AI SOLUTIONS · SYSTEM DESIGN · PRODUCT BUILDING

I turn complex business problems into working AI and software products.

AI Solutions Engineer and System Architect with enterprise experience in AI agents, API integrations and product development. I bridge business requirements, architecture and implementation.

Enterprise AI experience Products launched to production 80K+ installs across own products LLM Agents · RAG · MCP · REST APIs
Egor Danchenko
User to agent to RAG to services User AI Agent Orchestration RAG Enterprise Services
Staya chats
Ritm home screen
RAGMCPRESTWebRTCB2B SaaS

Enterprise experience · Product founder · AI-native development

SELECTED WORK

Selected work

Products and systems designed from requirements to production.

Staya app icon
Staya chat list
Staya channels feed

Consumer Communication Platform

Staya

A communication product combining private chats, groups, channels, stories, voice and video calls, and AI-powered features.

ProductioniOSAndroidReal-timeAI-assistedB2C

80K+

installs across platforms

Founder · Product & System Architect

Ritm app icon
Ritm home screen
Ritm wiki screen

B2B Company Workspace

Ritm

A mobile-first workspace that brings company communication, employees, knowledge and daily operations into one product.

ChatsCallsEmployeesNewsWikiTasksCalendarRequestsFilesWeb Admin

B2B MVP · Preparing for pilot validation

Founder · Product & System Architect

10 companies expressed interest in free pilot testing

From an unclear request to a working solution

01

Discover

  1. stakeholder interviews
  2. business problem
  3. user needs
  4. constraints
  5. JTBD and use cases

02

Design

  1. functional and non-functional requirements
  2. system architecture
  3. API contracts
  4. data models
  5. integration scenarios

03

Prototype

  1. AI workflows
  2. proof of concept
  3. prompts and structured outputs
  4. RAG and tools
  5. interface prototypes

04

Deliver

  1. development support
  2. acceptance criteria
  3. testing
  4. launch
  5. iteration based on feedback

I do not stop at documentation. I help take the solution from discovery to production.

Expertise

AI Solutions

LLM Agents · RAG · MCP · Prompt Design · Tool Use · Structured Outputs · AI-assisted workflows

System Design

Requirements Engineering · REST API · JSON · Integration Design · BPMN · UML · Sequence Diagrams · RBAC

Data

SQL · PostgreSQL · MS SQL · Data Modeling · ER Diagrams

Product Delivery

Product Discovery · Use Cases · User Stories · Acceptance Criteria · Prototyping · QA / UAT · Jira · Confluence

Experience across enterprise systems and independent products

2024–2026

Sber

System Analyst

Enterprise AI agents, requirements and process design, GigaChat, RAG and MCP, REST integrations, infrastructure and policy-management systems, development and acceptance support.

Earlier path

Previous Enterprise IT Experience

Technical Support → QA → System Analysis

Staya · Ritm

Independent Products

Product and system architecture, full product lifecycle, mobile and web products, launch and user validation, AI-assisted development, coordination of developers, QA and marketing.

View full experience

Founder-level ownership. Solutions-engineering mindset.

Building my own products taught me to look beyond isolated requirements. I consider architecture, user experience, delivery, operations, adoption and business value as parts of one system.

Built from zero

Shipped to production

Worked with real users

YouTube preview: conversation with Egor Danchenko on Neogenda

FEATURED INTERVIEW

Building a communication product with AI-assisted development

A conversation about AI-native product development, system design, infrastructure, product launch, distribution and the changing role of engineers.

AI-assisted development Product building Messaging systems Startup execution Technical communication

Watch on YouTube

Media & Speaking

All media

Interview

Building a communication product with AI-assisted development

Neogenda · YouTube

YouTube

Article

Technical article

Draft / Coming soon

Product Story

Product publication

Draft / Coming soon

Conference Talk

Conference talk

Draft / Coming soon

Writing about AI, systems and product building

Designing AI agents for enterprise systems

RAG, tools, MCP, requirements and integration boundaries.

Draft / Coming soon

What building a messenger taught me about system design

Real-time communication, states, reliability, user experience and scaling.

Draft / Coming soon

From business requirement to production AI solution

Discovery, system design, API, prototype, testing and rollout.

Draft / Coming soon

Professional background

System analysis, enterprise AI and end-to-end product development.

Education

National Research University “Moscow Power Engineering Institute”

Bachelor’s Degree in Business Informatics, 2024

Let’s build AI products that solve real problems.

Open to remote international opportunities in AI solutions, technical implementation and system design.

danchenko43@gmail.com · @Egor1111

Based in Moscow · Open to remote international opportunities and compliant contractor arrangements.