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GRAZ, AUSTRIA — SHIPPING WORLDWIDE/// SILICON VALLEY SOFTWARE PATTERNS — BUILT IN EUROPE

Solving problems
before they cost money.

Evolve Technologies brings Silicon Valley software patterns to Europe. Principal AI engineers push your idea from prototype to production — fast.

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TRUSTED BY
  • CANCOM
  • CENSUS LABS
  • ROLLS-ROYCE SOLUTIONS
  • FOXY.AI
  • KICKSCALE
  • YOUR COMPANY
10+ yrs
software engineering
PhD
machine learning, with honors
30+
engineers led
−66%
LLM infra cost for a US client

01 — SERVICES

What we build

LLM Agents

Agent systems, RAG, MCP and fine-tuning — with evals and guardrails that make them safe to put in front of customers.

RAG · MCP · SFT/DPO · EVALS

Rapid Prototyping & Feasibility

Feasibility analysis first, then TRL 3 to TRL 9: ideas validated early and pushed to market in months, not years — before they cost real money.

FEASIBILITY · TRL 3–9 · TIME-TO-MARKET

Custom Machine Learning

Bespoke models where APIs fall short: data curation, training, quantization and inference tuned down to edge hardware.

PYTORCH · QUANTIZATION · EDGE

Diffusion Models

Image and video generation — WAN, Qwen-Edit, Flux — fine-tuned and deployed for your product and your data.

IMAGE · VIDEO · FLUX · WAN

Audio AI

TTS, speech recognition and award-winning noise cancellation — PhD-level audio, shipped to mobile and automotive.

TTS · ASR · BEAMFORMING

Code Refactoring

Legacy AI codebases made maintainable — 150k+ line backends refactored for enterprise clients without stopping the product.

PYTHON · C++ · ARCHITECTURE

FRONTEND

React

TypeScript frontends that make AI usable.

BACKEND

Python

FastAPI, PyTorch, gRPC/REST — C++ where performance demands it.

DEPLOYMENT

Any cloud. Or yours.

AWS, Azure, Google Cloud — or fully on-premise.

02 — APPROACH

Slide decks don't run in production. Code does.

The Valley pattern: small senior teams, weekly shipping, evals before opinions. We stay in the editor — 80% of our time goes into building, 20% into leading the project and researching what de-risks it.

  • Code-first

    You get running systems, repositories and pipelines — not recommendations.

  • Principal engineers only

    Engineers who have led teams of 30+ — not a bench of juniors billed by the hour.

  • Knowledge transfer

    We build with your team. When we leave, your people own the system.

  • Honest scoping

    If AI is the wrong tool for your problem, we say so before it costs you a budget.

03 — TRACK RECORD

Real engagements, real resultsProof, not promises

ENTERPRISE IT · EUROPE

CANCOM

Enterprise architecture for a B2B agentic AI platform — deep agents, RAG and MCP on Azure, on-premise LLMs with NVIDIA NIMs, a 150k-line backend refactored for scale.

HIGH-SECURITY AI

Census Labs

High-performance LLMs optimized for on-premise, security-critical infrastructure — leading a security-expert AI team as principal lead.

INDUSTRIAL AI

Rolls-Royce Solutions

Acoustic-sensor predictive maintenance AI deployed on embedded systems — quantized deep learning running where the machines are.

CONSUMER AI · SILICON VALLEY

foxy.ai

LLM platform engineering for a US consumer product — a GPU-to-CPU migration that cut hardware costs by two thirds, and a moderation filter answering in under 0.2s.

SALES AI · AUSTRIA

Kickscale

LLM-powered sales intelligence for a meeting-analytics platform — an AI recommender system and a RAG pipeline for sales optimization, built into the product.

Founded by Dr. Matthias Zöhrer

PhD in machine learning (with honors, TU Graz). Publications at NIPS, IEEE, ICASSP and Interspeech. Top-3 international rankings in speech AI. Previously Principal AI Lead, LLM Technical Lead and AI Lead across Europe and the US.

EU CERTIFICATE OF EXCELLENCE
TOP-3 · INTERSPEECH
TOP-3 · IEEE DCASE

Let's build something that ships.Got a problem? Good.

A 30-minute call is enough to find out whether and how we can help — before it costs you money.

matthias.zoehrer@evolve-ai.io

LINKEDIN · GRAZ, AUSTRIA