manages advertising and reduces lead cost, showing the numbers.
Website SEO optimization
Audit, semantic core, technical fixes, search-optimized content. Growth in rankings and organic traffic without an in-house SEO specialist.
Creating and publishing SEO articles
Articles for search queries in your niche: research, text, layout, publication. Search traffic that accumulates over months.
Managing Yandex Maps and Yandex Business
Company profile, products and services, publications, review management. Visibility in geo-search and maps — where people are looking for you nearby.
Analytics, reports with conclusions and recommendations
Regular reports: what worked, what didn't, where to go next. Numbers and conclusions, not just data dumps.
Controlling marketing contractors
The agent checks KPIs, deadlines, and quality of work from freelancers and agencies, catches overpayments, and reports to you in plain language.
Review and reputation management
Monitoring reviews on maps and in search, responding according to rules, managing ratings. Reputation is what people choose before calling you.
MARKETING EXPERTISE SINCE 2018

20 Cases · 23 Niches

This is just a fraction of over 180 projects focused on client acquisition. Real numbers: leads, conversion, cost per lead.

Fitness Club · Rostov-on-Don
2100+ leads for a fitness club
2,250+leads
3–6%conversion
$12cost per lead
0 leads, new club
stream of inquiries and sales
IT service for dental clinics
First 45+ inquiries for dental clinics
45+inquiries
6–36%conversion
$10cost per lead
0 leads, 3 clients
2 deals in 3 weeks
Hardware Cosmetology · St. Petersburg
Stream of inquiries for EMTONE cosmetology
25+leads
35%to qualification
$6cost per lead
no funnel, 0 leads
25+ leads, funnel
Construction · Southern Russia
124+ inquiries for frame houses
124+inquiries
30%qualified
$3cost per lead
new direction
124+ targeted leads
Tourism · November–December
163+ inquiries for tours to the Caucasus
163+inquiries
~10%to sale
$6–21cost per lead
no lead generation system
163+ leads, a steady flow
Accounting Services
200+ leads for accounting with AI
200+leads
80%unqualified filtered out
from $6cost per lead
no lead generation
AI filters out 80%
Finance · Krasnodar
84+ leads for a credit broker
84+leads
up to 60%qualification
$6–15cost per lead
inquiries at $47
leads at $6
Online Product · Tourism
100+ inquiries for an online product
100+inquiries
webinarschannel
chatbotmechanic
no website or advertising
chatbot + sales
Visa Services
260+ leads for a visa center
40+from Direct
220+from conference
from $12cost per lead
no website or advertising
260+ leads via bot
Events · Moscow
123+ inquiries for show programs
123+inquiries
3 monthsduration
$28–59cost per lead
advertising wasn't working
123+ leads from scratch
Lawyers · Moscow
150+ inquiries for legal services
150+inquiries
1 monthduration
$3–10cost per lead
no website
150+ leads
Real Estate · Bali
1500+ inquiries for villas in Bali
1 500+inquiries
30–44%landing page conversion
$1–2cost per lead
no video funnel
1500+ leads
Construction · Moscow Region
250+ inquiries for log houses
250+inquiries
2.5 monthsduration
$6–15cost per lead
no offer
250+ leads
Construction · Stavropol
65+ leads for a 156 sq.m. house
65+leads
55 daysduration
up to $15cost per lead
no offer or advertising
65+ leads
Children's Camp · Moscow
180+ applications for summer camp
180+applications
1.5 monthsduration
up to $9lead price
new camp, no existing base
enrollment closed
Accounting · St. Petersburg
30+ applications for new accounting firm
30+applications
38%qualified
$29lead price
word-of-mouth only
30+ qualified leads
Renovation · Moscow
50+ applications for apartment renovation
50+applications
43%qualified
$33lead price
unqualified applications
50+ qualified leads
Cosmetology · Moscow
128+ applications for cosmetology
128+applications
41%booked
$19lead price
3 directions, no funnel
128+ applications
Online Education · Russia
328+ applications for online school
328+applications
8–12%landing page conversion
3 monthsduration
Instagram only
328+ applications
Real Estate · Krasnodar
125+ applications for agency
125+applications
20–43%qualified
$19–29lead price
cold traffic
125+ applications
Risks and Honesty

What reduces your risk and who it's not for

We don't take on projects where we can't guarantee results. It's better to be honest than to sell "implementation for implementation's sake."

What reduces your risk

  • Free 20-minute diagnostic — you get a work plan before any payments.
  • Fixed price by stages: the cost is agreed upon in advance and doesn't "float" during the process.
  • Acceptance by criteria — each stage is delivered according to a pre-agreed list.
  • Money-back guarantee: if the system doesn't perform the agreed tasks, we refund payment for that stage.
  • Everything remains yours — the server, access, rules, and developments are registered to your company.

Who it's not for

  • If your business has no repeatable processes — there's simply nothing to automate.
  • If the task is a one-off — it's cheaper to hire a freelancer.
  • If you want to completely hand off the process without initial involvement — we need your input on processes during the audit.
  • If your budget is less than $760 — system startup doesn't fit within such a budget.

What tasks can AI take over in your case?

Free 20-minute analysis: we'll show you exactly what AI can handle for you, and provide a precise price and timeline.

Discuss AI Agent on Telegram/MAX

No obligations · system start — from $760 one-time, additional modules — from $410

Questions and Answers

Frequent questions about implementing AI in business

What is an AI agent and how does it differ from an AI chat?
An AI agent is a program that doesn't just answer questions, but performs work: it takes on a task, executes it step-by-step, and delivers a finished result. An AI chat waits for you to type a query, while an agent works based on events and schedules: an application arrived, a report was released, a budget ran out. Therefore, it closes not a conversation, but a process — applications, advertising, SEO, content, analytics.
How does an AI agent for business differ from an employee and a ChatGPT subscription?
A subscription to ChatGPT or Claude is a tool that you need to know how to use and manage yourself. A full-time specialist costs significantly more and still doesn't work 24/7. An AI agent does the work itself: 3–5 times cheaper than a full-time specialist, works without days off, and you see every step — what's done, what the result is, how much was spent.
What tasks does an AI agent take over from employees and contractors?
Practically all the routine that hinders sales: processing and nurturing leads, sales follow-up and analytics, Yandex.Direct advertising, SEO, GEO and AEO, content and creative generation, target audience analysis, reports, commercial proposals with calculations, document management. One agent covers the work of 3–5 contractors — this saves budget and improves manageability.
Can an AI agent take over the sales department?
Yes. The agent accepts requests from any channel, responds instantly—while competitors take hours—nurtures interest, closes deals, manages correspondence, and fills out your CRM, all while showing you the funnel and why a deal stalled. The speed of the first response is the main conversion factor: the agent responds in seconds, any time of day.
How much does it cost to implement an AI agent and what's included in the system's launch?
System launch starts from $760 one-time: process audit, server deployment, security, backup, integration of your services, AI model connection, and configuration of one AI agent for a specific task. Each subsequent module starts from $410. Model usage is billed post-factum, and API keys are registered in your name.
How does AI implementation in business work and how long does it take?
First results in 10 days, step-by-step: 1) business process audit – identifying where money and time are lost; 2) defining the process for AI; 3) deploying the system on your server, configuring access, encryption, and backups; 4) connecting AI models and services; 5) training the agent on your processes, documents, and company knowledge, and training your employees; 6) the agent goes live, and you see results for each task.
Do I need my own hardware, server, and programmer?
No. We deploy the system; you get a ready-to-use agent without writing a single line of code—no server, no API, no technical preparation needed. Management is done via Telegram, without complex panels. If a server is needed, we select and configure it for your workload.
What services does the AI agent work with: CRM, 1C, telephony, messengers?
We connect what you already have: CRM, 1C, telephony, messengers (Telegram, MAX, WhatsApp), email, spreadsheets, ad accounts. The agent pulls data from your systems and returns results—no manual transfers needed.
Do employees need to be trained to work with the AI agent?
Yes, and this is included: we train the AI agent on your company's processes, documents, and knowledge, and we train your employees. Within a month, your team will manage agents independently—assigning tasks in Telegram and receiving ready results.
Is it safe to give company data to AI? What about personal data laws?
The system is deployed on your server, data is not publicly accessible: access control, encryption, data isolation, and key protection are included in the basic module. Personal data processing is structured according to 152-FZ, and the agent's access to data is limited by your rules.
What neural networks does the agent use, and what if one becomes more expensive or unavailable?
The agent is not tied to a single model: we connect Claude, GPT, DeepSeek, and others based on the task and budget. Request routing distributes the load among models and provides protection against failures and price increases—if a model becomes more expensive or unavailable, the system will continue to operate on a backup.
Is an AI agent suitable for small businesses? From what budget does it make sense?
Yes, wherever there's repetitive routine: inquiries, content, advertising, reports, documents. The guideline is simple: if routine tasks take more than 20 hours a month, or if you have at least one contractor costing 30–40 thousand, an agent is cheaper. If there's no routine, we'll honestly tell you during the diagnostic that there's nothing to implement.
What results will I get and how quickly?
The agent starts working from the first week, with initial results typically seen in the first or second week. Practical examples: SEO promotion for an electrical engineering company – +340% traffic in 4 months (40 pages created without an SEO specialist); advertising automation – CPL reduced by 40%, conversion ×2.8, 120 leads per month.
What's included in the free diagnostic and what does it commit me to?
It's 20 minutes: we review your business and create a plan – which tasks AI can take over from you and your team, and how much it will save. The diagnostic is free and non-binding: the plan is yours to keep, even if you decide not to work with us.