From Days on Quotations to AI That Understands His Business
A solo engineering founder running True Form Works for one year — without the capital to hire — discovered that Claude doesn't just explain how to build databases, it drafts them directly. He also found an unexpected benefit: an AI that questions him in ways that help him understand his own business better.
Industry
Engineering, 3D Printing & Custom Fabrication
Business Type
Founder & Engineering Associate, True Form Works
Location
Singapore
Course
Mastering Agentic AI — Klicco Academy, May 2026
The Challenge
Running a Full Engineering Workflow Alone — With No Capital to Hire
Quotations were slow and manual — every new client engagement required building a quotation from scratch, a time-consuming process at the very front of the sales workflow, before any engineering work had even begun.
Database creation took too long — building databases manually was a lengthy process, and prior AI tools could only explain how to create them, leaving Chin Liang to do the actual work himself, which defeated the purpose.
No effective prompting framework — without knowing how to create accurate, structured prompts, Chin Liang couldn't get reliable or specific output from AI tools. The gap between what AI could do and what he was able to extract was significant.
4–6 hours per week were being lost to slow operational processes — quotations, database creation, and other repetitive tasks consuming time that should have gone into engineering and client work.
The Solution
Mastering Agentic AI — Klicco Academy
Structured Prompting Framework
Chin Liang learned how to craft accurate, structured prompts — the foundational skill that unlocks everything else. Without this, AI tools deliver vague output. With it, they deliver exactly what the business needs.
Direct Database Drafting with Claude
The key insight: Claude doesn't just explain how to build a database — it builds one. That distinction alone eliminates a significant portion of the manual work Chin Liang had been doing after AI consultations.
AI as a Business Thinking Partner
An unexpected but meaningful outcome: Claude's questioning approach helped Chin Liang understand his own business better — surfacing insights about his operations that he hadn't articulated before.
Framework for Reducing Repetitive Tasks
Chin Liang left with a new lens for identifying which of his engineering and operational tasks are candidates for AI — moving from the belief that AI is only for general use to understanding its specific value in a technical business.
Project Timeline
Before Workshop
Solo founder without capital to hire; quotations slow and manual; database creation lengthy; no effective prompting framework
May 2026
Attended the full-day hands-on Mastering Agentic AI workshop facilitated by Abdul Adzhim at Klicco Academy, Singapore
During Session
Learned structured prompting; discovered Claude drafts databases directly; AI questioned him in ways that surfaced new business insights
Post-Workshop
4–6 hours per week identified for recovery; AI reframed as a specialist tool for engineering, not just general use
The Results
Numbers That Matter
Direct
Claude Drafts Databases — Not Just Instructions
4–6 hrs/wk
Time Identified for Recovery
Structured
Prompting Framework Learned
Clarity
AI Surfaced New Business Insights
"Before, I did not know how to create accurate structured prompts. As a small startup without capital to hire, AI questioned me in a way that helped me understand myself better. Claude can draft the needed database directly — which saves a lot of time."
— Chin Liang, Founder & Engineering Associate, True Form Works · Mastering Agentic AI, Klicco Academy · May 2026
Technology Stack
AI that does the work — not just explains it.
Join Mastering Agentic AI and learn how to get AI to draft, build, and deliver — not just instruct. Perfect for solo founders without the capital to hire.
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