STRATEGY
AI Strategy & Roadmaps
Use-case selection, capability roadmaps, governance, operating model and sequencing.
AI, GENAI & INTELLIGENT TRANSFORMATION
Real AI. Real outcomes.
From strategy and architecture to private LLMs, RAG, agentic workflows, semantic technologies and industrial AI—focused on business value, governance and usable delivery.
9 yearsAI/ML, NLP and semantic technology
8AI-based platforms managed
120+AI/ML and semantic capabilities defined
1agentic AI portfolio-reporting proof of concept
PRACTICAL ENTERPRISE AI
From data and models to governed workflows.
GENAI
GenAI & Agentic AI
Copilot-driven agents, portfolio reporting, orchestration and human-in-the-loop workflows.
LLM / RAG
Private LLMs & RAG
Hybrid retrieval, reranking, model routing, benchmarking and private knowledge workflows.
SEMANTIC
Semantic Technologies
Taxonomies, ontologies, metadata governance and knowledge structures that improve retrieval and AI readiness.
INDUSTRY 4.0
Industrial AI & IIoT
AI-enabled condition monitoring, connected worker and operations technologies in manufacturing environments.
PLATFORMS
Cloud AI Platforms
GCP Gemini, Vertex AI Search, NotebookLM, Microsoft AI and cloud-integrated enterprise solutions.
HOW WE APPROACH AI
AI should strengthen a business system—not become another disconnected experiment.
We start with the decision, workflow or information problem. Then we determine where AI, automation, semantic structure or conventional technology provides the best leverage.
01
Frame
Define the business problem, users and measurable outcome.
02
Design
Select data, model, retrieval, agent and integration architecture.
03
Prove
Prototype quickly with measurable acceptance criteria.
04
Scale
Operationalize governance, security, monitoring and adoption.
REPRESENTATIVE AI WORK
AI experience across enterprise, public-sector and industrial settings.
Industrial AI & connected operations
Managed evaluation and implementation of eight AI-based platforms and digital technologies within a global manufacturing transformation.
Semantic and information intelligence
Built metadata governance and semantic roadmaps covering 120+ capabilities to improve search, classification and AI readiness.
Private LLM and agent workflows
Hands-on work with private LLMs, RAG, hybrid retrieval, reranking, model routing, benchmarking and agentic portfolio reporting.
START THE CONVERSATION
Turn AI into an operating advantage.
Start with a use case, an information problem, or an enterprise AI roadmap.
