You will get 30-Minute AI Automation Consultation for SaaS, Agencies & Startups
Top Rated
Project details
If your team is overloaded with manual workflows, this consultation is designed for you.
As an AI engineer specializing in document intelligence and verifiable RAG systems, I’ll help you understand exactly how AI can reduce your workload and eliminate repetitive tasks and how to implement my advice for higher quality work and higher ROI.
As an AI engineer specializing in document intelligence and verifiable RAG systems, I’ll help you understand exactly how AI can reduce your workload and eliminate repetitive tasks and how to implement my advice for higher quality work and higher ROI.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, AI-Enhanced Classification, AIOps, Anomaly Detection, Conversational AI, Image Analysis, Image Processing, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Development Language
PythonAI Tools
Azure OpenAI, GitHub Copilot, Hugging Face, Microsoft 365 Copilot, PyTorch, StreamlitAI Models
ChatGPT, GPT-4, LLaMA, WhisperWhat's included $40
These options are included with the project scope.
$40
- Delivery Time 1 day
- Number of Revisions 0
- AI Model Integration
- Database Integration
- Model Deployment
- Model Testing & Optimization
- Prompt Engineering
5 reviews
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BH
Ben H.
Feb 13, 2026
Ca
Camilla a.
Dec 9, 2025
I booked a consulting call with Márton to get clarity on AI automation opportunities for my agency, and the session far exceeded my expectations. He came prepared, asked systematic questions, and quickly understood my business and workflows.
What stood out most for me as someone who isn't technical was his ability to translate AI/automation concepts into recommendations I understand. He showed me where my systems fall short and can be automated, something that will help me save hours of my time!
He also shared specific architecture options and tools, and walked me through how they’d work in practice.
If you need someone who understands both the strategy and the technical implementation of AI automation, I strongly recommend working with Márton. I'll personally use him for our first automation project :)
What stood out most for me as someone who isn't technical was his ability to translate AI/automation concepts into recommendations I understand. He showed me where my systems fall short and can be automated, something that will help me save hours of my time!
He also shared specific architecture options and tools, and walked me through how they’d work in practice.
If you need someone who understands both the strategy and the technical implementation of AI automation, I strongly recommend working with Márton. I'll personally use him for our first automation project :)
BH
Ben H.
Mar 4, 2026
Docling RAG Pipeline: Smart Chunking & Reranking
Before I hired Márton, our RAG setup relied on fixed-size chunking, which limited retrieval quality and made scaling inefficient. He redesigned the chunking/retrieval strategy and executed the migration with strong structure: clear milestones, easy collaboration, and proactive updates. We ended up with a more efficient, production-suitable RAG pipeline and higher confidence in the system’s outputs. I’d recommend Márton for any complex technical engagement.
AS
Alexander S.
Mar 1, 2026
AI Workflow Automation for Internal Operations
Exceptional technical insight. Márton didn't just look at our setup, he analyzed our entire infrastructure and processes to find the real bottlenecks. I especially appreciated his focus on ROI. He was refreshingly honest about which features were nice to have and which were core to achieving our goals. Professional and highly strategic with project planning. He turned a complex technical mess into a clear, actionable roadmap. 5 stars.
JD
Jan D.
Feb 27, 2026
Chatbot MVP Development & System Architecture
Marci combines strong technical expertise with strategic thinking. He doesn’t just build features — he designs systems with long-term scalability in mind. Communication was clear, transparent, and proactive throughout the project. He challenges ideas constructively and adds real value beyond pure execution. Especially as a non-technical founder, I felt very well guided and supported. Highly recommended for AI architecture and complex system design.
BH
Ben H.
Feb 13, 2026
You will get 30-Minute AI Automation Consultation for SaaS, Agencies & Startups
Ca
Camilla a.
Dec 9, 2025
You will get 30-Minute AI Automation Consultation for SaaS, Agencies & Startups
I booked a consulting call with Márton to get clarity on AI automation opportunities for my agency, and the session far exceeded my expectations. He came prepared, asked systematic questions, and quickly understood my business and workflows.
What stood out most for me as someone who isn't technical was his ability to translate AI/automation concepts into recommendations I understand. He showed me where my systems fall short and can be automated, something that will help me save hours of my time!
He also shared specific architecture options and tools, and walked me through how they’d work in practice.
If you need someone who understands both the strategy and the technical implementation of AI automation, I strongly recommend working with Márton. I'll personally use him for our first automation project :)
What stood out most for me as someone who isn't technical was his ability to translate AI/automation concepts into recommendations I understand. He showed me where my systems fall short and can be automated, something that will help me save hours of my time!
He also shared specific architecture options and tools, and walked me through how they’d work in practice.
If you need someone who understands both the strategy and the technical implementation of AI automation, I strongly recommend working with Márton. I'll personally use him for our first automation project :)
About Marton
AI Engineer & Lead | RAG & Agentic Workflows | B2B SaaS | Python
100%
Job Success
Berlin, Germany - 12:09 am local time
Most businesses I work with are stuck with:
• Features that look good but fail in production because they lack proprietary, robust logic.
• Talented engineering teams who lack the specialized AI capabilities required to build auditable, verifiable systems.
• Architecture that works for 10 users but will trigger massive security or cost liabilities when signing your first enterprise client.
With 15+ years of experience and having architected 20+ high-stakes AI pipelines, I bridge the gap between complex AI research and agile, production-grade software engineering.
I provide the senior technical expertise you need to eliminate repetitive workflows using production-grade, safe, and auditable AI automation and ensure your technology is an asset for your business or your next funding round.
Recent work:
• For a RegTech SaaS: Built a hybrid RAG pipeline with durable workflow orchestration (Temporal). Result: AI responses with 100% citation provenance for regulated document analysis.
• For a wellness startup: Architected a 4-agent LLM coaching system with dynamic 6-layer prompt assembly and emotional intensity mapping.
• For a cross-chain DEX: Engineered the backend for trustless atomic swaps between Bitcoin/Lightning and EVM/Starknet ecosystems.
• Enterprise identity: Led the research and delivery of the KILT Protocol mainnet, including a Deloitte-partnered KYC integration.
My pipelines consistently deliver:
✅ 40–80% reduction in manual work
✅ 99%+ accuracy, even in regulated environments
✅ Hours reclaimed per employee, per week
✅ Measurable ROI within 30–90 days
How I help your business:
✅ AI strategy & advanced RAG: I provide the elite technical oversight your team needs to eliminate repetitive manual workflows, build safe AI systems, and ensure your technology is a major asset for your next funding round.
✅ Security and compliance: Deep expertise in building verifiable pipelines, secure cloud data flows, and SOC2-ready architectures.
✅ Engineering leadership: I work directly with your developers, streamline your sprint cycles, and implement CI/CD pipelines that ensure your team ships weekly, not monthly.
✅ Technical due diligence: I ensure your codebase and IP are fully optimized for institutional scrutiny during M&A or venture capital funding rounds.
Technical expertise:
• AI / LLMOps: Python, Pydantic AI, LangGraph, LangChain, PyTorch, Vector Databases, Graph-RAG, Semantic Search, Prompt Engineering, Model Evaluation, Fine-Tuning, Embeddings.
• Backend & cloud infrastructure: TypeScript, SQL, Docker, Kubernetes, Terraform, AWS, Azure, GCP, Distributed Systems, CI/CD.
• Automation & enterprise tech: n8n, Document Intelligence (Docling), LegalTech/FinTech compliance automation, Decentralized Identity (DID).
I can quickly adapt to your stack and I am always happy to learn new tools.
How we can work together:
✅ Technical audit and roadmap: We start with a deep dive into your current stack. I identify friction points in accuracy or scale and provide a written assessment with specific, technical recommendations.
✅ Fractional leadership: I join your Slack/Teams, manage the development cycle, and take ownership of the hard technical decisions so you can focus on growth.
✅ Specific sprints: Need a specific RAG pipeline or smart contract protocol built? I offer fixed-scope engagements for high-priority feature launches.
Want to get started? Click the "Invite to Job" button. Tell me about your current stack and what would make our first call a success for you.
Steps for completing your project
After purchasing the project, send requirements so Marton can start the project.
Delivery time starts when Marton receives requirements from you.
Marton works on your project following the steps below.
Revisions may occur after the delivery date.
Consultation Call
On the call, we’ll analyze your use case, map out the best AI architecture or automation approach, and evaluate feasibility, accuracy requirements, and ROI. You’ll get clear, actionable guidance.