How much does it cost to implement an AI agent and what is included in the system's launch?

System setup — $760 fixed: process audit, server deployment, security, backup, connection of your services, connection of neural networks and one ready-trained AI agent for a complex task. Support and maintenance (optional) — $180 per month: minor corrections, refinements, edits and changes to agent functionality. An additional agent for a complex, developed business process — $410 to $530. Tokens in normal use — $50 to $200 per month, keys are registered to you.

How is AI implemented in business and how long does it take?

First results — in 10 days, step by step: 1) business process audit — where money and time are lost; 2) we write down the process for AI; 3) we deploy the system on your server, configure access, encryption and backups; 4) we connect neural networks and services; 5) we train the agent on your processes, documents and company knowledge and train employees; 6) the agent starts working, and you see the result for each task.

Do I need my own equipment, server and programmer?

No. We deploy the system, you get a ready-made agent and don't write a single line of code — no server, no API, no technical preparation is needed. Management is done from Telegram, without complex panels. If a server is needed, we select and configure it for your load.

Do employees need to be trained to work with an AI agent?

Yes, and this is included in the work: we train the AI agent on the company's processes, documents and knowledge, and we train your employees. After a month, the team manages the agents independently — sets tasks in Telegram and gets ready results.

Is it safe to give company data to AI? What about the personal data law?

The system is deployed on your server, data is not made public: access differentiation, encryption, data isolation and key protection are already in the basic module. Personal data processing is built according to 152-FZ, and the agent's access to data is limited by your rules.

What neural networks does the agent work on and what if one becomes more expensive or unavailable?

The agent is not tied to one model: we connect Claude, GPT, DeepSeek and others according to the task and budget. Request routing distributes the load between models and insures against failures and price increases — if a model becomes more expensive or unavailable, the system will continue to work on a backup.

What result will I get and how quickly?

The agent starts working from the first week, the first results are usually in the first or second week. Examples from practice: SEO promotion of an electrical engineering company — +340% traffic in 4 months (40 pages created without an SEO specialist); advertising automation — CPL 40% lower, conversion ×2.8, 120 leads per month.

What is included in the free diagnosis and what does it oblige me to?

This is 20 minutes: we look at your business and draw up a plan — what tasks AI can take over from you and your team and how much it will save. The diagnosis is free and does not oblige you to anything: the plan remains with you, even if you decide not to work with us.

AI Agent for Business in 10 Days

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 it does: handles requests, sales, advertising, SEO and GEO, content and analytics — without human involvement.
What it gives: takes on tasks usually spread across 3–5 contractors, runs without days off. Cheaper than a full-time specialist: support $180/mo + tokens ≈ $100/mo.
Cost: system setup — $760 fixed (includes one ready-trained AI agent for a complex task), support and maintenance — $180 per month, an additional agent for a complex process — $410–530.
Timeline: 10 days for the working core (taking requests, replying to clients, routing); the full loop with integrations — 3–4 weeks.
Training: we train the AI agent on the company's processes, documents and knowledge, and train employees to work with it.
Risk reduction: free diagnostics, work without a pilot, money-back guarantee: acceptance criteria are fixed before the start; if they are not met — rework at our cost or a refund under the contract.
Who we are: Potok Marketing, founded by Sergey Ezepenko, marketing engineer. We launch turnkey AI agents in 10 days.

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 three parts: a one-time system setup, monthly support, and additional agents for specific processes.

System Setup

$760fixed, one-time

Includes one ready-trained AI agent for a complex task: infrastructure, security, service integration and an agent that already knows how to solve it.

Additional AI Agent

$410–530one-time

Creating an additional agent for a complex, developed business process: its own rules, skills, integrations and operating logic.

Support & Maintenance · optional

$180per month, fixed

An option, not a requirement: you can run the system yourself and pay only for tokens. With support, we handle minor corrections, refinements, edits and changes to agent functionality — with no separate invoices.

Neural network subscription (tokens and API) is billed separately, based on actual consumption — keys are registered to you, so you see all expenses. In normal use the system consumes $50 to $200 per month. The exact estimate and timeline are fixed after a free diagnostic.

Discuss an AI Agent on Telegram/MAX

Payback

When does it pay for itself? Three examples with numbers

Setup is $760 fixed. After that — tokens only: about $100 per month at normal load ($50–200). Here is how it looks on three typical tasks.

AI agent covering the work of several marketing contractors

Marketing and contractors

SMM, designer, copywriter, media buyer, analyst

Now: a team of contractors$2,100/mo

With the agent, no support — tokens only≈ $100/mo

With the agent and support≈ $280/mo

Saving ≈ $2,000/mo without support and ≈ $1,820/mo with it — setup pays back in 1–2 weeks

AI agent acting as a sales director at the dashboard

AI Sales Director

Sales team lead: control, reports, call reviews

Now: sales lead$1,400/mo

With the agent, no support — tokens only≈ $100/mo

With the agent and support≈ $280/mo

Saving ≈ $1,300/mo without support and ≈ $1,120/mo with it — setup pays back in 2–3 weeks

Legal agent

Contracts, reviews, standard documents, policies

Now: outsourced lawyer$940/mo

With the agent, no support — tokens only≈ $100/mo

With the agent and support≈ $280/mo

Saving ≈ $840/mo without support and ≈ $660/mo with it — setup pays back in 4–5 weeks

What happens after launch

The agent works on its own — requests, replies, reports and documents flow without your involvement; you step in at the important stages.
Support (optional) — $180/mo — minor corrections, refinements, edits and changes to agent functionality, with no separate invoices.
Growth as tasks grow — an additional agent for a complex process is $410–530; tokens are billed as used, the keys are yours.
Contact and priorities — the order of requests and the response time are fixed in the support contract, no surprises.

This is an example calculation at normal load, not a promise of results: amounts depend on the volume of tasks. At the free diagnostic we calculate your numbers — how many hours and how much money the agent saves for you.

Case Studies

Real Results with AI

AI agents are already delivering measurable results. Here are six 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

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

Legal

Legal agent: contract review

The legal agent accepts a contract (PDF, DOCX, scan), extracts the key terms and checks it against the reference template using a 10-point checklist. It shows deviations with quotes from the document, drafts a summary and a protocol of disagreements, and escalates disputed cases to the lawyer.

checklist points

input formats

100%

findings with sources

Content

Content agent: four channels at once

One agent runs content for Instagram, Telegram, LinkedIn and the website at the same time: ideas and rubrics, copy, adaptation to each channel, a publishing plan — without a copywriter or a content manager.

channels at once

brand voice

24/7

ready to work

Development

Developer agent: AI chat for leads

The developer agent designed and built an AI chat: dialogue with the customer, lead qualification and processing, handover of the card to the CRM and funnel analytics — from idea to a working prototype.

working AI chat

CRM

lead handover

98%

lead qualification

Sales

Sales manager agent in amoCRM: kids' camps

A sales-manager agent for a kids' camp sales team: runs deals in amoCRM, tracks funnel stages and response speed, reminds managers about tasks and stalled leads, and prepares conversion reports — instead of manual control of every step.

amoCRM

funnel under control

24/7

stage tracking

missed tasks

Sergey Ezepenko

AI implementation expert for business, author of the Potok System

8 years in marketing (since 2018): 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.

years in marketing

200+

entrepreneurs trained

50+

AI agents implemented

136 of 24,935

pages returned to Yandex search by one agent in 42 days

Telegram Cases with numbers Subscribe →

×3.2

average lead growth — across 185 projects by Sergey Ezepenko

Instagram Experience in numbers Subscribe →

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 185 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 you have no budget for either the system setup ($760 one-time) or support (optional, $180 per month) — the system doesn't fit.

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: 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 takes on tasks usually spread across 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 setup is $760 fixed: process audit, server deployment, security, backup, integration of your services, AI model connection, and one ready-trained AI agent for a complex task. Support and maintenance (optional) is $180 per month: minor corrections, refinements, edits and changes to agent functionality. An additional agent for a complex, developed business process is $410–530. Tokens in normal use are $50–200 per month, with API keys 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.

Ready-to-run AI agent for business in 10 days: takes over the routine and delivers ready results

What Is an AI Agent for Business?

Why your own AI agent, not ChatGPT and Claude subscriptions

ChatGPT · Claude

Potok AI Agent

Where AI saves money, time and helps you earn more

How much does it cost and what's included?

When does it pay for itself? Three examples with numbers

What happens after launch

Want to delegate something else to AI?

Real Results with AI

SEO for an electrical engineering company

Targeted advertising via AI agent

Legal agent: contract review

Content agent: four channels at once

Developer agent: AI chat for leads

Sales manager agent in amoCRM: kids' camps

Sergey Ezepenko

What other tasks can an agent handle?

20 Cases · 23 Niches

What reduces your risk and who it's not for

What reduces your risk

Who it's not for

What tasks can AI take over in your case?

Frequent questions about implementing AI in business