{"id":3208,"date":"2026-04-20T14:22:22","date_gmt":"2026-04-20T20:22:22","guid":{"rendered":"https:\/\/abohara.com\/insights\/?p=3208"},"modified":"2026-04-20T18:58:38","modified_gmt":"2026-04-21T00:58:38","slug":"what-happens-when-a-product-leader-goes-back-to-building-reviving-my-5-year-old-saas-with-ai","status":"publish","type":"post","link":"https:\/\/abohara.com\/insights\/what-happens-when-a-product-leader-goes-back-to-building-reviving-my-5-year-old-saas-with-ai\/","title":{"rendered":"When a Product Leader Goes Back to Building: Reviving 5-Year-Old SaaS With AI"},"content":{"rendered":"\n<p>Parental leave has a funny way of slowing life down in the best possible way. Between diaper changes, late-night feeds, and short naps, I found myself with something I hadn\u2019t had in years: quiet pockets of uninterrupted thinking time.<\/p>\n\n\n\n<p>One weekend, almost on a whim, I opened an old Git repository.<\/p>\n\n\n\n<p>Inside it was an online election SaaS platform I had built during the COVID lockdowns in 2020. Back then, it solved a very real problem. Teams needed a secure way to run elections remotely. I built it fast, launched it, and real organizations actually used it.<\/p>\n\n\n\n<p>And then\u2026 life happened.<\/p>\n\n\n\n<p>Bigger roles. Larger platforms. More responsibility. The product stayed online \u2014 but untouched for almost five years.<\/p>\n\n\n\n<p>Looking at it again in 2025 felt like opening a time capsule.<\/p>\n\n\n\n<p>It worked.<\/p>\n\n\n\n<p>But it looked old.<\/p>\n\n\n\n<p>And it felt like it belonged to a different era of SaaS.<\/p>\n\n\n\n<p>That\u2019s when I had a simple thought:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>What would happen if I tried to modernize this product today using the AI tools we now talk about every day?<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>This wasn\u2019t about reviving a business. It was a personal experiment in modern product execution.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why I Even Bothered Touching a \u201cDead\u201d Project<\/strong><\/h2>\n\n\n\n<p>From a pure business perspective, this product wasn\u2019t a priority.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No major revenue<\/li>\n\n\n\n<li>No team<\/li>\n\n\n\n<li>No roadmap<\/li>\n\n\n\n<li>No urgency<\/li>\n<\/ul>\n\n\n\n<p>But as a product leader and builder, it was the <strong>perfect sandbox<\/strong>. The mission still mattered \u2014 secure, simple online elections \u2014 but the experience had clear cracks:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dated UI<\/li>\n\n\n\n<li>Dashboards showing data, not insight<\/li>\n\n\n\n<li>Overwhelming setup flow<\/li>\n\n\n\n<li>Poor mobile experience<\/li>\n\n\n\n<li>Legacy PHP stack<\/li>\n<\/ul>\n\n\n\n<p>For most of my career, the hardest part hasn\u2019t been deciding <em>what<\/em> to build.<\/p>\n\n\n\n<p>It\u2019s always been <em>how fast you can execute without breaking things<\/em>.<\/p>\n\n\n\n<p>So I treated this like a real modernization effort.<\/p>\n\n\n\n<p>Just me \u2014 and a few powerful AI tools.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Starting from the User\u2019s Point of View<\/strong><\/h2>\n\n\n\n<p>Before touching a single line of code, I used the platform as a brand-new customer.<\/p>\n\n\n\n<p>That exercise was humbling.<\/p>\n\n\n\n<p>As a builder, I knew every edge case.<\/p>\n\n\n\n<p>As a user, I felt every ounce of friction.<\/p>\n\n\n\n<p>A few things stood out immediately:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The dashboard showed numbers, but didn\u2019t answer: <em>What should I care about right now?<\/em><\/li>\n\n\n\n<li>Ballot setup felt like filling out a tax form \u2014 too many fields, not enough guidance.<\/li>\n\n\n\n<li>On mobile, buttons were cramped, tables too wide, actions buried.<\/li>\n\n\n\n<li>The UI wasn\u2019t broken \u2014 it was just\u2026 uninviting.<\/li>\n<\/ul>\n\n\n\n<p>Suddenly this wasn\u2019t just a side project anymore. It was a real product problem again.<\/p>\n\n\n\n<p>My goals became clear:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reduce cognitive load<\/li>\n\n\n\n<li>Increase confidence during setup<\/li>\n\n\n\n<li>Make mobile feel intentional<\/li>\n\n\n\n<li>Keep everything backward-compatible and safe<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Modernizing the UX \u2014 One Real Improvement at a Time<\/strong><\/h2>\n\n\n\n<p>Instead of a full redesign, I took a pragmatic approach: <strong>fix the biggest friction point, validate, repeat.<\/strong><\/p>\n\n\n\n<p>This is where modern \u201cvibe coding\u201d tools genuinely surprised me. But I never treated AI as an autopilot. I treated it like a junior designer and frontend developer:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>I explained what the screen was supposed to do<\/li>\n\n\n\n<li>I shared what felt broken<\/li>\n\n\n\n<li>I asked for improvement ideas \u2014 not code yet<\/li>\n\n\n\n<li>I picked the most impactful change<\/li>\n\n\n\n<li>Then I asked for implementation<\/li>\n<\/ol>\n\n\n\n<p>For every single change:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The tool updated the view, controller, and JavaScript<\/li>\n\n\n\n<li>I reviewed every diff manually<\/li>\n\n\n\n<li>Tested each flow myself<\/li>\n\n\n\n<li>Rolled back anything that didn\u2019t feel right<\/li>\n<\/ul>\n\n\n\n<p>Nothing was blindly accepted.<\/p>\n\n\n\n<p>Some of the most impactful improvements:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Summary cards for active, pending, and completed elections<\/li>\n\n\n\n<li>Color-coded status badges with icons<\/li>\n\n\n\n<li>Clear, helpful empty states<\/li>\n\n\n\n<li>Action buttons that actually looked like actions<\/li>\n\n\n\n<li>Mobile views that finally worked<\/li>\n\n\n\n<li>Improved spacing, typography, and visual hierarchy<\/li>\n<\/ul>\n\n\n\n<p>I didn\u2019t ship perfection.<\/p>\n\n\n\n<p>I shipped progress.<\/p>\n\n\n\n<p>In about <strong>2\u20133 hours<\/strong>, the product felt like it belonged in 2025 again. That speed still feels unreal. Here&#8217;s how it looks now; it feels better, maybe it could be better, but it&#8217;s good for now.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"950\" height=\"853\" src=\"https:\/\/abohara.com\/wp-content\/uploads\/2025\/12\/5c8ca1e1-4250-48fd-8b62-5f2e3aec2c0d.jpg\" alt=\"\" class=\"wp-image-2549\" srcset=\"https:\/\/abohara.com\/insights\/wp-content\/uploads\/2025\/12\/5c8ca1e1-4250-48fd-8b62-5f2e3aec2c0d.jpg 950w, https:\/\/abohara.com\/insights\/wp-content\/uploads\/2025\/12\/5c8ca1e1-4250-48fd-8b62-5f2e3aec2c0d-300x269.jpg 300w, https:\/\/abohara.com\/insights\/wp-content\/uploads\/2025\/12\/5c8ca1e1-4250-48fd-8b62-5f2e3aec2c0d-500x449.jpg 500w, https:\/\/abohara.com\/insights\/wp-content\/uploads\/2025\/12\/5c8ca1e1-4250-48fd-8b62-5f2e3aec2c0d-768x690.jpg 768w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Product Management in Practice (Without a Framework Slide)<\/strong><\/h2>\n\n\n\n<p>I didn\u2019t use a formal prioritization model in this sprint. But instinctively, I applied a simple filter:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>High user pain \u00d7 Low effort = Ship immediately.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>If a change removed a major friction point and could be shipped in under an hour, it made the cut. This prevented me from over-engineering and kept momentum high.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Technical Mini-Deep Dive: Upgrading the Backend<\/strong><\/h2>\n\n\n\n<p>Upgrading the backend was the part I feared most. The app was running on an ancient PHP version. I expected breakages everywhere \u2014 and I wasn\u2019t wrong.<\/p>\n\n\n\n<p>Several legacy libraries failed immediately on first deploy. Instead of brute-forcing fixes, I:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Used static analysis to map dependencies<\/li>\n\n\n\n<li>Isolated upgrades module by module<\/li>\n\n\n\n<li>Validated each fix before merging<\/li>\n<\/ul>\n\n\n\n<p>The result:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Better performance<\/li>\n\n\n\n<li>Improved security<\/li>\n\n\n\n<li>Dramatically easier future maintenance<\/li>\n<\/ul>\n\n\n\n<p>Not glamorous \u2014 but foundational. Help from the AI tool was immense in making all these changes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Real Problem Wasn\u2019t UX \u2014 It Was Confidence<\/strong><\/h2>\n\n\n\n<p>Even after the visual cleanup, one thing remained clear:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Ballot setup was where users still hesitated most.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>This wasn\u2019t a design issue anymore. It was a confidence issue.<\/p>\n\n\n\n<p>Users didn\u2019t know:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which settings mattered<\/li>\n\n\n\n<li>How to translate governance rules into configuration<\/li>\n\n\n\n<li>Whether they were \u201cdoing it right\u201d<\/li>\n<\/ul>\n\n\n\n<p>So I decided to use Generative AI not as a shiny feature \u2014 but as a <strong>confidence layer<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Building \u201cCreate Ballot With AI\u201d<\/strong><\/h2>\n\n\n\n<p>I integrated the ChatGPT API into the setup flow and added a button: <strong>\u201cCreate Ballot With AI.\u201d<\/strong><\/p>\n\n\n\n<p>Users now simply describe, in their own words:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What kind of election this is<\/li>\n\n\n\n<li>What voters are choosing<\/li>\n\n\n\n<li>Any rules or constraints<\/li>\n\n\n\n<li>Instructions for voters<\/li>\n<\/ul>\n\n\n\n<p>Under the hood:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Structured prompts<\/li>\n\n\n\n<li>Machine-readable output formats<\/li>\n\n\n\n<li>Validation logic<\/li>\n\n\n\n<li>Cost guardrails<\/li>\n\n\n\n<li>Ingestion pipelines for AI output<\/li>\n<\/ul>\n\n\n\n<p>The initial build took <strong>under 30 minutes<\/strong>.<\/p>\n\n\n\n<p>The real work was in testing.<\/p>\n\n\n\n<p>I created over <strong>150 ballots manually<\/strong> using:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Messy prompts<\/li>\n\n\n\n<li>Contradictory rules<\/li>\n\n\n\n<li>Odd election types<\/li>\n\n\n\n<li>Edge-case scenarios<\/li>\n<\/ul>\n\n\n\n<p>It held up.<\/p>\n\n\n\n<p>What used to be the hardest part of the product became the easiest.<\/p>\n\n\n\n<p>That was the moment when AI shifted from <strong>experiment \u2192 core product primitive<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>When AI Got It Wrong<\/strong><\/h2>\n\n\n\n<p>Not every AI suggestion was a win.<\/p>\n\n\n\n<p>At one point, it proposed a color palette that completely clashed with brand identity and made status indicators harder to scan. I rolled that change back immediately.<\/p>\n\n\n\n<p>That moment reinforced something important:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>AI is a powerful partner \u2014 not a replacement for product judgment.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Speed Didn\u2019t Replace Discipline<\/strong><\/h2>\n\n\n\n<p>Despite the speed, I didn\u2019t let engineering hygiene slip:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Every change reviewed for long-term maintainability<\/li>\n\n\n\n<li>Tested across browsers and devices<\/li>\n\n\n\n<li>Validated against existing workflows<\/li>\n\n\n\n<li>Deployed in small, reversible batches<\/li>\n<\/ul>\n\n\n\n<p>Speed didn\u2019t replace discipline. It simply compressed it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udee0 Technical Stack at a Glance<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Backend: Legacy PHP 5.6 \u2192 PHP 8.x<\/li>\n\n\n\n<li>Database: MySQL<\/li>\n\n\n\n<li>Architecture: MVC<\/li>\n\n\n\n<li>Frontend: HTML, CSS, JavaScript<\/li>\n\n\n\n<li>AI Integration: ChatGPT API<\/li>\n\n\n\n<li>Version Control: Git<\/li>\n\n\n\n<li>Deployment: Incremental local \u2192 prod releases<\/li>\n\n\n\n<li>Testing: Manual regression and cross-device validation<\/li>\n<\/ul>\n\n\n\n<p><strong>Why this matters for leaders:<\/strong><\/p>\n\n\n\n<p>This transformation happened <strong>inside an existing legacy system<\/strong> \u2014 not a greenfield rebuild.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udcca Results Snapshot (Less Than 24 Hours)<\/strong><\/h2>\n\n\n\n<p>\u2705 Fully modernized core user flows<\/p>\n\n\n\n<p>\u2705 Mobile usability restored<\/p>\n\n\n\n<p>\u2705 AI-powered ballot creation shipped to prod<\/p>\n\n\n\n<p>\u2705 Backend upgraded to latest PHP<\/p>\n\n\n\n<p>\u2705 150+ AI test ballots executed<\/p>\n\n\n\n<p>\u2705 Onboarding friction dramatically reduced<\/p>\n\n\n\n<p>\u2705 Zero critical post-deployment regressions<\/p>\n\n\n\n<p>What typically takes weeks of coordinated delivery happened in a single focused day.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What I\u2019d Do Differently Next Time<\/strong><\/h2>\n\n\n\n<p>Two things:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>I\u2019d automate regression testing earlier. Manual QA worked for a solo sprint, but deeper automated coverage would have caught a few subtle bugs sooner.<\/li>\n\n\n\n<li>I\u2019d pull in one or two real users earlier for fast qualitative validation.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Leadership Lesson That Hit Me the Hardest<\/strong><\/h2>\n\n\n\n<p>After 15+ years in tech, one constraint has never changed:<\/p>\n\n\n\n<p><strong>Execution capacity.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>More ideas than time.<\/li>\n\n\n\n<li>More opportunities than bandwidth.<\/li>\n\n\n\n<li>More requests than dev cycles.<\/li>\n\n\n\n<li>Hiring helps \u2014 but slowly. Onboarding temporarily reduces velocity before it improves it.<\/li>\n<\/ul>\n\n\n\n<p>This experiment made something very clear:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>With the right AI leverage, a <strong>small, focused team can execute like a much larger one<\/strong> \u2014 not recklessly, not sloppily, but faster, with tighter feedback loops.<\/p>\n<\/blockquote>\n\n\n\n<p>As a product leader, this changes everything:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prototype faster<\/li>\n\n\n\n<li>Test with less sunk cost<\/li>\n\n\n\n<li>Kill bad ideas sooner<\/li>\n\n\n\n<li>Double down on good ones immediately<\/li>\n<\/ul>\n\n\n\n<p>This is why I genuinely believe the next wave of serious companies will be built by small, highly leveraged teams.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What\u2019s Next for This Product?<\/strong><\/h2>\n\n\n\n<p>This won\u2019t become my full-time business. But it\u2019s now a living product lab for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI agents for lead qualification<\/li>\n\n\n\n<li>Automated onboarding<\/li>\n\n\n\n<li>Smart marketing workflows<\/li>\n\n\n\n<li>Sales enablement copilots<\/li>\n<\/ul>\n\n\n\n<p>AI will operate at machine speed.<\/p>\n\n\n\n<p>I\u2019ll decide what\u2019s worth building next.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Final Personal Reflection<\/strong><\/h2>\n\n\n\n<p>This wasn\u2019t just a technical experiment.<\/p>\n\n\n\n<p>It reconnected me with something I hadn\u2019t felt in a long time:<\/p>\n\n\n\n<p>The joy of seeing an idea go from <strong>thought \u2192 working feature \u2192 real user value<\/strong> in a single day.<\/p>\n\n\n\n<p>We\u2019re entering an era where:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strategy still needs humans<\/li>\n\n\n\n<li>Judgment still needs experience<\/li>\n\n\n\n<li>Execution no longer needs to be slow<\/li>\n<\/ul>\n\n\n\n<p>Not because AI replaces builders \u2014 but because it magnifies what good builders and product leaders already do well.<\/p>\n\n\n\n<p>And that is the most exciting shift of this entire AI era.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Parental leave has a funny way of slowing life down in the best possible way. Between diaper changes, late-night feeds, and short naps, I found myself with something I hadn\u2019t&#8230;<\/p>\n","protected":false},"author":1,"featured_media":2545,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[74],"tags":[93],"class_list":["post-3208","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-genai","tag-vibecoding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>From a Forgotten SaaS to an AI-Powered Product: What I Learned Reviving My 5-Year-Old Platform in One Day<\/title>\n<meta name=\"description\" content=\"On parental leave, I revived a legacy SaaS product I built in 2020 using modern AI and hands-on product execution. 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