Thoughts & Perspectives
Building in public
AI Consultant Agency: Pick the Right One in 2026
AI consultant agencies in 2026 range from 3-person boutiques shipping for $25K to 100-person firms charging $500K+. Here's how to pick one without overpaying for slideware.
Google Stitch MCP: What It Is and How to Use It (2026)
Google Stitch MCP integration brings AI-generated UI design directly into Claude Code, Cursor, and other Model Context Protocol clients. Here's what it does and how to set it up.
How to Use Google Stitch: The 2026 Guide
Step-by-step guide to using Google Stitch in 2026. Real-time AI agent, voice input, multi-screen generation, code export. The complete beginner-to-pro tutorial.
Google Stitch vs Figma 2026: Will AI Kill the Design Tool?
Google Stitch vs Figma in 2026: free AI generation + voice + 5-screen flows vs decade-old design tool + plugins + manual precision. The honest verdict on which one wins.
Google Stitch vs Claude Design 2026: Which AI Design Tool Wins?
Google Stitch vs Claude Design: free + voice + multi-screen vs codebase-aware design systems + Claude Code handoff. The honest verdict on which AI design tool to pick.
Claude Design Review 2026: Anthropic's AI Design Tool
Claude Design is Anthropic Labs' new AI design tool, launched April 17, 2026. Powered by Claude Opus 4.7. Reads your codebase to build a design system. Here's the honest review.
Google Stitch Review 2026: The Honest Verdict
Google Stitch is the AI design tool Google quietly built from the Galileo AI acquisition. Real-time agent, 5-screen generation, voice input, free for now. Here's the honest review.
AI Consultant Services: What to Buy and What to Skip (2026)
What AI consultant services actually include in 2026, what each one costs, how to know which one you need, and the 4 services not worth paying for.
AI Automation Consultant: What They Cost in 2026
AI automation consultants ship workflow automations that use LLMs to replace human tasks. What they cost ($150-$500/hr), how they're different from RPA, and the 3 workflows where they pay back in 60 days.
AI Consultant Companies: How to Vet One in 2026
AI consultant companies range from Big 4 firms charging $500K+ to boutique shops at $25K. Here's how to vet them, what to ask, and the 4 red flags to avoid in 2026.
Railway vs Vercel 2026: Why I Picked Railway
Railway vs Vercel in 2026: Vercel is unbeatable for Next.js frontends + edge. Railway is the lower-cost full-stack play for SaaS that needs a database. Real cost math, when each wins, and why I deploy my own consultancy site on Railway.
What Is Base44? The 2026 Guide (Post-Wix Acquisition)
Base44 is the AI app builder Wix bought for $80M in 2025. It generates full-stack apps from text prompts — frontend, backend, database, auth, and hosting all included. Here's what it is, how it works, and who it's for.
AI Implementation Consultant: How to Hire One in 2026
What an AI implementation consultant actually does, what they cost ($150–$600/hr in 2026), how they're different from AI strategy consultants, and how to hire one without wasting $50K on slideware.
Replit vs Lovable 2026: Which AI Builder Wins?
Replit vs Lovable in 2026: Replit is a browser IDE + Agent for code-curious builders. Lovable is a prompt-to-app generator for non-coders. Pricing, workflow, and which wins for what.
Base44 vs Lovable 2026: Which AI App Builder Wins?
Base44 vs Lovable in 2026: both ship full-stack apps from prompts at ~$16-$25/month. Base44 bundles its own database; Lovable uses Supabase. The real differences (and which one to pick for what).
Supabase vs Firebase 2026: The Honest Backend Verdict
Supabase vs Firebase in 2026: Supabase is 3–5x cheaper for the same workload, gives you SQL + open-source escape hatches. Firebase wins for mobile-first and complex offline. Full breakdown with pricing math, code snippets, and the migration story.
Base44 Review 2026: Honest Verdict After Wix Acquisition
Base44 is the AI app builder Wix bought for $80M, six months after launch. 2M+ users by 2026. Here's the honest review — what works, what breaks, and whether the Wix acquisition made it better or worse.
Small Business AI Consultant: When You Need One (2026)
Small businesses (under $5M revenue) usually don't need an AI consultant — they need to ship one workflow. Here's the honest breakdown of when consulting is worth it and when to skip it entirely.
What is an AI Readiness Assessment? (2026 Guide)
An AI Readiness Assessment is a structured engagement that scores your business across five dimensions and produces a roadmap. Here's what one actually delivers, what it costs, and when to skip it.
What is AI Readiness? (And How to Measure Yours in 2026)
AI readiness is whether your business can actually adopt AI productively. It has five dimensions, four tiers, and one diagnostic question that exposes whether you're ready. Here's the honest framework.
Chief AI Officer vs Fractional CTO: Which to Hire (2026)
Should you hire a Chief AI Officer or a Fractional CTO? Honest comparison covering scope, cost, fit, and the decision criteria most operators get wrong. From a fractional CTO who plays both roles.
Fractional Chief AI Officer: SMB Senior AI Hire (2026)
A fractional Chief AI Officer gives $1M-$50M businesses senior AI leadership without a $400K full-time hire. Here's how the model works, what it costs, and when to use it.
Chief AI Officer: Role, Salary, and When to Hire (2026)
Chief AI Officer is the fastest-growing C-suite role of 2026. Here's what they actually do, the $250K-$700K salary ranges, who needs one, and when a fractional alternative is the smarter hire.
AI Consulting Firm vs Solo Consultant: Which to Hire (2026)
Should you hire a big AI consulting firm or a solo consultant? Honest comparison covering pricing, fit, quality, and the real question — who actually does the work? From a fractional CTO who's seen both fail.
AI Consultant: What They Do, Cost, and How to Hire (2026)
Everything you need to know before hiring an AI consultant in 2026 — roles, hourly rates ($150-$500), how to vet them, red flags, and when a fractional CTO is the better hire.
AI Strategy Consultant: What You Get (and Skip) in 2026
Most AI strategy consultants sell decks. The ones worth hiring sell roadmaps you can actually execute. Here's how to tell the difference — from a fractional CTO who's seen both.
OpenAI Codex Review (2026): Honest Take From a Fractional CTO
Six months with OpenAI Codex. Honest review covering pricing, models, autonomy, code quality, and the kind of work it's actually best at — from a fractional CTO who ships in it daily.
Claude Code Review (2026): Is Anthropic's CLI Worth It?
Six months with Claude Code. Honest review covering pricing, models, focus discipline, code quality, and the kind of work it's actually best at — from a fractional CTO who ships in it daily.
The 7 Best AI Coding Agents in 2026 (Ranked + Compared)
Seven AI coding agents are worth using in 2026 — Claude Code, OpenAI Codex, Cursor, Windsurf, Bolt, Lovable, and Replit Agent. Here's how each one stacks up on pricing, autonomy, and fit.
Cursor vs Codex (2026): IDE Agent vs Terminal Agent
Cursor is an AI-first IDE. OpenAI Codex is a terminal-native autonomous agent. They're often compared, but they target different workflows. Here's when each one wins.
Claude Code vs Codex (2026): Which Terminal AI Agent Wins?
Claude Code and OpenAI Codex are both terminal-native autonomous coding agents. Here's the honest comparison after shipping production work in each — pricing, focus discipline, model lineup, and when to use which.
Windsurf vs Claude Code: Which AI Coding Agent Wins in 2026?
Windsurf is an agent IDE. Claude Code is a terminal agent. I shipped real features with both. Here's what each one is actually good at and which to pick.
Bolt vs Lovable: Which Should Non-Developers Use in 2026?
Bolt and Lovable both promise to turn prompts into apps. I built the same MVP in each and reviewed the code as a fractional CTO. Here's which one is actually safe to ship.
Cursor vs Windsurf: Which AI IDE Should You Use in 2026?
I shipped two production features this month — one in Cursor, one in Windsurf. Here's the honest comparison: pricing, agent mode, code quality, and when each one actually wins.
How to Hire a Fractional CTO: Complete Guide for Founders (2026)
Hiring a fractional CTO takes 2-4 weeks if you know what you're looking for. This is the step-by-step process: where to find them, what to ask, what to pay, and how to structure the engagement so it actually works.
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.
Founder's Cut: A Founder Coaching Framework for Builders Past the Build Stage
Founder coaching for the awkward stage between shipping something real and scaling. Founder's Cut is a 90-day framework — Clarity, Systems, Velocity — for founders and builders 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. Plus the 6 best Replit alternatives in 2026 — when to use which.
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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