Congrats, your AI-generated product is making$20K/month

It'll make $0/month when it crashes next Tuesday.

I'm the engineer who makes sure Tuesday never comes.

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You Shipped Fast. Now What?

1

You Shipped in 3 Days

You used Cursor. v0. Claude. Bolt. Whatever worked. You shipped while your competitors were still arguing about tech stacks.

2

Now You've Got Traction

Users. Revenue. Real traction. The kind of growth that makes people take notice.

3

Held Together With Duct Tape

And a codebase that's held together with duct tape and prayer. The AI built for demo day. It didn't prepare for payday.

4

Real Money on the Line

It sure as hell didn't think about what happens when real money is on the line. When users depend on you. When downtime costs thousands.

5

That's Where I Come In

I fix the foundation while you keep shipping features. No rewrites. No drama. Just surgical fixes that make your product bulletproof.

Code analysis and debugging

Fix It Before It Breaks

Your AI-generated codebase is a ticking time bomb. I'll show you exactly what's about to explode—and how to defuse it before your users notice.

What Happens When You Skip the Boring Parts

AI wrote the code in minutes. It didn't architect it for the long term.

Silent Revenue Leak

Checkout works on Chrome. Breaks on Safari and mobile. No error tracking, so you don't know. 40% of your traffic can't buy.

Refund Rate Climbing

Users hit bugs and request refunds. Chargeback fees add up. Your payment processor is sending warnings.

Problem illustration

Can't Charge Premium

Your product is good but feels janky. Stuck charging $20/month when you should be at $200/month.

Customer Churn

You sign up 100 users. 60 churn in the first month because features break. Your growth metrics look terrible.

Problem illustration

Support Costs Eating Profit

You spend 20 hours per week answering "why doesn't this work?" That's time you could spend building features.

Can't Test = Can't Optimize

You want to A/B test your pricing page. Takes three weeks to implement because everything's connected.

Problem illustration

What Happens After We Fix It

9 years building production systems. I know what breaks at scale and how to fix it before it does.

No More Revenue Leaks

Every browser works. Every device converts. You stop losing 40% of your sales to silent errors.

Refunds Drop to Zero

Features work consistently. Users stop hitting bugs. Chargebacks disappear.

Solution illustration

Charge What You're Worth

Your product stops feeling janky. You can finally charge $200/month instead of $20. 10x revenue per customer.

Customers Stick Around

New signups don't churn. They stick because shit actually works. Your growth metrics look real.

Solution illustration

Support Hell Ends

Bugs get fixed for good. Support tickets drop 80%. You spend time growing instead of apologizing.

Ship & Test Fast

Add features in days without breaking old ones. Run A/B tests in hours. Optimize 12x faster.

Solution illustration

Why I Know What's About To Break

1

Enterprise Voice Platforms

Built voice platforms for Fortune 500 clients. Systems that can't go down. Where bugs cost millions.

2

Financial Calculation Engines

Financial systems where accuracy isn't optional. Where every decimal point matters and errors are unacceptable.

3

Marketplace Platforms

Platforms serving tens of thousands of concurrent users. Real-time transactions. Real money flowing through the system.

4

Seen Apps Break Dozens of Times

Users get angry. Refunds pile up. Revenue leaks everywhere. I've watched it happen. I know the warning signs.

5

Problems Are Predictable

Your AI-generated code isn't unique. The problems are predictable. The fixes are surgical. I've done this before.

6

Nine Years Building Systems

Nine years building systems that process real money and serve real users. I've seen the patterns. I know what breaks before it does.

7

Tuesday Is Coming

Your product is a ticking time bomb. Let's defuse it before it explodes.

Key Hoffman

I'm Key Hoffman. I've built enterprise voice platforms, financial calculation engines, and marketplace systems serving thousands. Now I fix SaaS platforms and mobile apps before they break and kill your revenue.

Trusted by companies building products that can't afford to break

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For The Nerds Who Want Details

1

Database & Performance

Database indexes. Query optimization. Connection pooling. Proper migrations.

2

Monitoring & Debugging

Error tracking with Sentry. Performance monitoring. Logging that actually helps you debug.

3

Security & Deployment

Environment variables done right. Secrets management. Docker for deployment consistency.

4

API & Authentication

Rate limiting on APIs. Input validation. Authentication that isn't from a tutorial.

5

Architecture & Testing

Modular architecture. Components you can test independently. Separation of concerns.

6

CI/CD & Automation

CI/CD pipelines that catch bugs before production. Automated tests. Deployment strategies.

7

Optimization

Image optimization. Caching strategies. Lazy loading. Bundle size optimization.

8

The Boring Stuff

No magic. Just the boring stuff that prevents disasters.

What Founders Say

"

Key is a Master engineer who employs the absolute best practices when it comes to software development. I have learned a lot from him and can't wait to continue working together in the future! Highly recommend him for any projects you need done with good quality and expert handling!!

"

Key is a top notch developer. He is patient and understanding in communicating aspects of development that I’ve struggled to learn myself. I’ve been a .NET developer for most of my career. Key helped me; 1) leverage what I know 2) integrated well-known design patterns, while 3) teaching me how to produce Enterprise quality apps. Need a great programmer? And a wealth of knowledge to guide your team? Call on Key.

"

Truly a one of a kind Developer that's dedicated to getting the job done while fighting for its users.

Fix Your Product Before It's Too Late

Limited availability for fractional CTO work. Usually respond within 24 hours.

I'll review your product and get back to you with a plan.