Thoughts & Perspectives
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Build vs Buy AI: A Decision Framework for Profitable Businesses (2026)
Build vs buy is the AI question every operator is wrestling with right now — and the wrong answer is expensive in both directions. Here's the 4-question framework I run with the businesses I work with.
AI Consultant vs AI Agency vs Productized AI Ops: How to Choose (2026)
AI consultant, AI agency, and productized AI ops are three different products being sold to the same buyer. They cost different amounts, ship in different timeframes, and fail in different ways. Here's the honest comparison from someone who runs one and advises on the others.
AI Operations: How I Scope AI Projects That Actually Ship
Most AI projects fail before they start because they were scoped to impress, not to ship. Here's the 3-phase AI operations scoping framework I use at SuperDupr — and how to know when an AI pilot is actually a stalling tactic.
The Delegation Decision: When to Hire Your First Employee as a Founder
Most founders hire too late, then hire too generic. The Delegation Decision is a 3-question test for figuring out what to take off your plate first — and whether the answer is a fractional, a contractor, or a full-time first hire.
The Prioritization Formula: A Product Prioritization Framework for Solo Founders
RICE, ICE, Kano, MoSCoW, Lean Prioritization — every prioritization framework was built for product teams, not solo founders. Here's a 5-input formula that synthesizes the best of all five for the 1-person company.
The Clarity Filter: How to Beat Feature Creep and Know What to Stop Building
Feature creep is a clarity problem, not a discipline problem. Here's the 4-question filter I run when a roadmap is bloated and the founder can't tell what to cut.
The McKelvey Method: A Founder Coaching Framework for the Post-MVP Stage
Founder coaching for the awkward stage between shipping an MVP and scaling. A 90-day framework — Clarity, Systems, Velocity — built for founders who already proved they can build but don't yet know what to build next.
Vibe Code Rescue Case Study: From Broken AI MVP to Production in 6 Weeks
A YC-backed B2B SaaS shipped its MVP with AI-generated code. The UI looked complete. There was no real auth, no payments, no onboarding, no data integrity. Here's how we got it production-ready in 6 weeks — and what every vibe-coded MVP actually needs to survive real customers.
Lovable vs Cursor (2026): Vibe Coding App Builder vs IDE
Lovable and Cursor aren't really competitors — they're different categories of AI coding tools. Lovable builds your app from a prompt. Cursor helps you build it yourself. Here's when each wins.
Replit vs Cursor (2026): Which AI Coding Tool Wins?
Replit is browser-first and collaborative. Cursor is a desktop IDE with deep AI integration. Here's when to use which — and why the answer depends more on where you code than how you code.
Claude Code vs Cursor: Which AI Coding Tool Wins in 2026?
Claude Code and Cursor are the two most important AI coding tools in 2026. They're not competing — they solve different problems. Here's when to use each (and why most serious developers run both).
Fractional CTO vs. Full-Time CTO: Which One Does Your Startup Actually Need?
A fractional CTO costs $120K/year. A full-time CTO costs $300K+. But cost isn't the only factor. Here's the decision framework for choosing the right model based on your stage, team, and goals.
Fractional CTO Rates, Cost, and Hourly Pricing in 2026
Fractional CTO rates run $150-350/hour. Monthly retainers are $5,000-15,000. Here's the 2026 pricing breakdown by engagement type and market — plus how to calculate whether the ROI makes sense for your startup.
The Sales Follow-Up Sequence That Actually Converts (Templates Included)
80% of sales require 5+ follow-ups. Most founders quit after 2. Here's the exact follow-up sequence I use — with templates for each stage — that converts prospects into customers without being annoying.
How to Raise Prices Without Losing Customers: The SaaS Founder's Playbook
A 20-30% price increase typically causes less than 5% churn. Here's exactly how to do it — the timing, the messaging, and the grandfathering strategy that protects your best customers.
The 5 GTM Mistakes That Kill Startups Before They Launch
I've watched the same 5 go-to-market mistakes kill startups over and over. Most of them happen before launch day. Here's how to avoid each one.
Go-to-Market Strategy: The Founder's Playbook for Getting to Revenue in 90 Days
Most go-to-market strategies fail because they start with channels instead of customers. Here's the 90-day GTM playbook I've used across 50+ product launches to get to revenue fast.
SaaS Pricing Strategy: How to Stop Leaving Revenue on the Table
Most founders underprice their product by 30-50%. Here's the SaaS pricing framework that fixes it — real models, real examples, and the psychology behind pricing that converts.
Product Positioning for Founders: How to Explain What You Do So People Actually Buy
If you can't explain what your product does in one sentence, you'll never sell it. Here's the positioning framework I use with clients to turn confused prospects into paying customers.
Founder-Led Sales: How to Close Your First 50 Customers Without a Sales Team
You don't need a sales team to close your first 50 customers. You need a system. Here's the founder-led sales framework I've used across 50+ products to generate $53M+ in revenue.
Vibe Coding with Claude: How I Build Real Apps with Claude Code
Claude Code is the best vibe coding tool for complex backend work. Here's how I use it daily as a fractional CTO — real workflows, real projects, and when to use it vs. Cursor.
Vibe Coding Examples: 10 Real Projects — What Worked and What Didn't
10 real vibe-coded projects reviewed by a fractional CTO. What tools they used, what worked, what broke in production, and what it cost to fix.
How to Build an MVP in 2026: The 6-Week Framework
Most MVPs fail because founders build too much. Here's the 6-week framework I use with clients to go from idea to paying customers — with real examples from products I've shipped.
Fractional Product Manager: What They Do, What They Cost, and When You Need One
A fractional product manager gives your startup senior product leadership for $5K-12K/month instead of a $200K+ full-time hire. Here's when it makes sense and how to find the right one.
Vibe Coding with Cursor: Agent Mode, Rules & Workflows (2026)
Cursor is the best vibe coding tool for developers. Here's how to actually use it — agent mode, rules files, model selection, and the workflows that make you 3-5x faster.
Is Vibe Coding Bad? 7 Failures from Rescuing Vibe-Coded Apps
Vibe coding isn't bad. But it isn't magic either. After shipping 50+ products and rescuing a growing number of vibe-coded apps, here's my honest take on when it works, when it breaks, and what nobody tells you.
What Is Vibe Coding? Definition, Tools & Reality Check (2026)
Vibe coding means building software by describing what you want in plain English and letting AI write the code. Here's what that actually looks like in practice, where it works, and where it falls apart.
Best Vibe Coding Tools 2026: 8 Ranked (Cursor, Claude, Bolt)
I tested 8 vibe coding tools by building real apps with each one. Here's what actually produces shippable code and what falls apart the moment you try to deploy.
AI for Small Business 2026: 5 Use Cases That Pay Off
Most AI advice for small businesses is hype. Here are the 5 AI use cases with proven ROI, what they actually cost, and how to implement them without hiring a developer.
AI Solutions for Business: What Actually Works vs What's Hype
The AI solutions market is full of noise. After evaluating 100+ AI tools and implementing dozens of them, here's what actually delivers ROI — and what's just a fancy chatbot with good marketing.
AI Workflow Automation: How to Automate Your Business Processes
Traditional automation follows rules. AI workflow automation understands context. Here's how to build AI-powered workflows that handle the messy, unstructured work your Zapier flows can't touch.
AI Automation: The Complete Guide for Business Owners (2026)
AI automation isn't just for tech companies anymore. I've helped businesses automate everything from lead qualification to content production — cutting costs by 60-95%. Here's the complete playbook for automating your business with AI in 2026.
Stop Selling Features, Start Selling Outcomes
Your customers don't care about your tech stack. They care about their problems. After $53M in revenue across 50+ products, here's how to reframe everything you sell around outcomes instead of features.
SQLite in Production: Why It's Ready for Your Startup in 2026
I run SQLite in production for a business-critical application. No managed database, no $50/month Postgres bill, no ops overhead. Here's why SQLite in production isn't crazy anymore — it's smart.
Customer Acquisition Cost: The Only Metric That Matters Early
If you don't know your CAC, you don't know if your business works. Here's how to calculate, benchmark, and reduce your customer acquisition cost — with real examples from startups I've worked with.
AI Product Development: The Build vs Buy Decision Framework
Should you build AI features in-house or buy off-the-shelf? After building AI products for 4 years, here's the framework I use to make this decision — and the $50K mistake I made getting it wrong.
The MVP Trap: Why Most Founders Build Too Much
Your MVP should take 4-6 weeks, not 6 months. After building 50+ products, I've watched the same mistake kill startups over and over: building too much before talking to customers.
How to Implement AI Without Burning Your Runway
You don't need a $500K AI budget. I cut AI costs by 95% at my last company. Here are 7 practical ways to implement AI in your business without the enterprise price tag.
AI Implementation Strategy: A Founder's Playbook
Most AI implementations fail because founders start with the technology instead of the problem. Here's the step-by-step playbook I use to implement AI that actually moves the needle.
Why I Replaced $2,200/Year in SaaS with a Single Rails App
I was paying $184/month for Squarespace, ConvertKit, GoHighLevel, and Metricool. I replaced all of them with one Rails 8 app on a $5/month server. Here's exactly how.
Go-to-Market Strategy for Technical Founders
Most technical founders build great products and terrible go-to-market strategies. Here's a no-BS GTM framework from someone who's launched 50+ products.
What a Fractional CTO Actually Does (And When You Need One)
A fractional CTO gives you senior technical leadership without a $300K+ salary. Here's exactly what the role covers, when you need one, and how to know if it's right for your startup.
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