Custom AI systems
Internal applications, customer-facing products and integrations built around a specific company need.
ContactI build custom AI systems.
Bring me an important workflow, a product idea or a difficult technical project. I work directly with your team to decide what should be built, write the software and take it into production.
Services
What I do
I take responsibility for the technical work between an idea and a reliable system.
AI automation
Software that handles substantial recurring work across your tools, information, communication and human decisions.
Technical ownership
Architecture and implementation for a new, difficult or stalled AI initiative, working independently or inside your existing team.
Technical assessment
A focused investigation that turns an open opportunity or unclear system into a concrete recommendation and build plan.
Experience
Organizations I’ve worked with through product teams, client and agency projects, collaborations and teaching.
Chaos
Scalutions
Cylindo
pulsehound
LV3
Nationwide
Everwise
Niessner LabVisual Computing & AI
Alethea
Team4Hire
About
Samuel Kopp
I’m the engineer behind Agentakt. I have worked across AI consulting, agency projects and commercial AI products since 2018, from early technical exploration through architecture, implementation and production.
I work in English and German, and I can join an existing team or own a project directly.
LinkedIn profile ↗Selected work
Selected AI systems
Three public examples from my work. Each card explains the system and what I was responsible for.
ScalutionsOutbound Loop
What it does
An agentic system for running outbound sales as one coordinated operation. It turns a market and offer into researched accounts, qualification decisions, personalised communication, human approvals and campaign learning.
My role
I designed and built Outbound Loop end to end: agent architecture, research and qualification logic, model behaviour, internal interfaces, evaluation and the systems required to run it in production.
ChaosChaos AI Assistant
What it does
One of the first AI co-pilots for professional 3D artists, developed at Chaos, the market leader in 3D visualization. Across Enscape and Envision, it works with scenes, guides users and helps creatives make design decisions.
My role
Chaos documentation ↗I originated the concept and served as its first technical lead. I designed the cross-platform agent architecture and runtime as the work moved from research into a product built to serve nearly one million Chaos users.
CylindoCylindo Quickshot
What it does
At the time, Quickshot was a state-of-the-art AI system for creating photorealistic lifestyle imagery from furniture products. It bridged image generation and 3D design in a controllable workflow built for commercial use.
My role
Cylindo Quickshot ↗I owned the R&D behind Quickshot: the product workflow, image processing, image generation, model fine-tuning and the technical work required to turn the research into a usable product.
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CV / Detailed project record
Samuel Kopp
AI systems architecture & engineering
Agentakt
Independent AI engineering practice
Commercial AI product engineering
Product architecture and technical leadership
Neurision Labs
AI agency · Owner, technical lead and AI engineer
Research & data science
Applied AI research and early production work
Detailed systems, responsibilities and project history
Discuss a project
Send me the problem, your company and what has already been tried. I’ll reply personally.