AI AGENTS / OPERATIONS
AI agents for business processes
We design an AI agent with tools, a knowledge base, an action log and mandatory oversight of critical decisions.
One-scenario prototype — from RUB 25,000. We start with a small, verifiable phase, so you can evaluate the result without committing to a large project upfront.

- First step
- One-scenario prototype — from RUB 25,000
- Focus
- One task and a measurable result
- Control
- Stages, acceptance criteria and the option to stop
- Ownership
- Settings, data and documentation remain yours
AI AGENTS / OPERATIONS / TASKS
The tasks we address
We establish what currently gets in the way and which changes are needed first.
- The chat cannot take action
- We connect authorised tools and APIs
- The agent lacks context
- We supply state and verifiable data
- Errors are hard to investigate
- We log steps, inputs and responses
- Autonomy creates risk
- We restrict permissions and require confirmation
AI AGENTS / OPERATIONS / OUTCOME
What the work includes
We agree the scope and outcome of every stage before the project starts.
- Scenario
- Objective, events and success criteria
- Tools
- APIs, data and permissions
- Control
- Limits, confirmations and a log
- Evaluation
- Test set, quality and cost
AI AGENTS / OPERATIONS / PILOT
Where we start
The first phase produces a concrete deliverable you can verify and use even if the project goes no further.
One-scenario prototype — from RUB 25,000. Before starting, we define inputs, scope, acceptance criteria and a safe rollback point.
- Agree inputs
- Before work, agree data, constraints and expected results
- Show a deliverable
- The first phase produces a diagram, prototype or verifiable configuration
- Make a decision
- The result informs whether to scale, change approach or stop
- Hand over control
- We document the logic and keep the system editable in Bitrix
AI AGENTS / OPERATIONS / EVIDENCE
Experience and projects
Tool map, constraints and a test set
We show architecture, constraints and completed work without invented reviews. For this service, the reference deliverable is a tool map, constraints and a test set.
- Metallkorp
- B2B demand generation, website and enquiry processing
- Profkostum
- Catalogue, product data and e-commerce
AI AGENTS / OPERATIONS / BEFORE STARTING
Questions before work begins
Conditions that affect scope, timing and cost.
- Will AI act without review?
- No. A person confirms critical actions, and uncertain cases are escalated.
- How is quality tested?
- Against an agreed set of real examples and measurable response criteria.
- How are costs controlled?
- We define the model, limits, caching and cost per useful result.
- What about personal data?
- Before the pilot, we define the permitted environment, de-identification, permissions and logs.
AI AGENTS / OPERATIONS / ENQUIRY
Let’s discuss your task
Describe the task and share a link to the website or system. We will clarify the details and propose a work plan.
- A relevant reply
- No automated mailing list or intrusive calls
- First deliverable
- Tool map, constraints and a test set
- You retain control
- Scope, timing and acceptance criteria are agreed before payment