Home / Services / AX Consulting
AX (AI Transformation) Consulting
Analyze the work, transition it to AI agents,
and make it self-operating
Our AX consulting applies the BEI methodology: we analyze your existing workflows, then deliver the full journey from Agentic AI (Multi-Agent System) design and build to internalization training for self-operation — all in one place.
The Problem
AI adoption among SME manufacturers is around 1%
While large enterprises reach 48.8% AI usage, SME manufacturers sit at roughly 1%. The biggest barrier isn't technology — it's not knowing where or how to start. PNF closes that gap through field diagnosis, small-scale proof of concept, and phased rollout.
* Source: MSS (Jan 2026), KCCI·KDI
BEI Methodology — a 4-step transition
1
Diagnose (AS-IS)
Analyze workflows and identify where AI can apply.
2
Design (TO-BE)
Design the Agentic AI architecture, agent roles and workflows.
3
Build
Develop AI agents, build automation pipelines, run integration tests.
4
Train & Internalize
Train field staff and hand over with manuals for self-operation.
Core technology — Multi-Agent System (MAS)
Not a single chatbot or tool, but a system where multiple AI agents collaborate to automate real workflows.
- Orchestration — a Chief Orchestrator over multiple Sub-Orchestrators and Specialized Agents.
- Tech stack — LLMs such as Claude (Anthropic), Make·n8n workflow automation, Playwright (Python) browser automation, Telegram Bot interface.
- Areas — admin automation (invoices, approvals), content creation, education/AX content, consulting report generation.
Data security & Human-in-the-loop
Customer data and confidential information are blocked at the agent-input stage, and outgoing deliverables get a final human review — balancing automation efficiency with control.
A good fit if you are
- An SME manufacturer in the metro area (50–300 staff; auto/electronic parts, etc.)
- A company tied to government support programs (AI vouchers, smart-factory transition)
- Looking to cut inefficiency in repetitive admin, paperwork and data aggregation
