AI Consultant / Solution Architect
Mateusz
Bochyński
Forward-deployed AI systems · LLM applications · RAG workflows · client-facing deployment.
About
AI Consultant / Solution Architect focused on forward-deployed AI systems, LLM applications, RAG workflows, and client-facing deployment. I help teams turn messy operational knowledge into shipped assistants, automations, and decision-support tools that work in real environments.
Careers
AI Consultant / Solution Architect — M8 Bochyński
2025 — present
- Design and deliver client-facing AI systems, RAG workflows, automations, and agentic tools.
- Built Atlas Front Desk Assistant as a production AI assistant for hotel reception workflows, turning 304 procedures into a RAG-powered decision-support system.
- Built AI Image Studio, a Rhino 8 AI product connecting viewport capture, prompt control, masking, and multi-model orchestration into a practical design workflow.
- Translate messy workflows, domain knowledge, and user needs into working AI tools, technical architecture, product decisions, and deployable systems.
QA Tester — Designbiotic
2025 — 2026
- Tested Autodesk Revit plugins, Python scripts, and plugin-store frontend flows before release, focusing on reproducible QA and product reliability.
- Stress-tested Revit automation tools under heavy assemblies and documented edge cases, UI bugs, broken flows, and reproduction paths.
- Tested storefront UX across product galleries, checkout flows, tool pages, and plugin workflows.
- Created technical walkthrough videos explaining Revit automation tools and product workflows.
Architect — ROARK Studio
2024 — 2026
- Delivered architectural and execution-phase BIM documentation while coordinating with MEP and structural specialists across real project constraints, deadlines, and stakeholder feedback.
- Built AutoLISP automations for repetitive drafting tasks, improving speed and consistency in architectural documentation workflows.
BIM Modeler — TMRW
2022 — 2023
- Built large-scale urban BIM and 3D models for visualization production across international projects.
- Helped maintain model libraries, naming standards, and reusable asset structures for production consistency.
Projects
Atlas Front Desk Assistant — Forward-deployed AI assistant for a hotel reception team, built around real operational knowledge and staff workflows. The system turns hundreds of hotel procedures into a usable RAG-powered assistant for day-to-day decision support. Stack: Vertex AI, RAG, TypeScript, React, Convex, Docker.
AI Image Studio — Domain-specific AI tool for architectural visualization workflows, deployed as a Rhino 8 plugin with a React interface and model orchestration layer. Stack: .NET 8, C#, React, TypeScript, WebView2, fal.ai.
Personal AI Assistant — A private AI assistant system for managing projects, products, clients, journaling, client communication, and personal life automation. Stack: OpenAI API, TTS, MCP, Docker, Python, Obsidian.
Home Lab Infrastructure — A self-hosted home lab environment for running services, storage, automation, backups, and local infrastructure experiments. Stack: QNAP, Docker, SSH, Immich, monitoring, backups.
Technical Stack
Software & Web
TypeScript, React, Next.js, Python, Docker, GitHub Actions CI/CD, Supabase, Convex, Postgres SQL
AI Systems & Evaluation
AI Agents, Retrieval-Augmented Generation (RAG), LLM Orchestration, LangChain, Prompt Evaluation, Langfuse, Promptfoo, OpenAI API, Vertex AI, ElevenLabs API, Claude SDK
Automation & Workflows
Voicebot Workflows, Claude Code, Codex, OpenCode, Cursor, API Testing, Automation Monitoring, Google Workspace API
Architecture & Creative
Revit, Rhino, Grasshopper, 3ds Max, AutoLISP, BIM workflows, ComfyUI, Affinity Designer
Education
MSc Architecture2022 — 2024
Sopot Academy of Applied Sciences
BEng Architecture2018 — 2022
Sopot Academy of Applied Sciences
Certifications
AI_devs 4 Builders
AI_devs · 2026
AI_devs 3 Agents Reloaded
AI_devs · 2025
Languages
English · C1 / Advanced
Polish · Native
German · B1 / Mid