About the Founder

Wladimir Neuberger

Senior AI engineer and solution architect with 14 years of experience — more than ten of them in automotive series development, with a proven record of project and leadership results in international corporate environments.

I have built systems that run in series production at numerous manufacturers — fitted more than ten million times a year. What I learned there is the foundation of how I work with AI today: a system is only finished when it works reproducibly under real conditions, has been tested, and somebody is accountable for it.

From series development

  • Development and integration of the first matrix beam light systems at Audi and VW
  • Development of the first production-ready laser light systems and further intelligent light assistance systems
  • Integration of the world’s first intelligent rear lights into series production
  • Development of dynamic interior lighting concepts
  • Test benches for autonomous driving (radar, camera, reprocessing) with a capacity of one million real driven kilometres per week
  • Lead defect manager for two major OEM programmes on the next-generation electronics platform — first in series production in the Audi Q6 e-tron and the Porsche Macan Electric
  • For BMW: whole-vehicle data architecture for collecting and extracting vehicle data
  • Built and led teams of 5 to 17 people, including training software testing teams

Corporate track record

Lead Defect Manager

CARIAD / Porsche / Audi · 03/2023 – 05/2025

  • Software quality assurance for more than 250 electronic control units
  • Built automated reporting pipelines in Python and VBA
  • Cut defect lead time from over 50 days to under 10
  • Built and led a team of five

Senior PMO Consultant

BMW · 11/2021 – 03/2023 · Munich

  • Programme and budget control for vehicle data infrastructure, annual budget above €100m
  • Whole-vehicle data architecture for collecting and extracting vehicle data
  • Scaled from 14 to 56 data-supplying control units
  • Raised series integration success from under 30 % to over 90 %

Lead Defect Manager

Audi / CARIAD (HCP4) · 06/2020 – 09/2021 · Ingolstadt

  • Coordinated an average of 1,500+ open defect tickets across 50+ suppliers
  • Synchronised three ticketing systems (Jira, ALM, KPM)
  • Cut defect lead time from over 90 days to under 10
  • Built and led a team of twelve

Area Manager, Test Tool Engineering

MAGNA · 04/2019 – 05/2020

  • Test bench systems for camera and radar sensors, team of 15
  • Delivered more than 300 HiL test benches for autonomous driving to BMW
  • Test capacity of more than 1 million real driven kilometres per week
  • Reduced operating effort from 15 to 4 people through in-house test bench control software

Before that, from 2012 to 2019: test manager, development engineer for the first intelligent series rear lights, head of department with 17 people at a VW supplier (light systems fitted more than 9 million times a year), software development project manager, HiL test engineer and test bench automation with LabVIEW.


Today: AI platforms that run in production

Since 2025 I have been building AI products with Salimov AI Solutions — owned end to end, from solution and cloud architecture through implementation and code review to a productive go-live. I integrate OCR, LLM, RAG, MCP and vector search components into controlled pipelines with structured outputs, rather than trusting a model blindly.

CITT — AI phone reception

White-label voice AI platform

  • Autonomous AI phone agent with appointment booking, 50+ languages, 13 LLM models
  • Real-time dialogue control with speech-to-text and text-to-speech
  • GDPR compliant, AES-256 encrypted · customer integration in under 20 minutes

nonaime.studio — AI product photography

Vertical AI SaaS

  • From product photo to finished listing in one click — around 99 % time saved
  • Four AI providers behind one provider-agnostic abstraction layer
  • Stripe billing and Shopify integration, owned from architecture through to go-live

Caddie AI — multi-agent platform

Golf intelligence

  • 12 specialised agents with orchestrator routing across 18 intent categories
  • Anti-hallucination design, RAG development, voice pipeline
  • Delivered microservices: AI parts search for car parts dealers, import cost calculator, golf course assessment

Technology

Python 3.11+FastAPIPydantic v2TypeScriptNode.jsHono.jsReact 19Next.jsAstroTailwind CSSPostgreSQL 16SupabasepgvectorChromaDBRedisDockerVercelStripeShopify APITelnyxElevenLabsOpenAIAnthropic ClaudeGoogle Geminin8n

Methods and certifications

RAGMulti-agent orchestrationPrompt engineeringASPICEISO 26262ISO 9001SAFeV-modelScrumKanbanGDPR
  • Project Management Professional (PMP), 2020
  • ISTQB Advanced Level Test Management, 2019
  • IREB Requirements Engineering — Foundation Level (CPRE-FL), 2015
  • ISTQB Certified Tester Foundation Level, 2014
  • Anthropic Academy Professional Development, 2026

B.Eng. in Production and Automation Engineering.