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From the Classroom to the CRM: How a Non-Technical CEO Built AI Tools That Run His Company Every Week

When Erick Villalobos, CEO of Singapore's Evermove Engineering, attended the NUS Business School Executive Education course AI for Talent Management and Organizational Design in early 2025, he was 39 years old, ran a 52-year-old company, and had never written a line of code. Six months later, his company runs a fully custom AI-built CRM, with no developers, no budget, and no technical team. This is the story of how a strategic mindset, not technical skill, made the difference.

The better the question

4,000 customers. 12 years of data. No way to act on any of it.

The data was there. The problem was that nobody could see it, or do anything with it.

When Erick Villalobos acquired Evermove Engineering in October 2025, he inherited a company with more than five decades of history in Singapore’s industrial supplies market, and a dataset that told that story in full. Twelve years of transaction records. Roughly 4,000 customer accounts. Every purchase, every lapse, every category of castor wheel and industrial component ever ordered. It was all there.

But it was invisible. Evermove had no data team, no IT department, and no way to turn that history into a question as simple as “who should we call this week?” A previous attempt at a CRM in a prior company had cost S$25,000 and was abandoned on the first day. It didn’t fit how the team actually worked. The lesson Erick had taken from that experience was blunt: technology for its own sake is money thrown away.

What the business needed was not a technology solution. It needed a clear question. And Erick didn’t yet know how to ask it.

The challenge was structural. To extract any meaningful pattern from the transaction database, a business analyst would previously have needed advanced Excel skills, hours of manual work, and a clear sense of what to look for in the first place. Erick had none of those resources, and, critically, wasn’t sure what questions he should even be asking of the data he had.

He knew which customers had bought before. He didn’t know which ones had stopped, or why, or whether they were worth pursuing. He didn’t know which market segments were underserved, or whether his sales team was spending their time on the right calls. The data held the answers. But without a way to access them, it might as well not have existed.

Years of transaction data
12
All sitting idle; no way to extract insight
Customer accounts
4,000
No visibility on who to call or when
Previous CRM investment
$25K
Abandoned on day one. Zero ROI.
In-house data team
0
No analysts. No IT. No technical support.

The better the answer

A course that changed how he thought — not what he knew

The NUS Executive Education programme didn’t teach Erick to code. It taught him to see AI as a strategic tool and to ask better questions.

In February 2025, Erick enrolled in the NUS Business School Executive Education programme: AI for Talent Management and Organizational Design. He arrived as a self-described non-technical CEO, someone whose career had been built on agricultural supply chains, international sales, and the hands-on work of turning around companies in difficulty. He had managed teams of hundreds, navigated bank loans, and led a Costa Rican fruit company to over USD 100 million in annual sales. He had never thought of himself as a technology person.

What the course shifted was not his technical knowledge; it was his mental model of what AI is for. Instead of approaching AI as a system that required engineers and specifications, he began to see it as something far more accessible: a tool that responds to clear thinking. The bottleneck, the course made clear, was not code. It was clarity of thought about the problem you were trying to solve.

The NUS Business School Executive Education classroom. Erick attended the programme in early 2025, alongside working professionals and business leaders from across Singapore.

The outcome

A working CRM in two hours — with plain English and no code

Armed with a clearer way of thinking, Erick went back to his business and described his problem out loud, in full, to an AI.

Returning from the course, Erick sat down with Manus, an AI agent, and described his situation in plain English. No technical specification. No wireframe. No developer brief. He described the data he had, the insight he was missing, and the action he wanted to be able to take: knowing which customers to call, when to call them, and in what order. Manus offered several options. One was building a custom CRM from scratch.

Two hours later, a working version of the CRM was running on Evermove’s real company data. Within one week of daily use, testing, and iteration, the tool was refined to the point where it could generate the sales team’s weekly call schedule automatically. The first month saw improvements every two weeks as new needs surfaced. Now the cycle is monthly, each session adding a feature, fixing an edge case, or adapting to a new business question.

Day 01

Described the problem in plain English

No technical brief, no wireframes, no developer. Just a clear description of the business problem: 4,000 customers, no visibility on who to call, and no team to help.

2 hours later

Working CRM live on real data

The first version was running on Evermove’s actual transaction data. Not a prototype, but a functional tool the sales team could use immediately.

ongoing

Iterate every two weeks, then monthly

First month: improvements every fortnight. Now a monthly cycle. Each session refines the logic, adds a feature, or adapts to a new business question. Total budget: zero.

What business leaders can take away

Four lessons from Erick’s journey — for any leader thinking about AI

01

The new frontier of AI is strategic, not technical

You don’t need to code, build, or understand machine learning. You need to be able to articulate a business problem with precision. The moment Erick could describe what he needed, clearly, in plain language, the technical barrier disappeared. Strategy is the skill; AI is the tool.

02

Expensive systems are not the only option — or the best one

A S$25,000 CRM was abandoned on day one because it didn’t fit how the team worked. A tool built in two hours for free, starting from a plain-language description of the actual problem, has been used every week since. Fit matters far more than cost or sophistication.

03

Iteration is the process — not a sign that something went wrong

The first version wasn’t perfect. It got better through weekly use, testing, and refinement. Erick’s approach, start small, use it every day, improve regularly, is fundamentally different from the traditional IT project mindset of build-first, deploy-later. The tool exists because of iteration, not despite it.

04

The new frontier is knowing which problem to solve

AI can build the tool. AI can run the analysis. What it cannot do is decide which question matters most to your business right now. That judgment, strategic, contextual, human, is where the real value lies. The NUS course didn’t give Erick a technical skill. It gave him a framework for asking better questions.

Erick Alberto Villalobos Salas

Erick is a trilingual business leader from Costa Rica, now based in Singapore, with a track record spanning agricultural engineering, international sales, and company turnarounds across Latin America and Southeast Asia. He holds a degree in Agronomic Engineering from EARTH University and has studied Mandarin at Hebei Normal University of Science and Technology. He completed the Senior Executive Programme jointly run by INCAE Business School and NUS, and holds a Board of Directors certification from INCAE.

As CEO of Productos Agropecuarios Visa in Costa Rica from 2019 to 2024, he led the company through the pandemic without redundancies and grew annual revenues to over USD 100 million, a 20% year-on-year growth trajectory. Since relocating to Singapore in 2025, he has founded Villalobos Trading Pte. Ltd. (the Biru pineapple brand) and acquired Evermove Engineering & General Supplies, returning the 52-year-old business to profitability within six months.

He attended the NUS Business School Executive Education course AI for Talent Management and Organizational Design in February 2025, which he described as having opened his eyes to AI as a strategic tool rather than a technical one. He subsequently built and deployed a custom AI-powered CRM for Evermove, and later returned to NUS to share his experience as a guest lecturer in the NUS MBA programme.

Connect with Erick on LinkedIn ↗

Find out about Evermove Engineering ↗

Original Publish Date

NUS Business School Executive Education

AI for Talent Management and Organisational Design

The programme that sparked Erick's journey equips HR leaders, people managers, and business executives with practical frameworks for applying AI in organisational contexts. It covers AI fundamentals for non-technical leaders, hands-on generative AI tools, ethics and governance, and how to design and pilot AI solutions in your own organisation. Rated 5/5 on SkillsFuture SG. Next run: October 2026.

Learn more about the programme