Get in touch

Day zero is easy. Day 180 is where you need a plan.

LinkedIn

Michael Gorodisher

I haven't seen a single "vibe coded" B2B tool running in production.

Day 0 is easy, fun. Claude thinks your idea is "genius!"

Day 60–90 things start breaking. You can't fix it.

By Day 180 you're back to sitting through dozens of vendor demos.

The gap between prototype and production isn't code — it's strategy, testing, security, maintenance, and the boring stuff no one vibes about.
View on LinkedIn ↗
Source: Michael Gorodisher on linkedin.com ·

Our Take

The vibe coding movement has produced thousands of impressive demos and exactly zero production B2B tools that survive past 90 days. The gap between 'I built this in a weekend' and 'this runs our business' is where most AI ambitions go to die — and it's precisely where strategy, architecture, and operational planning matter most.

There's a seductive logic to vibe coding: if AI can generate a working prototype in hours, why pay for SaaS at all? The problem is that prototypes and production systems share almost nothing in common. A prototype needs to work once, for one person, under ideal conditions. A production system needs to work every time, for every user, when someone pastes a 50,000-character string into a field that expects a phone number. Edge cases, authentication, data migrations, audit trails, security patches, uptime monitoring — none of this exists in a weekend prototype, and none of it is the kind of work AI handles autonomously today.

The timeline Gorodisher describes — excitement at day zero, cracks at day 60, vendor demos at day 180 — maps exactly to what we see in the field. Companies that skip the planning and architecture phase don't save time; they borrow it at a punishing interest rate. The ones who succeed with AI-built tooling aren't the ones who move fastest at the start. They're the ones who pair AI's speed with human judgment about what to build, how to test it, and who maintains it when the person who prompted it into existence moves on to the next shiny thing.

The bottom line: AI can write your code in a day — but without a strategy for testing, security, and maintenance, you're just building tomorrow's technical debt at unprecedented speed.

SapienEx — AI-native solutions, human-quality delivery

See what we do