AI / BUSINESS
AI automation for business
We introduce AI into a specific process: enquiry qualification, a knowledge base, documents or analytics, with human oversight.
Process review — RUB 10,000. We start with a small, verifiable phase, so you can evaluate the result without committing to a large project upfront.

- First step
- Process review — RUB 10,000
- Focus
- One task and a measurable result
- Control
- Stages, acceptance criteria and the option to stop
- Ownership
- Settings, data and documentation remain yours
AI / BUSINESS / TASKS
The tasks we address
We establish what currently gets in the way and which changes are needed first.
- AI answers without context
- We connect verifiable data and instructions
- Model errors reach customers
- We add human review and confidence thresholds
- The benefit is unclear
- We choose a measurable process and baseline metric
- Request costs rise
- We control models, limits and caching
AI / BUSINESS / OUTCOME
What the work includes
We agree the scope and outcome of every stage before the project starts.
- Review
- Task, data, risk and economics
- Prototype
- One scenario using real examples
- Control
- Permissions, logs and human involvement
- Scaling
- Quality metrics, cost and further processes
AI / BUSINESS / PILOT
Where we start
The first phase produces a concrete deliverable you can verify and use even if the project goes no further.
Process review — RUB 10,000. 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 / BUSINESS / EVIDENCE
Experience and projects
Human oversight, prototype and limitations
We show architecture, constraints and completed work without invented reviews. For this service, the reference deliverable is human oversight, a prototype and defined limitations.
- Metallkorp
- B2B demand generation, website and enquiry processing
- Profkostum
- Catalogue, product data and e-commerce
AI / BUSINESS / 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 / BUSINESS / 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
- Human oversight, prototype and limitations
- You retain control
- Scope, timing and acceptance criteria are agreed before payment