Gennadii Khudiakov

AI Architect • Product Engineer • Entrepreneur

Rapid Monetization
5 Days to Revenue

From initial concept to first B2B sale using multimodal AI automation (DocAutoBot).

Global Scale
1,000,000+ Users

Architected and stabilized infrastructure for massive organic growth at AnkiPro.

Efficiency
3k Sessions / Day
Fully autonomous AI agent orchestration handling B2B communications (Chat-Engine).
Market Validation
5 MVPs / 45k Users
Built, launched, and tested 14 market hypotheses as a high-velocity solo team.

I build products that survive contact with the market. As an AI Architect and Product Engineer, I specialize in the full lifecycle of high-impact solutions: from zero-to-one MVP launches (under 7 days) to scaling global systems with millions of users. I bridge the gap between complex Agentic AI and real-world business ROI, automating operations and architecting for explosive growth.

Project Case Studies

Chat-Engine

#b2b-automation

Role: AI Solution Architect

B2B omni-channel platform with agentic behavior and NoCode integration. Automates complex customer communication flows.

RESULT: Autonomously processing 3,000+ messages/day.

DocAutoBot

docautobot.ru

Role: Solo Founder / Developer

Multimodal AI solution for automated document generation. High-speed product packaging and audience validation.

RESULT: TTM: 3 days. First sale within 5 days from idea.

MIS Assistant

mis-assistant.ai

Role: AI Architect

SaaS Agentic Orchestrator for clinic executives. Extracts raw MIS data and builds analytical insights via AI agents.

RESULT: From idea to working prototype in 7 days.

Small Ai centric products

#ai-driven-products

Role: Product Lead

Developed autonomous flow for lead gen & MVPs. Tested 14 hypotheses, served 45k+ users solo.

RESULT: 5 hypotheses validated. Automated sales funnel in place.

AnkiPro

ankipro.net

Role: Senior Lead Engineer

Scaled infrastructure for 1M+ users. Established CI/CD, Git-Flow, and high-load architecture.

RESULT: Seamless growth to 1,000,000 users.

Bright

brightsec.com

Role: Core Team / Crystal Dev

Refactored legacy Ruby core to DDD. Wrote high-perf binaries in Crystal for data processing.

RESULT: Significant reduction in server latency.

BP Pulse

bppulse.co.uk

Role: Backend Engineer

Designed architecture and microservices for global EV charging network. Built high-load data ingestion.

RESULT: Core infra for 10k+ charging stations.

TaxDome

taxdome.com

Role: Fullstack Engineer

Engineered automated Kanban system and complex workflow triggers using Ruby & React.

RESULT: Delivered #1 most requested feature.

Yandex Taxi Quality Control

taxi.yandex.com

Role: Solo Developer

Optimized DB load by 35% for internal analytics. Scaled reporting tools for internal ops.

RESULT: High-performance data ecosystem.

Disney Russia

disney.ru

Role: Team Lead

Led team of 4. Built CMS, mobile APIs and radio portals from scratch.

RESULT: Successful launch of the RU digital portal.

T-Systems (PESA)

t-systems.com

Role: Java Developer

BPMN services for Deutsche Telekom. Data visualization and risk management tools.

RESULT: Enterprise-grade BPM compliance.

Technical Arsenal & Product Leadership

AI Architect & Agentic Engineering

Multimodal LLMs (Gemini focus) Azure AI Foundation RAG (Retrieval-Augmented Generation) Agentic Orchestration Inference Optimization LangChain Vector DBs (Pinecone, Pgvector) Prompt Engineering & Tuning MCP, Tools Calling

Engineering & Architecture

Ruby on Rails / Django TDD / BDD Sidekiq / Celery Python / Crystal Lang / PHP DDD / Clean Arch

Infrastructure & DevOps

K8s / Terraform / Azure Docker Swarm & Compose Kafka / RabbitMQ CI/CD (GitLab, GitHub, Azure) Nginx / Load Balancing

Frontend & UI Engineering

React & Vue TypeScript Tailwind CSS D3.js & SVG Analytics State Management (Zustand/Redux) Mobile First UI Responsive Design

Market Discovery & MVP Strategy

Hypothesis Testing Time-to-Market Reduction Rapid Prototyping Sales Funnels

Technical Management

HLD / PRD / FRD Sprint Planning Backlog Management Scaling vs Simplicity

Growth & Analytics

Unit Economics A/B Testing & Cohorts Metrics Collection Ad Campaigns

The Career Roadmap

Solopreneur & AI Architect

May 2024 — Present

Focused on extreme Time-to-Market reduction, turning ideas into AI-centric MVPs within days. I specialize in the full product cycle: hypothesis packaging, rapid prototyping, audience testing via metrics, and sales funnel optimization. By engineering autonomous AI agent flows I fully automate business processes, operating as a high-impact solo team.

5 Products
Launched
14 Hypotheses
Tested
45k+ Clients
Served
AI-Centric Solo
Hypothesis Testing Sales Funnels Metrics & Growth Agentic Programming

Senior Software Engineer (Ruby Focus)

Feb 2016 — May 2024

Bright (Core Team) & AnkiPro (Senior Lead)

  • Bright Refactored complex legacy core into a clean DDD architecture and developed high-performance system binaries using Crystal.
  • AnkiPro Unblocked development by establishing CI/CD and Git-Flow. Optimized architecture to support growth to 1,000,000 users.
Crystal • RoR 7 • DDD • K8s • Scaling

BP Pulse (Architect) & TaxDome (Fullstack)

  • BP Pulse Designed and built multi-domain microservices from scratch for a global high-load EV infrastructure.
  • TaxDome Engineered a core selling feature—an automated Kanban board with custom status-transition actions.
Microservices • RoR • React • Kanban Logic

Yandex.Taxi (Solo Dev) & Disney.ru (Team Lead)

  • Yandex Solely responsible for the evolution and 35% DB load optimization of the internal analytics ecosystem.
  • Disney Led a team of 4 developers building the CMS, mobile APIs, and radio portals for Disney.ru.
Leadership • Performance • MongoDB • Sinatra

Enterprise Foundation

May 2012 — Dec 2015

T-Systems & E-ngineers (Java Developer)

  • Developed BPMN-based web services for Deutsche Telekom(PESA project).
  • Built banking risk management tools using JavaEE and Spring stacks.
  • Implemented complex data visualizations with D3.js and SVG.

Main System (Junior C# / C++ Developer)

  • Developed desktop browser-like applications with custom UI.
  • Integrated Google V8 Engine for advanced JavaScript scripting.
  • Optimized low-level performance using C++ Boost and STL.