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AI automation for business

We introduce AI into a specific process: enquiry qualification, a knowledge base, documents or analytics, with human oversight.

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.

AI automation for business: service diagram
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

Request a plan and estimate

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

Discuss a pilot

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

View relevant case studies

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

Request an estimate