Fifteen years of SaaS growth distilled into posts on AI validation, team decision-making, and the stack behind SaaSValidatr. No filler, no SEO slop — just the playbooks I wish I'd had.
“We didn't pick the model that was cheapest. We picked the one that didn't flinch.”
We didn't pick the model with the lowest token price. We picked the one that didn't flinch when founders asked hard questions. Here's the case for Claude as a scoring engine.
“The loudest person in the room picks your roadmap. We built a system to stop that.”
Most teams pick ideas in the meeting where the loudest person talks first. We built SaaSValidatr around a 72-hour anonymous scoring window specifically to stop that — here is how it works and why it produces better decisions.
“Every AI founder has a notebook full of ideas. Most will die in that notebook. Here is the reason why.”
A senior marketer's honest take on why most AI-startup validation playbooks are broken, how to replace them with a 30-second feedback loop, and what to do with the results.
“Validation used to take a quarter. In 2026, if it takes you more than a day, you lose.”
Validation used to take a quarter. In 2026 it takes an afternoon — and speed compounds. Here is the shortest sensible path from idea to verdict.
“One score out of 10 hides everything that matters. Five scores reveal the trade-offs.”
One score out of 10 hides everything that matters. Five scores expose the trade-offs and let you compare ideas honestly — here is the framework we use.
“Both will help you write the pitch. Only one will tell you not to ship.”
Both will help you polish the pitch. Only one will tell you not to ship. A practical comparison from a founder running both daily.
“The hardest skill in early-stage is knowing when to stop.”
The hardest skill in early-stage is knowing when to stop. Three signals, a graceful exit, and the graveyard mindset that preserves what you learned.
“The founder is almost always the smartest person on the idea. That's the problem.”
The founder is almost always the most passionate voice in the room. That is the bug, not the feature. Here is how founder bias distorts early decisions and what to do about it.
“Highest Paid Person's Opinion beats data in every meeting unless you change the room.”
Highest Paid Person's Opinion wins every meeting unless you change the room. Here is the structural fix most product teams miss.
“Transparency has a cost. Sometimes the cost is truth.”
Transparency has costs. Sometimes the cost is truth. A practical guide to when anonymous voting beats open discussion, and how to structure it for small product teams.
“The TAM slide you wrote is probably wrong. Here's how to make it less wrong in 30 seconds.”
Your TAM slide is probably wrong. Here is how to make it less wrong with AI, and the prompts that force the model to show its assumptions instead of making up numbers.
“A build prompt is the difference between 'let's build it' and 'it's built.'”
A build prompt is the difference between "let us build it" and "it is built." Anatomy of a build prompt that survives first contact with an AI coding assistant.
“Most AI-generated pitch decks are beautiful and useless. Here's the shape that isn't.”
Most AI-generated pitch decks are beautiful and useless. Here is the 10-slide shape that holds up in front of investors, and what to fix after the AI hands it to you.
“The hardest part of an MVP used to be the landing page. Not anymore.”
The landing page used to be the hardest part of an MVP. Not anymore. A six-block structure, what AI should draft, and the two sections you must write yourself.
“Your competitor just shipped. You don't know about it. You should.”
Your competitor just shipped a feature. You do not know about it. Here is how founders are using AI with live web search to cut competitor research from hours to under a minute.
“If nobody's stress-testing your idea, you're the last to know it's broken.”
If nobody is stress-testing your idea, you are the last to know it is broken. A founder-friendly defence of the adversarial red-team stage.
“You can't run a weekly standup for every roadmap decision. You shouldn't try.”
You cannot run a weekly standup for every roadmap decision. You should not try. A structural case for async 72-hour windows and the team behaviour they unlock.
“Notion is where ideas go to die. Here's why a dedicated tool beats a document.”
Most founders start by tracking ideas in Notion and asking ChatGPT. It works — up to about idea #6. Here is where the stack breaks and what replaces it.
“Every founder has the spreadsheet. Every founder stops updating it by week three.”
Every founder has the spreadsheet. Every founder stops updating it by week three. Here is why manual RICE, ICE, and weighted scoring templates die — and what replaces them.
“Solo founders skip team voting. Then they ship into a void. Here's the fix.”
Solo founders skip the team-voting step and ship into a void. Synthetic voters — AI personas that score as different archetypes — fill the gap.
“Agencies validate client ideas in billable hours. Most of those hours shouldn't be billable.”
Agencies still validate client ideas in billable hours. Most of those hours should not be billable. How AI scoring changes the discovery phase and improves client trust.
“Half the internal tools you build shouldn't exist. Validation catches them before they do.”
Half the internal tools you build at a SaaS company should not exist. The same validation principles that keep external features honest keep internal tools from bloating.
“Five hundred ideas, five patterns that predict outcomes. Here is what the data says.”
Five hundred ideas scored with AI and team voting over nine months. Here are the five patterns that separate the ideas that shipped from the ones that died.
Free forever for solo founders. No card, no setup, no sales call. AI scoring, anonymous team voting, and a 72-hour decision window.
Score your first idea →