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About the studio
Who we are, our principles, the team and the stack.
Cases
Delivered projects and representative builds.
Press kit
Boilerplate, company facts, logos and images.
llms.txt: who makes it and who reads it
Our own measurement: who makes the file and who actually fetches it.
AI visibility checker
Free check of whether assistants can see your site.
AI assistant for a sales team
Building an AI assistant for sales: RAG over catalogues, quote drafting, CRM integration, messengers, local LLMs and data security.
Local LLM and RAG for business
Deploying local LLMs and RAG systems on corporate data: retrieval, answers with sources, on-premise, security and integrations.
Custom B2B platform
Custom development of B2B platforms, partner portals, CRM and workflow systems: roles, integrations, payments, documents, analytics.
Replacing SAP and Oracle
Replacing SAP, Oracle, Salesforce and other foreign ERP and CRM systems: process audit, data migration, accounting integration, on-premise and audit-ready architecture.
Marketplace aggregator
Building a marketplace aggregator: stock, prices, margins, SKU analytics and automated operations across several platforms.
SaaS platform development
Turnkey SaaS development: multi-tenant architecture, subscriptions, billing, roles, customer portals, analytics and support after launch.
Messenger bot development for business
Telegram bot development for B2B: order intake, CRM and accounting integration, payments, a user portal inside the messenger, AI answers, support and sales bots.
Accounting system integration: APIs, exchanges, automation
Integrating a website, CRM, WMS and external systems with the accounting system. HTTP APIs, file exchange, scheduled jobs, replacing fragile parsers, on-premise.
Marketplace margin analytics
Building sales and margin analytics for marketplace sellers: unit economics per SKU, ClickHouse dashboards, demand forecasting, price and advertising optimisation.
Legaltech platforms and legal portals
Building legaltech platforms, legal portals and B2B2C services for law firms: case workflow, automated document generation, payments, integrations with government services.
An AI assistant for a B2B sales team
Production RAG over a 12,000-SKU catalogue with a local LLM, quote generation into DOCX and automatic client history in the CRM. Data never leaves the client's perimeter, which was a precondition for working with defence contractors.
URITECH partner portal
A portal for partner lawyers running personal bankruptcy procedures. Client management, document workflow with DOCX generation, finance and settlements, real-time chat, partner training.
Marketplace manager for a cosmetics brand
One dashboard for selling on five marketplaces: two-way stock and price synchronisation, rule-driven automated repricing, real-time unit economics per SKU, and a bot for anomaly alerts.
WMS for an FMCG manufacturer: replacing SAP
A warehouse and logistics management system for a food manufacturer. Replacing a withdrawn SAP installation with a local solution: accounting integration, a mobile app for warehouse staff, on-premise deployment, and preparation for the national software registry.
A B2B SaaS platform for an online school
Replaced a stack of site builder, course platform, messenger and spreadsheets with a real platform: LMS, subscription billing, behavioural segmentation, mobile PWA. Multi-tenant from day one, which later let the client launch a second school on the same platform.
Integrating a website and marketplaces with the accounting system for a distributor
Daily spreadsheet exports replaced with a stable exchange over the accounting system's HTTP services and a message queue: stock and prices synchronise with the website and the marketplaces close to real time, marketplace orders post automatically, oversells down to near zero. The accounting system stayed on-premise with no external IP.
A Telegram bot for wholesale orders, posted into the accounting system
A bot replaced wholesale order intake by messenger and phone: ordering from the catalogue or by repeating the last order, real-time stock validation, invoices generated by the accounting system as PDF, escalation to a sales rep. MVP in three weeks, with no web portal built.
What happens to your data if the vendor shuts the product down
How to check, before you sign, whether you could actually get your data back if the provider is acquired, discontinues the product or goes bankrupt. What an export almost never contains and which contract clauses do real work.
Automatic document generation: when you need an LLM and when you need a template
How template-based document generation differs from generating text with a neural network, why legally binding documents are assembled from templates, why templates need versioning, and where an LLM actually saves hours.
What a legaltech platform costs for a law firm
The budget for a legaltech platform: an MVP with one role in 8–12 weeks, a B2B2C platform with a partner portal and payments in 4–5 months. Why describing the procedure costs more than generating documents.
What a marketplace aggregator costs for Wildberries and Ozon
The budget for a WB and Ozon aggregator: an MVP of stock synchronisation in 6–10 weeks, a full dashboard with BI and automatic repricing in 3–4 months. Why API rate limits move the estimate more than the number of marketplaces.
What building a SaaS platform costs: budget, timeline and the parts people forget
The budget for a SaaS platform: an MVP with payments in 8–12 weeks, a full multi-tenant product with an admin panel and white-label in 4–6 months. What makes up the price and why billing is more expensive than it looks.
What an AI assistant for a sales team costs, and where the budget goes
The budget for an AI sales assistant: an MVP in 4–8 weeks, a full project in 3–4 months. Why 60–70% of the estimate has nothing to do with the model, what inflates a project quietly, and how to tell a company is not ready.
What margin analytics for Wildberries and Ozon costs
The budget for a profit-per-SKU analytics system: an MVP with dashboards in 5–8 weeks, a full system with forecasts in 2–3 months. Why an honest cost price is more expensive than any visualisation.
What a custom B2B platform costs, and why the range is so wide
What makes up the budget for a custom B2B platform: an MVP for one role in 8–12 weeks, a working platform in 4–6 months. What moves the estimate most, what inflates a project quietly, and what ownership costs after launch.
Does ChatGPT send anyone to your site? Measure it in the access logs
Neither analytics nor Search Console answers whether AI bots visit you. Only your access logs do. Which user agents to look for, two traps that inflate the result sevenfold, and why the ratio against Googlebot changes with the measurement window.
What an accounting integration costs, and what the price actually depends on
What makes up the budget for integrating an accounting system with a website, CRM or marketplace: ranges for three typical scenarios, what quietly inflates a project, and why a fixed price without an audit is a bad sign.
An AI assistant for your sales team: what to prepare before the project starts
What has to be in place before deploying an AI assistant: an audit of data sources, a master system per data type, access approvals and quality criteria. With a readiness checklist.
Integrating with marketplace APIs: rate limits, errors and why stock figures diverge
Working with marketplace APIs in practice: per-method rate limits, asynchronous operations, idempotency, retries and priorities. Why stock figures diverge and how that gets fixed.
How long a SAP migration takes in a large company, and what the timeline depends on
What determines the length of a SAP migration: the number of active modules, the volume of customisation, the integrations and the readiness of the client's team. Benchmarks by stage, a separate section on banks, and what stretches a project.
Multi-tenant SaaS: design it now or retrofit it later
Three data isolation models for multi-tenant SaaS — database per tenant, shared database with tenant_id, schema per tenant. What a retrofit actually costs and when you do not need multi-tenancy at all.
Product-led custom development: how it differs from project work and when you need it
The difference between project and product approaches to custom development: who is responsible for the outcome, how the budget works, what happens after release, and how to choose.
A legaltech platform for a law firm: what to automate and what to leave alone
Automating a legal workflow: a procedure state machine instead of a kanban board, DOCX generation from templates, commission calculations, an audit log and data protection requirements.
RAG on real corporate documents: why 70% of the work is parsing, not the model
In B2B RAG projects 60–70% of the budget goes into parsing and preparing documents, not into the neural network. The traps in real corporate PDFs — hybrid scans, tables, running headers, versions — and the fixes, with code.
Build or buy: when a custom B2B platform pays off and when it does not
An honest breakdown of when an off-the-shelf product wins and when a custom B2B platform does. The 30% customisation rule, total cost of ownership over two to three years, and the questions that decide it.
Integrating your accounting system with a website, CRM and marketplaces: how the exchange works and why it breaks
How to connect the accounting system to a website, CRM and marketplaces: HTTP services, OData, exchange over a queue. What vendor modules already cover — EDI, product marking, fiscal data — and where custom development starts.
Marketplace margin analytics: why the platform's own reports are not enough
Marketplace back offices show revenue, not profit. Where the margin goes — commissions, logistics, storage, returns — and how to assemble honest unit economics per SKU.
Migrating off SAP: timeline, stages and budget without stopping the business
A step-by-step plan for leaving SAP or Oracle: how to choose what to replace first, how long a phased migration takes, and why a pilot of one critical process takes six to ten weeks.
A messenger bot instead of a B2B customer portal: when it works and what it costs
When a Telegram bot beats a web portal for B2B: order intake, order status, document delivery, integration with accounting and CRM. An MVP in three to five weeks, and where the boundary runs.
What a RAG system costs a company: budget, timeline and where the money goes
Real numbers for deploying RAG on corporate data: from a pilot to a production system with roles, auditing and index updates. What is in the budget and where you can genuinely save.
RAG or fine-tuning: choosing for a corporate LLM
Two approaches to deploying an LLM on corporate data. When RAG wins on cost and accuracy, when fine-tuning is justified, and why we pick RAG in four out of five B2B projects.
Replacing SAP: a methodology for phased migration without stopping the business
How to replace SAP with a local system in stages while preserving the business processes. The pilot, data migration, the parallel track and decommissioning the old system.
A local LLM for B2B: when you need one, what it costs, how long it takes
The economics of on-premise LLMs: when local deployment is genuinely justified, what it really costs to run, what infrastructure it needs, and how to estimate the timeline.
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