AI agents that work in production, not just in the demo.

Senior AI Engineer & AI Consultant. I build RAG and agent systems that run in production: 65 % less analysis time in private equity, 85 % of service requests resolved automatically. 15+ years of engineering, production AI projects since 2024.

Martin Kogut
Availability
Immediately
Roles
AI Engineer · RAG & Agentic AI · TypeScript Fullstack
Location
Berlin · Remote preferred, on-site possible
Languages
German, English
Profile
Certifications
MIT Professional Education: Agentic AI (in progress) · AI Applications
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Selected projects

Private Equity

RAG platform for private equity due diligence

Silver Investment Partners · 10/2025 – 04/2026

Due-diligence analysis time dropped by roughly 65%, freeing up time for the investment analysis itself.

DocumentsEmbeddingIndexRetrievalLLMAnswer
Next.js · OpenRouter · Qdrant · RAG · Box.com · Python · Docker · Langfuse
RAGLLMNext.js
Software / Compliance

On-premises AI assistant on self-hosted LLMs

COMAN Software GmbH · 08/2025 – 04/2026

Replaced the costly HubSpot chatbot: predictable, significantly lower costs and noticeably better answer quality.

RAGComplianceLocal LLMs
Enablement

Company-wide AI enablement

Carano Software Solutions GmbH · 02/2025 – 06/2025

70 employees across business and IT now use AI tools independently and productively, based on a binding operating policy rather than individual experimentation.

WorkshopsAI Enablement
SaaS / Customer Service

SaaS platform for agentic AI customer service

leezy.ai · since 01/2024

Around 85% of requests are resolved fully automatically, with a first response in under 2 seconds.

AgentsLLM Integration
Retail

Offline-first application for retail order fulfilment and delivery

Aldi Süd · 02/2022 – 12/2023

Coordinating orders and carrying out deliveries in one app, even without a network connection.

PWAVue.js
B2B / E-Commerce

B2B e-commerce platform across twelve markets

Coca-Cola European Partners · 09/2018 – 07/2021

One codebase, twelve country markets: from architecture through rollout across every market.

Vue.jsi18nE-Commerce

How I can help

Why work with me?

  • Technical delivery

    15+ years of software engineering. I ship production-ready code, not prototype graveyards.

  • Strategic consulting

    I translate between business and engineering and prioritize by impact, not hype. Grounded in two MIT Professional Education programs on agentic AI and AI adoption.

  • Technical ownership

    Architecture decisions, code reviews and technical sparring for teams and decision-makers.

  • Entrepreneurship

    Founder of the software agency hypescale and AI engineer at leezy.ai. I've carried budget and delivery pressure myself, not just sat in the meeting about it.

About me

I'm Martin, a software engineer from Berlin with over 15 years of experience. Today I focus on building AI systems companies actually use: agents, RAG applications, and the architecture behind them. Alongside that I run the software agency hypescale and build the SaaS platform at leezy.ai as its AI engineer. Both keep me where I like to be: close to real problems and close to the code.

Let's talk

Tell me briefly about your project — I'll reply within 24 hours. Or book a free 30-minute call right away.