Build in public

How We Ship

Build logs, engineering postmortems, and SaaS data from the products we ship and the clients we serve.

Build in public

June 5, 2026·6 min read·feedalyze
Build in public

feedalyze.net: Shipping a Production AI Feature Solo

How we built and shipped feedalyze.net — an AI-powered churn detection platform analyzing feedback channels to score customer risk solo.

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June 3, 2026·7 min read·briefstock
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Building briefstock.ai: Real-Time Data at Indie-Dev Scale

How we built briefstock.ai — generating real-time stock research reports for 4,500+ US stocks in under 60 seconds with Next.js, Python, and AI.

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June 1, 2026·6 min read·saasdb
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How We Built saasdb.app: From Idea to 172+ Indexed Pages

The architecture behind saasdb.app — how we went from idea to tracking 172+ public SaaS metrics using Next.js, Supabase, and Recharts, and what this means for your MVP.

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June 5, 2025·8 min read·feedalyze
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The Honest feedalyze.net Postmortem: What I Built, What I Got Wrong, and What's Next

feedalyze.net scores customer accounts 0–100 for churn risk using email, survey, and support ticket analysis. Here's what the build taught me about AI product design, and why I'm rethinking the scoring model.

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May 29, 2025·9 min read·briefstock
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How briefstock.ai Generates 8-Section Stock Research Reports in Under 60 Seconds

The architecture behind briefstock.ai — how real P/E, DCF, and FCF calculations run in Python, how AI narration is prompted to sound like an analyst rather than a chatbot, and what breaks under load.

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May 15, 2025·7 min read
Build in public

What AI-Generated Code Gets Wrong (And How I Catch It Before It Ships)

AI writes code fast. It also makes specific, repeatable mistakes. After building four live SaaS products with AI assistance, here's my actual review checklist.

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May 8, 2025·8 min read·saasdb
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How I Built saasdb.app in 11 Days Using AI-Assisted Development

A day-by-day build log of how saasdb.app — a public database tracking NRR, Rule of 40, and gross margins for 172+ SaaS companies — went from idea to live product in under two weeks.

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SaaS benchmarks & data

July 13, 2026·6 min read

Cash vs. Equity: How to Pay Developers for Your Startup MVP

Should you give up 50% of your company to find a technical co-founder, or spend cash to hire an agency? An honest look at the economics of paying developers for your MVP.

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July 13, 2026·5 min read

Free MVP Product Requirements Document (PRD) Template

Stop writing 80-page requirement specs that developers ignore. Here is a lean, 1-page PRD template designed to scope, build, and ship your MVP in 2 weeks.

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July 13, 2026·7 min read

How to Build an AI SaaS MVP: A Step-by-Step Blueprint

Want to launch an AI-powered product? Here is a practical, developer-friendly blueprint for building an AI SaaS MVP that is secure, fast, and cost-effective.

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July 13, 2026·6 min read

The Non-Technical Founder's Guide to SaaS Architecture (Next.js + Supabase)

Confused by databases, APIs, serverless functions, and cron jobs? Here is a simple, visual guide to how a modern SaaS MVP is structured using Next.js and Supabase.

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July 13, 2026·5 min read

7 Software Agency Red Flags: How to Know if You Are Being Overcharged

Before you sign that $40,000 developer contract, look out for these warning signs. Here are the red flags that show an agency is bloating your project budget.

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June 28, 2026·5 min read

How to Know When Your MVP Is Actually Ready to Launch

A practical launch checklist for startup founders to determine if their MVP is ready for public release, or if they are over-building.

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June 27, 2026·5 min read

How to Avoid the 3 Most Common MVP Scope Creep Traps

How to identify and avoid the three most common scope creep traps that delay MVP launches and drain startup budgets.

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June 26, 2026·6 min read

How to Brief an AI Coding Agent Like Claude Code or Cursor (And When Not To)

How to effectively prompt and guide AI coding agents like Claude Code or Cursor to generate production-ready code while avoiding common pitfalls.

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June 25, 2026·5 min read

How to Price Your SaaS: A Framework for Pre-Revenue Founders

A practical framework for pre-revenue founders to structure their pricing plans, select charging models, and test customer willingness to pay.

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June 24, 2026·6 min read

How to Choose a Tech Stack for Your MVP (Without Knowing How to Code)

A guide for non-technical founders on how to choose a reliable, scalable, and cost-effective tech stack for their MVP.

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June 23, 2026·5 min read

How to Validate a SaaS Idea Before Writing a Line of Code

A practical validation blueprint to test demand, capture customer leads, and confirm willingness to pay before writing any code.

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June 22, 2026·5 min read

How to Write a Technical Brief a Non-Technical Founder Can Actually Use

A clear guide on how non-technical founders can write a detailed technical brief to align developers and prevent misunderstanding.

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June 21, 2026·5 min read

How to Scope Your MVP in One Day (Free Template)

A step-by-step framework to define, document, and scope your SaaS Minimum Viable Product (MVP) in exactly 24 hours.

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June 20, 2026·6 min read

The 'Fixed-Scope' Trap: Why 90% of Startups Bloat Their MVPs (and How to Scrappy-Scope in 2 Weeks)

Most startups fail to ship their MVP not because of poor coding, but because of scope creep. Here is the framework we use to ruthlessly scope and build client MVPs in under 14 days.

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June 18, 2026·5 min read

Traditional Dev Agency vs. AI-Accelerated Studio: Why Timelines Differ 3-4x

Why traditional software agencies take 3 months to build an MVP while an AI-accelerated studio can deliver it in 2 weeks.

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June 15, 2026·5 min read

AI App Builders (v0, Bolt, Lovable) vs. Production-Ready Code: What AI Tools Don't Tell You

Why AI-generated frontends from v0, Bolt, or Lovable aren't production-ready SaaS apps, and when you need real software engineering.

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June 13, 2026·6 min read

In-House Dev Hire vs. Outsourced Build: True Cost Comparison for Pre-Seed Founders

Compare the real costs of hiring an in-house developer vs outsourcing your MVP. Discover why hiring too early kills startup runway.

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June 11, 2026·5 min read

No-Code (Bubble/Webflow) vs. Custom Code: When Each One Breaks

Compare Bubble/Webflow with custom code (Next.js/Supabase) for MVPs. Learn when no-code scaling breaks and when you must choose custom development.

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June 9, 2026·5 min read

Fixed-Price vs. Hourly: Why Scope Creep Kills MVP Budgets

Why hourly development contracts lead to scope creep and budget blowouts for startups, and why fixed-price scoped builds are superior.

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June 7, 2026·5 min read

Agency vs. Freelancer vs. Araho: How to Choose for Your MVP

How do you choose between hiring a traditional agency, managing freelancers, or hiring Araho Digital to build your MVP? A direct cost and performance comparison.

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May 26, 2026·5 min read

How to Audit AI Readiness & System Architecture for B2B SaaS

Building AI features without auditing your data profiles, latency tolerances, and system architectures is a recipe for failure. Here is a guide to auditing AI readiness for B2B SaaS.

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May 25, 2026·5 min read

The Hard Limits of No-Code for AI SaaS

No-code platforms like Bubble and FlutterFlow are great for simple CRUD databases. But for AI-native SaaS, they hit hard limits. Here's a technical breakdown of why and when you must write custom code.

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May 24, 2026·5 min read

The 2-Week MVP Tech Stack for 2026

How to choose a tech stack that lets you ship a production-grade B2B SaaS MVP in under 14 days without accumulating crippling technical debt. The exact tools we use for our clients.

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May 29, 2025·6 min read·saasdb

SaaS Gross Margin Benchmarks 2025: What 172 Companies Reveal About Unit Economics

Gross margin benchmarks for public SaaS companies by sector. What's good? What's not? And why gross margin is the foundation of everything else in SaaS.

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May 22, 2025·8 min read·saasdb

The Rule of 40 in 2025: How 172 Public SaaS Companies Actually Score

Rule of 40 benchmarks across public SaaS companies. What the formula means, which sectors lead, and why growth-stage companies should ignore it (until they shouldn't).

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May 22, 2025·6 min read

Why MVPs Should Cost $4,500, Not $40,000

Traditional agencies charge $40K+ for an MVP and take 3 months. Here's the actual cost breakdown of building a production SaaS product in 2 weeks — and why most of that $40K is process, not product.

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May 15, 2025·7 min read·saasdb

NRR Benchmarks for SaaS Companies in 2025: What 172 Public Companies Reveal

Net Revenue Retention benchmarks across 172+ public SaaS companies. What's good NRR? What separates top quartile from median? Data from saasdb.app.

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