Writing
Field notes on shipping AI features to production — multi-tenancy, LLM reliability, payments, and the architecture that holds up under real users.
Handing Off Your AI Prototype to an Agency: The Checklist
The pre-engagement checklist for handing a Bolt, Lovable, v0, or Cursor prototype to an engineering partner: access, secrets, context, scope, and red flags.
What It Costs to Make a Lovable App Production-Ready
Four honest paths to take a Lovable app live with paying users: stay on Lovable, DIY hardening, hourly rebuild, or a €3,500 fixed-price Production Lift.
Replit Agent to Production: What Ships, What Doesn't
Replit ships more production infrastructure than any AI builder — deployments, auth, security scans. What still breaks, and when to move off the platform.
The Supabase RLS Leak in Bolt and Lovable Apps
98% of scanned Supabase-backed vibe-coded apps had a flaw. The exact non-destructive, count-only method to check whether your own tables are public.
Bolt to Production: The €3,500 Fixed-Price Playbook
Ship your Bolt.new prototype to production in 1 week. Auth, multi-tenant RLS, Stripe webhooks, e2e tests — €3,500 fixed price.
Cursor Builds Demos. It Doesn't Build Production Code.
CVE-2026-26268 + 7 security gaps Cursor doesn't cover. Why 40% of AI-generated code pulls vulnerable dependencies — and how to fix it.
Iteration Sprints vs Staff Augmentation: Which Model Fits?
Fixed-price sprints vs hourly contractors. 3 pricing models compared: scope, control, cost predictability, and when each makes sense.
Lovable to Production: The 18-Point Security Checklist
CVE-2025-48757 exposed 10% of Lovable apps. This 18-point checklist covers RLS, auth, webhooks, and deployment — what Lovable doesn't generate.
v0 to Production: The Next.js 16 Hardening Guide
v0 generates clean React code. It doesn't generate auth, RLS, webhooks, or tests. Here's the production gap and how to close it.
Wintura.ai: A Production Reference Build in Next.js 16
How we shipped a B2B SaaS with multi-tenant RLS, Claude Sonnet 4.6 AI pipeline, sealed PDF audit trails, and 24 Playwright e2e tests in 6 months.
The Wintura Playbook: How Soatech Ships Production MVPs
Day-by-day MVP Sprint walkthrough: €8.5K-€22K fixed, 4-8 weeks. Derived from wintura.ai (Next.js 16, Claude Sonnet 4.6, multi-tenant RLS, 24 e2e tests). Q2 2026 methodology.
What an MVP Actually Cost in 2026 (Wintura.ai, Verified)
Real MVP cost 2026: €5,800 one-time + €218/month run cost. Verified numbers from shipping wintura.ai with Claude Sonnet 4.6, Neon, Vercel, Stripe. Compare to €8.5K–€120K agency quotes.
How to Scope a Software Project Without Overbuilding (2026 Data)
70% of projects fail due to poor requirements. 40% experience scope creep. Only 34% complete on budget. Here's the scoping framework that prevents these failures — with 2026 research and real examples.
Best Tech Stack for Startups in 2026
The best tech stack for startups in 2026: proven tools for frontend, backend, database, and hosting that balance speed, cost, and scalability.
5 Stack Decisions I Almost Got Wrong on Wintura.ai
Five stack decisions from shipping wintura.ai — raw SQL vs Prisma, Tailwind v4 CSS-first, NextAuth v5 vs Clerk, Cloudflare R2 vs S3, Playwright-only testing — what almost went wrong, and what to copy.
How to Build an MVP in 2 Weeks (Real Plan, Not Marketing)
The exact 14-day playbook for a Feature Sprint (€6,000 fixed): pre-sprint prep, daily build cadence, ruthless scope rules, and Q2 2026 tools that make it possible.
How to Choose a Tech Stack When You're Not Technical
A non-technical founder's guide to choosing a tech stack. Learn what questions to ask, what red flags to spot, and how to avoid expensive mistakes.
AI-Generated Code Quality: What Founders Need to Know
AI generated code quality varies wildly. Learn about security vulnerabilities, technical debt, testing gaps, and why code review matters more than ever.
Can AI Build Your App? What I Learned Shipping Wintura.ai
First-person breakdown of where Claude Sonnet 4.6 + Haiku 4.5 worked and where they failed across 6 months of shipping a production B2B SaaS solo. Real examples, not benchmarks.
Fractional CTO + AI: What an Architect-Led Studio Offers
Why hiring a fractional CTO in 2026 means hiring an Architect with AI-acceleration. Verified Q2 2026 market data, real Wintura experience, and the Soatech positioning explained.
MVP vs Prototype vs Proof of Concept: What's the Difference?
Clear definitions and a comparison of MVPs, prototypes, and proofs of concept. Learn when to use each, with costs, timelines, and a decision framework.
Why I Built Wintura.ai on Next.js 16
First-person stack rationale for shipping Wintura solo: Next.js 16.1.6 + React 19.2.3 vs Remix, SvelteKit, plain Vite + React. Real trade-offs, not framework cheerleading.
Landing Page Copy That Converts: A Guide for Startups
Write landing page copy that converts visitors into customers. Headline formulas, CTAs, social proof copy, and common mistakes to avoid.
How to Explain Your App Idea to Developers (And Get What You Want)
Learn how to communicate your app idea to developers clearly. Templates, examples, and practical tips to bridge the founder-developer communication gap.
Custom CRM vs Salesforce vs HubSpot: 2026 Cost Analysis
Salesforce Enterprise costs $175/user/month in 2026 — that's $21,000/year for 10 users before add-ons. Here's when custom CRM makes sense, with verified pricing and total cost of ownership over 3 years.
Why the Best Agencies Use Both AI and Human Developers in 2026
92.6% of developers use AI assistants but productivity gains plateau at 10%. Learn why the best agencies combine AI tools with senior engineers — and why the gap between prototype and production matters more than ever.
The Best Vibe Coding Tools in 2026: A Founder's Guide
Compare the best vibe coding tools in 2026: Cursor, Bolt, v0, Replit Agent, Claude Code, and more. Find the right tool for your project.
Fixed Price vs Time and Materials: Which Contract Model Is Better?
Compare fixed price vs time and materials contracts for software development. Pros, cons, risk distribution, and when each model works best.
What It Really Costs to Maintain an App After Launch in 2026
App maintenance costs 15-25% of the original build annually, totaling 2-4× the development investment over the product lifecycle. Full 2026 cost breakdown with reduction strategies.
No-Code vs Custom Development in 2026
The no-code vs custom development debate has shifted. With 75% of new apps built on low-code platforms by 2026 (Gartner), the real question is: when do you outgrow Bolt/Lovable and need production code?
5 Ways Bolt & Lovable Apps Fail in Production
Real anti-patterns from Bolt/Lovable exports that fail when paying users arrive: app-layer tenancy, mock auth, missing webhook verification, generic error handlers, no a11y. Each with the production fix.
How to Validate Your Startup Idea Before Building (2026 Guide)
70% of app ideas don't survive validation — and that's a good thing. A 5-step framework to validate your idea in 2–4 weeks with AI prototypes, landing pages, and concierge MVPs.
Agency vs Freelancer vs In-House: Real 2026 Costs
Senior developers earn $124K-$148K. In-house teams cost $415K+/year for 3 people. Here's the verified 2026 cost comparison — and why the math has changed with AI-accelerated development.
Vibe Coding vs Hiring a Developer: Which Should You Choose?
Vibe coding vs hiring a developer: compare cost, quality, speed, scalability, and maintenance to decide which approach fits your project and budget.
I Have an App Idea But I'm Not Technical — The 2026 Playbook
Non-technical founders can now prototype in hours with Bolt/Lovable — but that's where the trap begins. Here's the 2026 playbook for going from app idea to production without the rebuild.
What Is Vibe Coding? A Plain-English Guide
What is vibe coding? Learn how this AI-powered development approach works, its tools, limitations, and when it makes sense for your startup or business.
How to Choose a Dev Agency in 2026
Simple MVPs cost $10K-$50K. Complex AI builds hit $150K+. Senior developers earn $124K-$148K. Here's the research-backed framework for choosing an agency that actually delivers in 2026.
The MVP Development Checklist for 2026: From Bolt Prototype to Production
A step-by-step MVP development checklist covering validation, scope, tech decisions, and launch. Includes 2026 cost benchmarks and the production gap most AI-built prototypes miss.