Intersecting AI and Business
Make Successful Investments inAI and Machine Learning
I'm Aaron (Youshen) Lim. I've helped 200+ companies align technology with business objectives—including building business-aligned AI and machine learning systems.
Now I help businesses and enterprises implement AI that actually works.
P.S. Yes, I have a Cornell MBA and am Agile Scrum Certified. But what matters is that I understand AI/machine learning. I have actually built & deployed AI. I also have a proven impact track record of successful cloud implementations, product GTM strategies, launching platform businesses, scaling operations across markets, spearheading IPO initiatives, and venture capital investment research.
Professional Background and Experiences
The AI Implementation Problem
Most AI projects fail to deliver ROI. Here's why:
No clear business case or success metrics
Treating AI as technology, not business transformation
Lack of AI development experience
Missing alignment between POC and scale that realizes business objectives
I solve this by combining:
Real implementation experience
Revenue and GTM focus
Enterprise management experience
Technical depth (AI fluency from Cornell + AI development & deployment experience)
Services
Practical AI implementation services for measurable business outcomes. No fluff, no buzzwords—just results.
AI Strategy Consulting
Strategic roadmap from AI investment to measurable business outcomes. I help you identify high-ROI opportunities and build the business case.
What's Included:
- ↳AI readiness assessment & roadmap
- ↳Business case development with ROI modeling
- ↳Technology selection & architecture design
- ↳Implementation planning & risk mitigation
What You Get:
Clear path from investment to revenue
Production Implementation
Move from proof-of-concept to production-grade AI systems. I build and deploy ML models that actually work in your business operations.
What's Included:
- ↳ML model development & optimization
- ↳Data pipeline architecture
- ↳System integration & deployment
- ↳Performance monitoring & iteration
What You Get:
Working AI in production, not PowerPoints
AI Team Training
Hands-on workshops for product and engineering teams. I teach practical AI implementation, not theoretical concepts.
What's Included:
- ↳Customized curriculum for 10-15 participants
- ↳Real-world case studies from my experience
- ↳AI/ML best practices & frameworks
- ↳Post-training implementation support
What You Get:
Team that can execute AI projects independently
Results That Matter
Real outcomes from real implementations. No PowerPoints, just production systems.
Hiring Recommendation AI Model
From Concept to Development & Integration with ATS Application
Challenge
Manual hiring screening bottleneck
Solution
Machine learning classifier with XGBoost
Result
70% recall, fast inference
AWS Territory
Scaling to Double-Digit Annual Revenue
Challenge
200+ companies needing cloud/AI solutions
Solution
Strategic territory management
Result
Exceeded 100% revenue goal achievement
PropertyGuru
7 Products, $7-8M Net-New Revenue at 70%-80% Gross Margins
Challenge
Regional market expansion
Solution
Data-driven GTM strategy
Result
$7-8M annual revenue, 70%-80% margins
Want to see how I can help your business achieve similar results?
Technical Implementations
Production-ready AI/ML systems and frameworks demonstrating enterprise-scale capabilities
Ready to Make AI Work?
Stop wasting money on AI experiments that go nowhere.
Get aligned and reliable AI. Let's build something that generates real revenue.
P.S. I only take on projects where I'm confident I can deliver measurable results. If AI isn't the right solution for your problem, I'll tell you.
Get in Touch
Ready to discuss your AI strategy? Let's talk.