Notes on building fast
Home →Short, actionable posts on product, engineering, and velocity.
- 5/26/2026
Shopify App Revenue Benchmarks 2026: What Apps Actually Make and Why Most Earn Less Than $1K MRR
A data-backed look at what Shopify apps actually earn in 2026. Median MRR by category, install-to-paid conversion benchmarks, the 15 to 20 percent Shopify take, and what separates the top decile from the bottom long tail.
- 5/26/2026
How Much Does an AI Voice Agent Cost in 2026? Real Per-Minute Numbers and Build Budgets
A grounded breakdown of what an AI voice agent actually costs in 2026: telephony, speech-to-text, LLM, and TTS per-minute pricing, build budgets by complexity, and the payback math against human-handled call volume.
- 5/21/2026
TAM SAM SOM in 2026: The Market Sizing Math Investors Actually Trust
TAM SAM SOM is the most misused slide in every pitch deck. Here is how to build numbers investors will defend, the band most VCs find credible, and a free calculator that does the bottom-up math.
- 5/20/2026
SAFE Note Dilution in 2026: Why Founders Own Less Than They Think After Their Seed
Post-money SAFEs stack dilution in ways founders rarely model. Here is how each SAFE actually converts at your priced round, the math investors run on your cap table, and a free calculator to stress-test before you sign.
- 5/16/2026
Customer Lifetime Value (LTV) in 2026: Formula, Benchmarks, and How to Improve It
Most founders use the wrong LTV formula. Here is the real one investors use, the LTV:CAC targets that actually matter, and five proven ways to raise LTV without changing your pricing page.
- 5/16/2026
Burn Multiple in 2026: The Capital Efficiency Metric Every Investor Now Watches
Burn multiple replaced the rule of 40 as the metric venture investors weight most. Here is how to calculate yours, where it should land at each stage, and five levers to improve it.
- 5/12/2026
AI App Development Cost in 2026: Real Pricing From a Dev Who Ships Them
Honest AI app development cost breakdown for 2026: $8K MVPs, $40K production builds, $150K enterprise systems. Factors, comparison table, hidden costs, and when to skip building entirely.
- 5/11/2026
User Interview Questions for MVP Validation: The 2026 Playbook
The exact user interview questions, structure, and rules that produce real signal for MVP validation. Includes a free interview question generator and recruiting playbook.
- 5/10/2026
Cofounder Equity Split: How to Divide Ownership Without Wrecking the Company (2026 Guide)
A practical 2026 guide to splitting cofounder equity. How to handle commitment, capital, technical execution, and vesting. Includes a free equity calculator.
- 5/4/2026
How to Choose an LLM for Your Product in 2026
GPT-5, Claude Opus 4.6, Sonnet 4.6, Gemini 2.5 Pro, Llama 4, Mistral Large. A practical decision framework for picking the right model per use case, not the loudest launch.
- 5/4/2026
Cursor vs Windsurf vs Copilot vs Claude Code: Best AI Coding Assistant in 2026
Eight AI coding assistants tested side by side. Honest takes on Cursor, Windsurf, GitHub Copilot, Claude Code, Cline, Aider, Codeium, and Tabnine for solo devs, startups, and enterprise teams.
- 5/1/2026
Single Agent vs Multi-Agent: How to Choose Your AI Architecture in 2026
Most AI teams over-architect their first agent and regret it within a quarter. Here is a decision framework for picking between single-agent, router, supervisor, and swarm patterns, with cost and complexity trade-offs.
- 5/1/2026
SaaS Pricing Tiers in 2026: How to Design Three Tiers That Maximize ARR
Most B2B SaaS leaves money on the table by over- or under-pricing. Here is a step-by-step playbook for designing three tiers that capture the most ARR, with a free SaaS pricing calculator to model it.
- 4/26/2026
Product-Market Fit in 2026: The Signals That Actually Predict It
PMF is not a feeling. Here are the six measurable signals that predict product-market fit, the Sean Ellis test, and a clear playbook for what to do at each stage.
- 4/26/2026
Customer Acquisition Cost in 2026: How to Calculate It Honestly
Most founders calculate CAC wrong. Here is the fully-loaded formula investors actually use, plus benchmarks for LTV:CAC, payback period, and how to lower CAC without breaking growth.
- 4/21/2026
Vector Database Comparison 2026: Pinecone vs Weaviate vs Qdrant vs pgvector (And When Each Actually Wins)
An honest, field-tested comparison of the six most-used vector databases in 2026: Pinecone, Weaviate, Qdrant, pgvector, Chroma, and Milvus. Pricing, performance, hosting, and the decision framework I actually use with clients.
- 4/21/2026
Supabase vs Firebase in 2026: The Honest Tradeoffs I Actually Care About
A field-tested comparison of Supabase and Firebase in 2026. Pricing, realtime, auth, vendor lock-in, and the specific scenarios where each wins. With real numbers from production apps.
- 4/18/2026
The 10 SaaS Metrics Every Founder Should Track (2026 Guide)
Most SaaS founders track MRR and nothing else. Here are the 10 metrics that actually predict whether your startup will survive - with benchmarks and a free calculator.
- 4/18/2026
React Native vs Flutter in 2026: An Honest Comparison From Someone Who Ships Both
The React Native vs Flutter debate has shifted in 2026. Here's what actually matters for your next mobile app - from someone who builds production apps with both frameworks.
- 4/16/2026
Finding Your First AI Agent Use Case: A Practical Framework for 2026
Most businesses have 3-5 processes that are perfect for AI agents. Here's how to identify them, score them by ROI, and pick the right one to build first.
- 4/16/2026
5 AI Agent Architecture Patterns Every Founder Should Know in 2026
From single agents to autonomous swarms - here's how to pick the right AI agent architecture for your product, with cost estimates and real trade-offs.
- 4/11/2026
How to Price Your AI SaaS Product Without Losing Money (2026 Guide)
AI SaaS pricing is broken. Variable API costs make traditional SaaS math dangerous. Here's how to calculate your real cost per user and set prices that actually work.
- 4/11/2026
How Much Does It Cost to Build an AI Agent in 2026? (Real Numbers)
AI agent development costs range from $5K to $150K+. Here's a breakdown of what actually drives cost - and a free calculator to estimate your specific project.
- 4/6/2026
The Complete MVP Launch Checklist: 40+ Tasks You Can't Skip (2026)
Most MVPs fail at launch, not at build. Here's the complete pre-launch, launch day, and post-launch checklist I use with every client - plus a free interactive tool to track your progress.
- 4/6/2026
Is Your Startup Actually Ready for AI? An Honest Assessment (2026)
Most startups rush into AI without checking if they're ready. Here's how to evaluate your data, team, and infrastructure before spending a dollar on AI development.
- 4/3/2026
RAG vs Fine-Tuning in 2026: A Practical Decision Guide for Startup Founders
Should you use RAG, fine-tuning, or a hybrid approach for your AI product? A no-nonsense guide based on real production experience building AI MVPs.
- 4/3/2026
How to Calculate Chatbot ROI Before You Build (2026 Guide)
Most chatbot projects fail because nobody runs the numbers first. Here's how to calculate real ROI for a customer support chatbot - with actual cost breakdowns and a free calculator.
- 3/30/2026
Best AI Agent Framework in 2026: A Builder's Honest Comparison
LangChain, CrewAI, OpenAI Agents SDK, Google ADK, Microsoft Agent Framework, Anthropic Claude SDK - which one should you actually use? A practical comparison from someone who's shipped agents on most of them.
- 3/29/2026
Best Tech Stack for Your Startup MVP in 2026 | From a Dev Who's Shipped 20+
A senior dev who has shipped 20+ MVPs breaks down Next.js vs React Native vs Django vs no-code for 2026. Skip the analysis paralysis - pick your stack in 10 minutes.
- 3/23/2026
Startup Runway and Burn Rate: The Numbers That Decide If Your Startup Lives or Dies
A no-fluff guide to calculating startup runway, understanding burn rate, knowing when to fundraise, and what to do when your cash is running low.
- 3/23/2026
How to Prioritize MVP Features in 2026 | The 14-Day RICE Framework
Cut your MVP scope in half without losing the magic. The exact RICE-based prioritization framework we use to ship MVPs in 14 days. Free template + scoring rubric.
- 3/17/2026
How Much Does It Cost to Build an AI Agent in 2026?
AI agents are cheaper than ever, but not free. Here's exactly what you'll spend: from simple agents ($2K–$5K) to complex multi-agent systems, plus hidden API costs and when to skip building entirely.
- 3/15/2026
Build vs Buy Software in 2026: The Complete Decision Framework
Custom software costs more upfront but saves money long-term. SaaS is fast but traps you in pricing. Here's exactly when to build, when to buy, and the real costs of both.
- 3/13/2026
How Long Does It Take to Build an App? Realistic Timelines for 2026
Don't fall for "8 weeks" promises. Here's exactly how long it takes: MVPs in 2–4 weeks, full products in 12–24 weeks, and the factors that blow timelines every single time.
- 10/23/2025
The 14-Day Philosophy: How I Built WeekOneLabs - and What Comes Next
The story behind WeekOneLabs - why it exists, what it stands for, and how it redefines the way founders ship products.
- 10/22/2025
Finish > Perfect: The Discipline of Shipping
Ideas don’t build momentum - finished products do. Learn how to train your mind to ship fast and stop over-optimising.
- 10/21/2025
The Next Era of Building: Fast, Focused, and Human
We’re entering a decade where anyone can build anything - but not everyone will build what matters. Here’s the philosophy that will shape the next generation of founders.
- 10/20/2025
You Can’t Build Fast If You Burn Out Fast
Building fast doesn’t mean breaking yourself. Here’s how to design energy systems that help solo founders sustain high output without burning out.
- 10/19/2025
How to Build a Founder Brand That Works While You Sleep
Your product can make you money. Your reputation can make you opportunities. Here’s how to turn your expertise into an authority flywheel.
- 10/18/2025
Clients Don’t Stay for Results - They Stay for the Relationship
Winning a client once is easy. Keeping them is a superpower. Here’s how to design a relationship system that compounds trust and revenue.
- 10/17/2025
Scale Without Breaking: The Solo Builder’s System Blueprint
You don’t need a team to scale - you need systems. Here’s how to productize your process so every MVP sprint feels effortless.
- 10/16/2025
Build in Public. Prove in Public.
You don’t need ads or PR to stand out. You need proof. Learn how to turn every MVP you build into public credibility that compounds.
- 10/15/2025
How to Price Your MVP - SaaS Pricing Strategy
Skip hourly rates. I teach value-based fixed-scope pricing so your MVP customers see clarity, not cost.
- 10/13/2025
Saying No as Founder - Protect Your MVP Focus
Every customer asks for features. Saying no is your superpower. I show you how to stay focused and protect your MVP scope.
- 10/12/2025
Build an Investor Ready MVP - Demo Like You’re Funded
Your MVP doesn’t need perfection - just credibility. I show you how to make your early product look polished for customer and investor demos.
- 10/11/2025
Why Do MVPs Fail - 5 Common MVP Mistakes
Most MVPs fail due to scope creep, wrong user, and edge cases - not code. Learn the 5 mistakes I see most and how to avoid them.
- 10/10/2025
MVP Positioning Strategy - One Page Canvas Method
Generic products die. I teach the positioning framework I use to make MVPs fundable and memorable in one page.
- 10/9/2025
How to Get First Customers for Startup - Step by Step
Your MVP is live - now get paying customers. I show you the exact process to go from zero to 10 paying users and build momentum.
- 10/8/2025
Momentum Over Motivation: How Founders Keep Shipping When It Gets Hard
Shipping consistently beats waiting for inspiration. Here’s the framework solo founders use to stay productive and focused week after week.
- 10/7/2025
What to Build Next: Turning MVP Feedback into a Sprint 2 Roadmap
Once your MVP is live, the hardest question becomes “what next?” Here’s a founder-friendly method to turn user feedback into your next sprint plan.
- 10/6/2025
MVP User Retention - Keep Early Users Engaged
Users left after day one? Your retention loops are broken, not your product. I show you how to keep users coming back.
- 10/6/2025
MVP Metrics to Track - How to Measure Success
Skip vanity metrics. These 7 MVP metrics actually predict success and help you measure product-market fit from launch day.
- 10/2/2025
“How to Do User Interviews - Talk to Users Right”
“User interviews terrify founders. I show you how to run real conversations that uncover pain - without the sales pitch.”
- 10/1/2025
No Code vs Custom Code for MVP - Which to Choose
Should you use no-code tools or custom code for your MVP? I compare both with real case studies to help you decide.
- 9/30/2025
How to Fund Your MVP - 7 Ways Without VC Money
Build your MVP without venture capital. I break down 7 funding options: bootstrapping, pre-sales, grants, and founder-friendly financing.
- 9/29/2025
The Real Cost of Waiting
Waiting to launch feels safe, but it’s the riskiest move. Here’s why delay kills learning, timing, motivation, and money -and how to ship a 14‑day MVP instead.
- 9/26/2025
The Hidden Superpower of Non‑Technical Founders
Why non‑technical founders can win: focus on the problem, story, customer, and distribution. Case studies (Airbnb, Bumble, Canva, Byju’s) and a 14‑day MVP path you can run without writing code.
- 9/25/2025
Build App Without Technical Cofounder - Start Now
No tech cofounder? No problem. I show non-technical founders how to scope, build, and ship a production MVP in 14 days.
- 9/24/2025
What to Do After MVP Launch - 30 Day Playbook
Your MVP shipped - now what? I give you the exact 30-day post-MVP strategy: demos, user interviews, metrics, and Sprint 2 planning.
- 9/21/2025
How to Choose Startup Idea - MVP Validation Framework
Too many ideas, no idea which to build? I show you how to pick and validate the right startup idea to MVP in 14 days.
- 9/20/2025
MVP Thin Slice Method - Scope Down to Ship Fast
Learn the thin slice MVP method: scope the minimal viable product to one user flow, one metric, one payment. I show you how in 14 days.
- 9/19/2025
MVP Case Study - SaaS MVP Built in 14 Days
Real MVP case study: property management tool from Notion to live demo in 14 days. Auth, workflow, payments, 6 interviews, 2 pilots.
- 9/18/2025
How to Build an MVP in 2 Weeks - Day by Day
Complete 14-day MVP sprint guide: scope, build, and ship in 14 days. I show you exactly what happens each day to hit Day 14 live.
- 9/17/2025
Introducing Week One Labs: A Solo Studio That Ships Production MVPs in 14 Days
Announcing Week One Labs, a solo studio that ships production‑ready MVPs in 14 days: fixed fee, day‑14 demo, docs & deploy, you own repo + infra.
- 9/1/2025
Shipping investor-ready MVPs: a 14-day playbook
A focused process to scope, build, and ship a production-ready MVP that impresses investors - without drama, scope creep, or a bloated backlog.
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