Topic

Building AI Products Solo: How I Ship Focused Software

The build-in-public side of this studio: how I actually take a recurring problem and turn it into a small, sharp product — and just as often, how I decide not to. Idea selection, the process I run, using AI in the workflow without letting it make the product decisions, a solo Nuxt and Supabase stack, pricing, distribution, and when to kill an experiment.

Written from building real products with 18 years of enterprise-systems experience behind them — not indie-hacker theory, but what I've found works when you're shipping focused software on your own.

Process

Note

My Product Operating System for Building Multiple AI Apps

The product operating system I use to build several focused AI products solo: choosing which problem to build, shipping fast, and killing what isn't working.

#building-ai-products#product#solo-saas#ai#process
Note

How I Decide Whether an AI Product Idea Is Worth Building

How to decide what product to build: the short filter I run every idea through — real recurring problem, one-sentence outcome, small enough to ship solo.

#building-ai-products#product#idea-validation#solo-saas
Note

Why I Write the Expected Output Before the Screen

Define the outcome before design: I write the exact result the user should get before building any screen, because the screen is only the path to an outcome.

#building-ai-products#product#design#outcomes
Note

How I Use AI Without Letting AI Make Product Decisions

Using AI to build products means AI owns the how — code, scaffolding, drafts — while I keep the what and why: the problem, outcome, cuts and pricing.

#building-ai-products#ai#product#solo-saas
Note

Why Most AI-Built Apps Feel Like Demos

Why AI apps feel like demos: they look finished but solve nothing — AI made the product decisions. It optimizes for plausible; products win by being pointed.

#building-ai-products#ai#product#solo-saas
Note

My Kill Criteria for Product Experiments

Product kill criteria set in advance — what 'not working' looks like: no signal, no pull, no path to mattering — are what let you run many experiments.

#building-ai-products#product#experiments#solo-saas
Note

How I Decide Subscription or One-Time Pricing

Subscription vs one-time pricing comes down to the shape of the value: ongoing use means subscription; a one-off result means one-time. Match price to value.

#building-ai-products#pricing#product#solo-saas
Note

What I Learned Building Multiple Products at Once

Building multiple products at once taught me focus isn't doing one thing — it's a system giving each the right attention at the right time. The lessons.

#building-ai-products#product#solo-saas#focus#portfolio
Note

How I Turn a Rough Idea into a Claude Code Ticket

My Claude Code workflow for turning a rough idea into working code: write the outcome first, slice the smallest piece, and spec it tightly for an AI agent.

#building-ai-products#ai#claude-code#workflow#solo-saas
Note

How I Think About Distribution as a Solo Builder

Solo founder distribution is the part builders skip, then wonder why nobody came. Make it a first-class decision and let the writing be the distribution.

#building-ai-products#distribution#marketing#solo-saas#content
Note

Why I Don't Offer a Free Plan

Why no free plan: they attract people who'll never pay, create heavy support, and dilute focus. For a solo builder it's a tax on attention. A trial, yes.

#building-ai-products#pricing#free-plan#solo-saas#product
Note

How I Scope an MVP

How to scope an MVP: not the smallest thing you can build, but the smallest that's actually useful — one core result for one real user, everything else cut.

#building-ai-products#mvp#product#scope#solo-saas
Note

How I Decide What to Build Next

Deciding what to build next isn't the loudest feature request or the most satisfying refactor — it's the recurring problem I decided mattered, on purpose.

#building-ai-products#roadmap#prioritization#product#solo-saas
Note

How I Get My First Users as a Solo Builder

How to get first users: don't broadcast to strangers. Go where people with the exact problem already are, show the solution, let content compound.

#building-ai-products#users#launch#distribution#solo-saas
Note

How I Write a Product Landing Page

A product landing page that converts names the visitor's problem and the outcome in the first line — not a hero of adjectives and features nobody reads.

#building-ai-products#landing-page#copywriting#conversion#distribution
Note

Why I Build in Public

Why build in public: for a solo expert, the writing is distribution, trust and accountability at once. Sharing decisions brings in the right people.

#building-ai-products#build-in-public#content#distribution#solo-saas
Note

How I Onboard Users to a Solo SaaS

SaaS onboarding has one job: get the user to the core outcome fast. Design it backward from that outcome — the shortest path from signup to real value.

#building-ai-products#onboarding#product#solo-saas#ux
Note

Why I Build Narrow: Choosing Who a Product Is For

Choosing a niche makes a product sharp: a product for everyone is for no one. Pick exactly who it's for and every decision gets easier. Narrower is clearer.

#building-ai-products#niche#audience#product#solo-saas
Note

How I Position a Product (What It Actually Does)

Positioning is the one sentence that makes exactly the right person say 'that's for me' — a chosen problem and a chosen who, not a list of features.

#building-ai-products#positioning#messaging#product#solo-saas
Note

How I Use Analytics as a Solo Builder

Analytics for a solo SaaS: track the few metrics that change a decision — activation, retention, revenue — and ignore the vanity numbers that inform nothing.

#building-ai-products#analytics#metrics#solo-saas#product
Note

How I Handle Support as a Solo Builder

Solo SaaS support isn't a cost to minimize — early on it's the highest-signal feedback. Do it personally, treat every ticket as product research.

#building-ai-products#support#product#solo-saas#feedback
Note

How I Stay Sane Building Products Solo

Solo founder sustainability: narrow scope so there's less to hold, kill dead experiments, and refuse to read a product's numbers as a verdict on yourself.

#building-ai-products#solo-founder#sustainability#process#focus

Stack

Case Study

More in this topic

Follow the build → — one practical finance-systems pattern, product decision or build lesson every two weeks.