AI Architecture & Industrialization

Engineering
AI for Production

Amun Data Consulting designs and industrializes AI solutions — Generative AI (LLMs, RAG, agents) and Machine Learning — that are robust, secure and compliant (GDPR, privacy by design) for SaaS vendors, FinTechs and technology companies.

About

From scientific research to production-grade AI.

Founded by a PhD in Applied Mathematics and AI Architect, Amun Data Consulting turns prototypes into scalable, governed production systems. We combine scientific rigor, modern software architecture and MLOps practices to deliver measurable value while reducing operational and regulatory risk.

99%

NLP anonymization accuracy

+35%

Model performance gain

Production

LLM & ML deployed

GDPR

Privacy by Design

Expertise

Core Capabilities

Strategy, architecture and industrialization to deliver reliable, observable, business-aligned AI.

AI Strategy & Audit

Assess AI maturity, prioritize use cases, define ROI, and build a delivery roadmap (ML/LLM/RAG).

Details

Machine Learning

Supervised & unsupervised modeling, NLP/OCR, evaluation, calibration, optimization and deployment (TensorFlow / scikit-learn).

Details

Secure LLM & RAG Architecture

Retrieval design (embeddings, indexing, re-ranking), quality evaluation, observability, guardrails and sensitive-data handling.

Details

Agentic AI & Multi-Agent Systems

Orchestration with LangGraph, CrewAI, AutoGen; memory, tool calling and improvement loops.

Details

Industrialization & MLOps

ML CI/CD, monitoring, data validation, drift management, cloud deployment (GCP, Azure, AWS).

Details

Secure Backend & APIs

FastAPI/Django services, SQL/NoSQL integration, OAuth2/JWT, Docker deployments.

Details

AI Model Evaluation & Robustness

Offline/online evaluation protocols, robustness and bias testing, ensuring reliable, stable AI model performance in production.

Details

Data Engineering & Data Quality

Reliable data pipelines, flow validation, schema governance, and dataset versioning for scalable ML and LLM systems.

Details

AI Governance & Compliance

NLP anonymization, pseudonymization, Responsible AI, documentation and secure data flows.

Details
Global finance skyline
"AI creates value only when it is industrialized, measured and secured — in service of better operations and decision-making."

Johng-Ay Tamatoro, PhD

Founder, AI Architect

Use Cases

Industrialized GenAI and ML

Examples of turning POCs into robust, governed production systems.

  • High-precision NLP anonymization pipeline (99%) for large volumes of SaaS customer tickets
  • Production RAG architecture (embeddings, retrieval, LLM orchestration) with monitoring and continuous improvement
  • Industrialized document extraction (OCR + NLP) and accounting classification
  • Bank reconciliation engine (heuristics + fuzzy matching) and process automation
Download the whitepaper

Contact

Initiate Dialogue

Confidential inquiries for GenAI (LLM, RAG, agents) and Machine Learning (NLP/OCR, classification, extraction), industrialization and governance.

AMUN

Data Consulting

Specialized advisory in Generative AI, Machine Learning and MLOps industrialization — with a strong focus on security and compliance.

Sectors

  • SaaS & Tech
  • FinTech
  • ERP & Business Software
  • Data & AI Products

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Amun Data Consulting - Strategic Advisory