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.

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Professional Background and Experiences

Cornell

AWS

PropertyGuru

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.

—— A

AI Strategy Consulting

Annual Contract

Best for:Enterprises ready to transform

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

Outcome

Clear path from investment to revenue

Production Implementation

Annual Contract

Best for:Companies stuck in POCs

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

Outcome

Working AI in production, not PowerPoints

—— C

AI Team Training

Annual Contract

Best for:Teams building AI capabilities

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

Outcome

Team that can execute AI projects independently

Results That Matter

Real outcomes from real implementations. No PowerPoints, just production systems.

—— A

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

View Technical Details

—— B

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

See Growth Strategy

—— C

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

Read Case Study

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

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Aaron (Youshen) Lim - AI Strategy & Implementation Leader

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.

Or email directly:yl3566@cornell.edu

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.

Make Successful Investments inAI and Machine Learning