Discussa project

Development studio

We build websites, web apps and AI systems

Websites and online stores, web apps and dashboards, AI assistants and bots, fast services in Go and Rust. We take a project from idea to production and support it afterwards.

5+
years in development
20+
projects delivered
120+
Telegram Mini Apps

Updated November 2, 2026

Projects

Our own products

Most client projects are under NDA, so this page shows our own products. We can walk you through other work on a call.

levroc.com
Levroc — Our product · SaaS

Our product · SaaS

Levroc

An AI sales assistant for businesses. The bot answers customers on Instagram, Telegram and the website using the store's catalog and places orders by itself. A dashboard with conversations, catalog, multi-location inventory, orders and analytics; store websites on subdomains and custom domains.

  • RAG and hybrid search: exact catalog search plus vector search on pgvector
  • Every reply is checked: prices only from data, prompt-injection protection
  • Official Instagram and Telegram APIs, WhatsApp via Meta
  • Example store website on the engine: demo at phonelab.levroc.com
  • Own edge: Caddy with WAF and rate limits, HTTPS for client domains, off-site backups every 2 hours
  • Python
  • FastAPI
  • PostgreSQL
  • pgvector
  • React
  • TypeScript
  • Docker
  • Caddy + WAF
dicamus.com
Dicamus — AI companions

AI companions

Dicamus

Seven AI specialists, each with its own character, long-term memory of sessions and knowledge from professional books. Card payments and Telegram Stars, Russian and English.

  • Multi-agent system: the right specialist for each request
  • Long-term conversation memory and book knowledge (RAG)
  • Payments by card and Telegram Stars
  • Lighthouse score 98 out of 100
  • Python
  • LLM
  • RAG
  • PostgreSQL
  • Telegram Stars
  • Docker
secret-mate.space
Secret Mate — AI character chat

AI character chat

Secret Mate

An anonymous chat with AI characters that remember the conversation and react to what the user says. Models switch on the fly, payments in Telegram Stars, model providers are monitored.

  • Character memory and personality
  • Model choice by price and availability
  • Telegram Stars payments
  • Model provider monitoring
  • Python
  • FastAPI
  • PostgreSQL
  • OpenRouter
  • nginx
  • Docker

Client work

What we built for clients

Client names stay private under NDA. The mockups use made-up data.

Telegram Mini App · smartphone store

Catalog with automatic pricing

Task
The store kept its price list in a Google Sheet while competitors changed prices daily. Managers compared them by hand and could not keep up.
What we built
  • A Telegram mini app: smartphone catalog, model pages, ordering.
  • Automatic pricing. A service checks the competitor price for the same model. If the competitor is more expensive, it uses the store price list; if cheaper, it sets the price a fixed amount below.
  • IT news in the bot. It pulls stories from a news API, AI (Gemini) rewrites them briefly, and the bot sends them to users so the store stays on their mind.
Result
Prices never sit above the competitor and nobody edits them by hand. The bot keeps reminding subscribers about the store with fresh news.
  • Python
  • FastAPI
  • BeautifulSoup
  • openpyxl
  • SQLite
  • React
  • Telegram Mini Apps
  • Gemini API
Shift output window with demo data Material usage window with demo data

Desktop · manufacturing

Shift output and material usage

Task
Shift output and material usage were tracked in Excel: data was copied from paper logs, formulas broke after edits and mistakes surfaced late. A web service for this did not pay off: development, hosting and support cost more than it saved.
What we built
  • A desktop app on Python and PyQt6: product and material catalogs, shift output (plan, actual, defects), material usage by norms including scrap.
  • Input validation, shift totals and an Excel report. Data stays on the computer in SQLite, no server needed.
  • One codebase for Windows, Linux and macOS.
Result
The app replaced paper logs and Excel formulas, and the shift report is exported from it. No server costs. Built in 4 weeks.
  • Python
  • PyQt6
  • SQLite
  • openpyxl

Interfaces

Admin panels, CRM and dashboards

The systems we build for clients are under NDA, so here is how our interfaces look on made-up data.

bi.tulpar-build.com
Sales analyticsTulpar Build chain · 6 locations
made-up data
Revenue$211K+12%
Orders4,206+6%
Average order$50.3+5%
Margin24.1%+1.2 pt
Revenue by month, $K
Nov
Dec
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct

FinishingToolsPlumbing

Category share
  • Finishing31%
  • Tools24%
  • Plumbing19%
  • Electrical14%
Stock below threshold
Oak laminate, class 33East warehouse12 packsmin 40
Cordless drill 18VCentral store3 pcsmin 10
Kitchen faucetSouth store5 pcsmin 12
crm.tulpar-build.com
DealsWholesale clients · October
made-up data

In progress: $14.5K

New 3

Build Service$1,380AKtoday
Repair Plus$560JTtomorrow
Ala-Too Hotel$1,100BMThu

Negotiation 3

Ak-Ordo Development$4,710BMFri
Sai Cafe$416AKMon
Bilim School$1,820JTTue

Invoice sent 2

Nur Residence$3,330JTdue Oct 30
Ustat Workshop$252BMdue Oct 28

Paid 2

Ordo Business Center$3,840AKshipped
Design Uk Studio$315BMshipped
admin.tulpar-build.com
Team and access12 people · 6 locations
made-up data
EmployeeRoleLocationLast sign-inAccess
AAizhan K.AdministratorAll locationstoday, 09:12
BBakyt M.ManagerEast warehouseyesterday
NNurlan S.CashierCentral store3 days ago
EElina T.AccountantAll locationsa week ago
TTimur A.StorekeeperEast warehousetoday, 08:40
ZZhibek O.ManagerSouth storetoday, 10:05
RRuslan B.CourierCentral store2 days ago
Permissions: Bakyt M.

Orders: create

Stock: edit

Prices: up to ±10%

Reports: view

Excel export

Services

What we build

Websites and online stores

Custom design, catalog, cart, payments, SEO and GEO. Fast on mobile.

Web apps and dashboards

SaaS, customer portals, CRM and accounting tools, APIs, integrations with 1C, payment providers and messengers. Desktop apps in PyQt6.

AI systems

Assistants and bots built on RAG, search over your documents and data, multi-agent systems, answers checked before they are sent.

Bots and Telegram Mini Apps

Mini apps inside Telegram and bots for Telegram, Instagram and WhatsApp through official APIs, with payments including Telegram Stars.

Dashboards and analytics

BI systems for retail: sales and forecasts, stock and shortages by location, data from 1C. Built for catalogs of tens of thousands of SKUs: heavy computation in Rust and Go, interface in React.

Servers and security

Linux, Docker, Caddy with WAF and rate limits, HTTPS, off-site backups, monitoring, automated deployment.

Stack

Technologies

Backend
  • Python
  • FastAPI
  • Django
  • asyncio
  • Go
  • gRPC
  • Rust
  • Axum
  • Tokio
Frontend
  • React
  • TypeScript
  • Next.js
  • Astro
  • Tailwind CSS
  • Telegram Mini Apps
  • Jinja + htmx
Data
  • PostgreSQL
  • async SQLAlchemy
  • Redis
  • pgvector
  • Qdrant
  • Neo4j
AI
  • Claude
  • DeepSeek
  • OpenRouter
  • RAG
  • vector search
  • multi-agent systems
Infrastructure
  • Linux
  • Docker
  • Caddy
  • Coraza WAF
  • CI/CD
  • backups
Desktop
  • PyQt6

Team

Who builds it

Architect and lead developer

Owns the project architecture, the AI part, databases, servers and the launch. Over 8 years in commerce, including as a director, so he also looks at the task from the business side: timelines, budget, payback.

  • Python
  • FastAPI
  • Django
  • asyncio
  • AI and RAG
  • PostgreSQL
  • Qdrant
  • Neo4j
  • Docker
  • Linux
  • Caddy
  • CI/CD

Frontend · 2 developers

Interfaces, dashboards, server-rendered websites and Telegram Mini Apps. Key user flows are covered by end-to-end tests.

  • React
  • TypeScript
  • Next.js
  • Astro
  • TanStack Query
  • Zustand
  • Tailwind CSS
  • shadcn/ui
  • Vite
  • Playwright
  • Telegram Mini Apps

Go backend

Services and APIs where speed and concurrency matter. Services talk over gRPC, data lives in PostgreSQL and Redis.

  • Go
  • Fiber
  • net/http
  • gRPC
  • Protocol Buffers
  • pgx
  • go-redis
  • golang-migrate

Rust developer

High-load services and heavy computation. SQL queries are checked at compile time, services ship with tracing and metrics.

  • Rust
  • Axum
  • Tokio
  • SQLx
  • Serde
  • anyhow
  • thiserror
  • Tracing
  • OpenTelemetry

Process

How a project goes

  1. BriefIn one day we go through the task and estimate time and cost by stage.
  2. PrototypeWe show the screens and the architecture, and you approve them before any code.
  3. DevelopmentWe work in stages and show the result every week.
  4. LaunchDomain, server, HTTPS, Google and Bing indexing.
  5. SupportFixes, updates and backups.

Pricing

What it costs

Websitefrom $5902–5 weeks, custom design and code
Web app or AI systemestimatewe estimate within a day after the brief, payment by stage
Supportfrom $19/moserver, backups, fixes and updates

FAQ

Questions

What do you build besides websites?

Web apps and customer portals, BI dashboards and analytics, AI assistants and bots, integrations with 1C and messengers, fast services in Go and Rust, desktop apps in PyQt6. We also take care of servers and security.

How much does it cost?

A website starts at $590 and takes 2–5 weeks. Web apps and AI systems are estimated within a day after the brief and split into stages: you pay per stage and see the result.

Who owns the code and the data?

You do. The domain is registered in your name, and at the end we hand over the code and the data. If you decide to leave, you take everything with you.

Can I see your work?

Yes. In over 5 years we have delivered more than 20 projects and more than 120 Telegram Mini Apps. Most client work is under NDA, so this page shows our own products: Levroc, Dicamus and Secret Mate. We can walk you through other work on a call.

Do you work outside Kyrgyzstan?

Yes. We work remotely with clients in Central Asia, the CIS and beyond, in English or Russian.

Tell us about your project and get an estimate within a dayDescribe the task briefly. We'll reply with how to build it, what it costs and how long it takes. contact@levroc.com