EP. 252: Ezra Cohen - AI Is a Tool, Not a Crutch
How should a software team actually use AI? Ezra Cohen, CEO and one of the original founders of LucidCircus, says treat it as a tool, not a crutch: his team spends 60 to 70 percent of a project thinking through the platform before it is built, then uses AI like an intern for the grunt work. In this episode of Test. Optimize. Scale., he tells host Jason Fishman why that approach has made his developers only about 10 percent faster, and why he has no plans to push them to go faster. Ezra also shares his path from art school and Flash web design in Philadelphia to running an engineering team in Prague, why vibe-coded apps built in tools like Lovable or Claude Code stall before they are enterprise-ready, what a pre-acquisition technical due diligence report shows PE and VC investors, how UX and CRO fixes rescue software that already works, why generative engine optimization is changing how content gets written, and why it is harder for startups to get off the ground in Europe than in the US. Questions this episode answers: * How much faster does AI make a software development team? (About 10 percent for Ezra's team, which uses it for grunt tasks and audits) * Why do vibe-coded apps built with Lovable or Claude Code get stuck? (They reach about 90 percent, then hit a wall when they need payments, multiple users, or enterprise scale) * What does a pre-acquisition technical due diligence report cover? (Code base, tech stack, compliance, security, and UX, so investors are not surprised) * Why would a client think their software is broken when it is not? (Often it is UX: the features exist but users cannot find the buttons) * How do you stop a web page from losing visitors? (Keep it simple and lead the eye straight to the call to action) * How far ahead should a software roadmap be planned? (Learn the full blue sky vision, then plan in phases, usually six to twelve months out) * How do you make sure your tech stack can handle a traffic spike? (Set hosting to scale automatically before a launch or PR event) * Is it harder to start a company in Europe than in the US? (Ezra says yes, mainly because of regulation, and he has gone to the European Parliament in Brussels with the Association for Competitive Technology, which advocates for founders) About Ezra Cohen: Ezra Cohen is the Chief Executive Officer of LucidCircus and one of its original founders. The company has operated since December 1998. Ezra grew up in Philadelphia, studied at the University of the Arts, and is based in Prague, Czechia. LucidCircus builds custom web and mobile software for startups and scale-ups, runs code audits and pre-acquisition due diligence for investors, and supports long-term clients across WordPress, design, SEO, PPC, and CRO. Connect with Ezra Cohen: LinkedIn: https://linkedin.com/in/ezraalexandercohen-lucidcircus LucidCircus: https://lucidcircus.com 00:00 Introduction: Ezra Cohen, CEO of LucidCircus 03:18 Flash work, the dot-com crash, and moving to Prague 07:43 Pre-acquisition due diligence and technical debt 10:51 An art background applied to software 15:07 How AI has changed the work 20:12 AI is a tool, not a crutch, and the Photoshop comparison 24:33 A developer joke and the rising cost of design tokens 28:06 Generative engine optimization and content built for AI 31:22 Plan in phases around a blue sky vision 34:38 Scaling, hosting, and handling a traffic spike 38:24 Europe vs the US: regulation, grants, and capital 42:12 Where to find Ezra and his take on the AI bubble Test. Optimize. Scale. is a weekly podcast from Digital Niche Agency covering growth marketing, capital raising, and business strategy, hosted by Jason Fishman. Subscribe for new episodes every week. #TestOptimizeScale #SoftwareDevelopment #AI #TechDueDiligence #StartupFounders