Alex Rezvov

CTO / Software Architect

AI products. AI-powered processes.

I architect and build AI/LLM solutions — and build high-performance cultures where AI is a teammate, not just a tool.

Based in Europe. Available globally.

Alex Rezvov - CTO and Software Architect portrait photo

About

Career Highlights

I'm a technical leader with 18+ years of experience in software development, from computer vision and C++ to modern AI/LLM solutions.

I've led teams of up to 50 engineers (200+ people total including support and operations), managed projects with budgets exceeding $10 million, conducted 2000+ interviews, hired 1000+ specialists, and architected 35+ projects across various industries.

I founded ForEach Partners, an alliance of 100+ specialists delivering complex software solutions with a developer-led partnership model.

Current Focus

  • AI products: Architecting and building AI/LLM-based solutions (ExoChat, Stamina.chat, AI voice systems).
  • AI-powered processes: Leveraging cutting-edge AI tools across the entire development lifecycle — from coding to DevOps to QA.
  • Team formation (AI-empowered): Building high-performance teams from the ForEach Partners network; empowering client teams with AI-native cultures.
  • Development process consulting: Process organization with consistent AI integration, training teams on AI tools, and establishing AI-driven documentation and review procedures.
  • Product development partnership: Acting as a technical co-founder to build and scale AI-powered products from architecture to deployment.
  • AI tooling consulting: Advising on the development of next-generation AI-powered developer tools.

I've helped enterprise clients scale systems to handle 30x load surges and deliver mission-critical solutions across healthcare, fintech, telecommunications, e-commerce, logistics, and social media.

Services

Software Development with My Team

ForEach Partners — an alliance of 100+ well-coordinated specialists who have delivered dozens of successful projects.

Core offerings

  • • Full-cycle custom software development
  • • Financial systems, data aggregators, catalogs
  • • Business automation tools
  • • Mobile apps (cross-platform and native)

Team flexibility

  • • My team (ForEach Partners network)
  • • Your team under my leadership
  • • Hybrid augmentation
  • • Any stack via extensive network

What makes us different

  • Direct communication — no layers
  • Partner-led — senior dev/architect per project
  • Cost efficiency — 25th percentile pricing
  • Innovation — Go, Rust, LLM, Telegram Mini Apps

Budgets: from $5K USD; average ~$30K; largest managed to $400K; as subcontractor to $10M USD.

Development Process Consulting

  • • Time and cost estimation for product ideas
  • • Team selection and formation (build, find, or hybrid)
  • • Contractor relationship analysis
  • • Process optimization when velocity lags team size

Product Development Partnership

Co-founder and partner in multiple products.

  • • I handle: development, deployment, tech support
  • • Partner: business dev, marketing, operations

Open to B2B product partnerships where you have the vision and need a technical co-founder.

AI Expertise

AI-Oriented: Creating AI Solutions

ExoChat

M2P: AI that talks like a human but stays under strict business control. Predictable, testable, and compliant.

Stamina.chat

AI psychologist with production-grade safety guardrails. Safe and reliable mental health support.

Ainsys

AI-powered prospecting and outreach automation with multi-model LLM orchestration.

AI Voice Support

Production-ready voice assistants with natural interruption handling and multilingual support.

AI Architecture Expertise

RAG: Vector DBs, embeddings, semantic search, chunking, context optimization
Fine-tuning: Domain-specific training, dataset curation, evaluation metrics
Agentic: Multi-agent architectures, tool use, planning chains, human-in-the-loop
M2P: Dialog state, prompt orchestration, fact extraction, business integration

Real-World AI Challenges We Solve

LLM Behavioral Instability
Deterministic state machines (FSM) for predictable AI behavior
Lack of Testability
M2M (Model-to-Model) testing and structured regression suites
Compliance & Safety
Audit trails, PII masking, and strict safety guardrails
High Cost of Changes
Visual scenario editors for rapid non-dev iterations
Context Management
Fact storage, artifact tracking, and long-term memory
Multi-model Orchestration
Policy-based routing and cross-model fallback strategies

AI-Powered: Models I Work With

ModelVendorUse Cases
GPT-5.2OpenAIFrontier reasoning, complex knowledge work, multi-step projects
Claude 4.5 OpusAnthropicAdvanced agentic tool use, memory, and coding
Gemini 2.5 ProGoogleMultimodal reasoning, 10M+ context processing
Llama 4 HerdMetaOpen-source frontier performance, self-hosted solutions
Grok 3xAIReal-time information, unconventional perspectives

AI-Powered Development Tools

Code: Cursor IDE, GitHub Copilot, Codex, Codeium
Design & Prototyping: Lovable, v0 (Vercel), Bolt.new
Workflow: n8n, Flowise, LangChain, LlamaIndex

AI-Empowered Teams

Consistent AI integration across all roles — not just developers. A unified approach to AI tools for every team function.

Developers

AI writes boilerplate and reviews PRs. Routine coding takes minutes.

Cursor IDE • GitHub Copilot • Code Review
DevOps

AI generates IaC and diagnoses cluster issues from logs.

Ansible • Terraform • Cloud Code
Analysts

AI maintains unified context across docs and tickets.

Confluence • Google Docs • Jira
QA (M2M)

Model-to-Model testing. Autonomous agents validate non-deterministic AI.

M2M Protocols • Agentic Testing
Project Manager

AI analyzes complexity for estimates and drafts reports.

Estimation • Risk Analysis • Reports
SRE/Ops

AI correlates alerts and drafts runbooks. MTTR drops significantly.

Monitoring • Incident Response
Support

AI drafts responses and keeps knowledge base current.

Ticket AI • Knowledge Base Sync
Tech Writer

AI drafts docs from code and generates changelogs.

Doc Gen • API Docs • Changelogs
Security

AI scans for vulnerabilities and checks compliance.

Vuln Scan • Code Audit • Compliance
Data/BI

AI generates SQL and builds dashboards from natural language.

Reports • Analysis • Dashboards

Consistent AI Methodology

Unified approach to AI usage across projects and team members.

Shared Rule Base
  • .cursor/rules
  • • Project context, prompt templates
  • • Coding standards in AI tools
Documentation Procedures
  • • AI-assisted doc generation
  • • Consistency checks, versioned KB
  • • Structured templates
Review Guidelines
  • • Unified code review instructions
  • • Security and performance protocols

AI Training Programs

Structured curricula, hands-on workshops, role-specific paths (dev, analyst, QA, DevOps).

Topics: prompt engineering, context management, tool selection, quality assessment, security, cost optimization.

Psychological Support

Partnership with Eantro — ICF-certified psychologists and coaches: addressing fears, reframing AI as augmentation, guided practice, safe space for concerns, career planning with AI skills.

35+
Projects Delivered
18+
Years Experience
1000+
Specialists Hired
$10M+
Project Budgets

Technology Stack

Languages
Go, Rust, Python, TypeScript, C++, C#
Databases
PostgreSQL, Cassandra, MongoDB, Redis, Vector DBs (Pinecone, Qdrant)
LLM Providers
OpenAI (GPT-5.2), Anthropic (Claude 4.5), Google (Gemini 2.5), Meta (Llama 4)
AI Frameworks
LangChain, LlamaIndex, Transformers, spaCy, NLTK
AI Accelerators
n8n, Flowise, Bubble, FlutterFlow, v0, Lovable
AI Infrastructure
RAG, fine-tuning, semantic search, prompt engineering
Voice AI
Retell AI, OpenAI Whisper, TTS/STT integrations
Computer Vision
OpenCV, image analysis, microscopy imaging
Frontend
React, Next.js, Vue.js, Nuxt.js
Mobile
Flutter, React Native, iOS/Android native
Infrastructure
Kubernetes, Docker, Ansible, Terraform, gRPC, Kafka

Contact

Let's discuss how I can help with your next project. Whether you need AI system architecture, team leadership, or technical consulting, I'm here to help.