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Sambath ChhomSC

Sambath Chhom

Systemarchitekt & KI-Automatisierungsexperte | n8n

€1,000/day
Reutlingen, DE
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Sambath

KI-Workflows, die nach der Übergabe noch funktionieren — das ist mein Anspruch.
Die meisten Automatisierungen brechen nach wenigen Monaten, weil sie ohne strukturierten Prozess entstanden sind. Ich bringe Systems-Engineering-Denken in die KI-Automatisierung: vom ersten Gespräch bis zur stabilen Übergabe.
Mein Prozess:

Anforderungen & Use Cases — wir klären gemeinsam, was automatisiert werden soll, welche Ausnahmen es gibt und was Erfolg bedeutet
Pilotierung in der Sandbox — kein Direktstart im Produktivsystem, sondern kontrolliertes Testen mit echten Daten
Evaluation & Review-Schleifen — strukturierte Testfälle, automatisierte Bewertung, iterieren bis der Score stabil ist
QM-Check vor Go-Live — Fehlerbehandlung, Edge Cases, Logging
Dokumentierte Übergabe — du weißt danach, wie der Workflow funktioniert und wie du ihn selbst anpassen kannst

Was ich baue:
n8n-Workflows mit LLM-Integration (Claude API, OpenAI), REST-API-Anbindungen, automatisierte Lead-Qualifizierung, Dokumentenverarbeitung, interne Wissenssysteme und Multi-Tool-Verbindungen (CRM, E-Mail, Datenbanken).
Ich bin kein klassischer Entwickler — ich denke vom Business-Problem aus, nicht von der Technologie. 8+ Jahre Systems Engineering, heute angewendet auf KI-Automatisierung.
  • German

    Native or bilingual

  • English

    Fluent

  • Khmer

    Basic

Remote only
Primarily works remotely

Experience

  • Chhom Consulting
    AI Automation Consultant for SMEs
    April 2026 - Today (4 months)
    Reutlingen, Germany

    AI Automation for SMEs — Methodical. Not a demo. As a solution that runs in everyday life.

    Many companies start with the wrong question: "How do we automate this?"
    The right question is: "Is this process even ready for automation?"
    This is exactly where my work begins. Before a single tool is configured, I analyze the existing process together with you — and optimize it where necessary. Automation on bad processes just makes bad processes faster. That benefits no one.

    What I bring
    8 years of automotive experience, including 2.5 years in the development of safety-critical steer-by-wire systems. There you learn: Robustness is not a nice-to-have. Systems that fail in critical situations must not even be put into operation.
    I transfer this standard to AI projects in the SME sector.
    My approach follows engineering logic:
    → Capture requirements — before a tool is selected
    → Understand and optimize processes — before automating
    → Design architecture — before building
    → Test and validate — before handing over
    → Handover with documentation — so your team can continue it themselves

    What I work with
    n8n · Claude AI · OpenAI · other specialized tools depending on the use case

    Who I work for
    SMEs and medium-sized companies that want to permanently relieve their processes

    What you get from the collaboration
    ✔ Clarity before costs are incurred (Discovery Call: free, 30 min)
    ✔ Process analysis and optimization before automation
    ✔ Solutions that your team understands and can operate themselves
    ✔ No vendor lock-in — you retain control

    First the requirement. Then the tool. Always.
    Artificial Intelligence (AI) Claude Process Optimization Requirements Management n8n
  • XTRONIC GMBH
    Systems Engineer
    AUTOMOBILE
    January 2024 - May 2026 (2 years and 4 months)
    Böblingen, Germany
    Full responsibility for requirements, system architecture, and review management in a steer-by-wire series development project according to ISO 26262 / ASIL D — from specification to acceptance.
    Focus areas:

    Creation of the component requirement specification for a position/angle sensor in the steer-by-wire system
    Development of physical and functional architectures at multiple abstraction levels using Enterprise Architect (UML/SysML)
    Responsibility for key functions: BLDC motor control and diagnostic services (UDS/OBD)
    Daily management of change requests, change impact analyses, and defect reports across multiple stakeholders
    Reviewer for architecture and requirements of multiple vehicle functions — complete resolution of all review findings

    Methods & Tools: Enterprise Architect, IBM Rational DOORS, PTC Integrity, UML/SysML, ISO 26262, ASPICE, V-Model
    Requirements Management System Architecture Systems Engineering Enterprise Architect Windchill
  • XTRONIC GmbH
    Product Manager Connectivity
    AUTOMOBILE
    April 2020 - May 2022 (2 years and 2 months)
    Böblingen, Germany
    • Focus 1 – Acquisition & Sales:
    ◦ Conception of an acquisition process
    ◦ Building a personal network primarily through cold outreach and new customer acquisition
    ◦ Presenting demo vehicles on-site to (potential) customers
    ◦ Coordinating and moderating use case workshops
    ◦ Describing personas and conducting interviews for various target groups
    • Focus 2 – Marketing & Product Management:
    ◦ Content and conceptual preparation of marketing materials for sales support (teasers, presentations, demo vehicles, videos, trade fairs, etc.)
    ◦ Preparation and coordination of social media activities
    ◦ Central interface to the marketing department
    ◦ Creation of market and competitor analyses (target group identification, pain point analysis, market potential assessment)
    Product Management Workshops Requirements Engineering (Use Cases, User Stories) Marketing Communication

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Education

  • Bachelor of Engineering
    Cologne University of Applied Sciences
    2017
    Bachelor of Engineering - BE, Business and Engineering

Certifications

Skill set

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