AI Agents for Business: How to Roll Out AI Employees

VkusVill is sharing its experience of deploying AI agents as digital employees on the OpenClaw platform. Its AI Expertise Center developed an approach to "hiring" agents for specific roles, training them on corporate context and retaining them, including versioning configurations when the underlying models are updated. At the same time, the company is actively preparing for the next step: buyer agents with their own MCP server that can order goods on their own.

AI-processed from Habr AI; edited by Hamidun News
AI Agents for Business: How to Roll Out AI Employees
Source: Habr AI. Collage: Hamidun News.
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VkusVill shows how to use AI agents for business by building a team of digital employees the way you would hire specialists: each agent gets a role, goes through training and is retained in the system with structured context about the company, its products and its processes.

How do you introduce AI agents into a retail business?

The approach involves defining a clear role for each agent, training it, and giving it structured context about the company, its products and its processes. The agent is integrated as a full digital employee.

How do you introduce AI agents in a company?

VkusVill builds its team of AI agents on the same principle as hiring ordinary employees: each one is assigned a role, an area of responsibility and structured context about the company, its products and its processes. The approach uses the OpenClaw platform instead of one-off calls to an LLM.

How does using AI agents differ from using ordinary neural networks?

Instead of point queries to an LLM, the company builds a full onboarding process: each agent gets a clear role and context, like an ordinary specialist. This lets the agents work as permanent team members who understand the company's processes.

How do you bring AI agents into a company's work?

You need to build a full onboarding process for each agent: assign a clear role, an area of responsibility and structured context about the company, its products and its processes.

How do AI agents differ from ordinary use of neural networks?

The approach differs from using models for isolated tasks. Instead of one-off calls to an LLM, it builds a full system in which each agent works as a specialist with its own role and context.

How do you bring AI agents into a company?

Based on VkusVill's experience: build a team of agents the way you would hire employees, giving each a clear role, an area of responsibility and structured context about the business, its products and its processes.

What are AI agents for business?

AI agents are digital employees who are given a clear role and area of responsibility. VkusVill deployed them on the OpenClaw platform, structuring context about the company, its products and its business processes for each agent.

How should companies introduce AI agents?

Based on VkusVill's experience: build a full onboarding process by defining the agent's role and giving it a clear area of responsibility and structured context. This differs from one-off calls to an LLM and requires a systematic approach, as when hiring an ordinary specialist.

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Key Questions Answered

How do you introduce AI agents into a retail business?

The approach involves defining a clear role for each agent, training it, and giving it structured context about the company, its products and its processes. The agent is integrated as a full digital employee.

How do you introduce AI agents in a company?

VkusVill builds its team of AI agents on the same principle as hiring ordinary employees: each one is assigned a role, an area of responsibility and structured context about the company, its products and its processes. The approach uses the OpenClaw platform instead of one-off calls to an LLM.

How does using AI agents differ from using ordinary neural networks?

Instead of point queries to an LLM, the company builds a full onboarding process: each agent gets a clear role and context, like an ordinary specialist. This lets the agents work as permanent team members who understand the company's processes.

How do you bring AI agents into a company's work?

You need to build a full onboarding process for each agent: assign a clear role, an area of responsibility and structured context about the company, its products and its processes.

ZK
Zhemal Khamidun — CPO at Alpina Digital, product manager of AlpinaGPT. Building AI products since 2019. Hamidun News is a pet project that grew into a production aggregator with 6,000+ readers.
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