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AI integration & automation

Integrate AI into a specific workflow: document handling, content preparation, search or response comparison. We design result checks and human review into the process.

When this is useful

  • The team repeatedly reviews similar materials
  • You need to compare responses from different models
  • Sources, review and controlled publication matter

How it helps the business

Models can be compared

Send one request to several providers, collect responses together and run a critique stage to expose differences and weaknesses.

Content stays tied to data

Use source data and a fact-checking step before publication rather than unconstrained generation.

Complex documents become usable material

Extracting text and structure from PDF/DOCX prepares material for analysis, while the interface supports review of the findings.

Potential scope

  • ✓Process review and quality criteria
  • ✓Source and document handling
  • ✓Selected AI provider integrations
  • ✓Request orchestration and retries
  • ✓Result review and feedback
  • ✓Cost controls, evaluation set and pilot

A working product, handed over to your team

The project includes source code, access and operating instructions. Your team handles everyday operations through the agreed management tools. You can maintain the system yourselves or choose a provider.

Optional support — from 70 000 ₽ per month

What shapes the budget

Data quality, number of models, document volume and review depth. Provider API usage is billed separately.

Solution technologies

OpenAIDeepSeekYandexAnthropicLaravelPython

From your needs
to your own product.

We agree on outcomes, phases and budget upfront, including what your team needs to manage the product independently.

01

Discover

Understand your business and the team’s daily work. Agree on scope, acceptance criteria and launch deliverables.

02

Define

Design the admin panel, roles and automated workflows. Scope connections with MAX, SMS, 1C and other services to suit the project.

03

Create

Build the backend, interface and integrations. Test core journeys and share working increments.

04

Hand over

Launch, hand over code, access and instructions, and walk your team through the admin panel. You run the product; support is available by choice.

A few things to know

Can we start without a specification?+

Yes. Describe the product, goal and constraints. During the first stage we will define the structure, workflows and acceptance criteria.

How is the final price set?+

After the brief, we break the work into stages and agree on scope. Additional requests are estimated separately before we start them.

What do you need from our team?+

One person responsible for approvals, available product materials and timely feedback. We agree on copy, photos, access and integrations before starting.

Can we run the product without you after launch?+

Yes. We build an admin panel for daily tasks and hand over code, access and instructions. You can use your own team or another provider. Updates and maintenance are still part of running a product; we can handle them when needed. Support starts at 70 000 ₽ per month, with agreed scope and response times.