The latest articles on DEV Community by M4CR0D0S3 (@m4cr0d0s3). https://dev.to/m4cr0d0s3 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3965540%2Fea9fba53-3a6f-4fb9-a6c4-d6ab116c5486.png https://dev.to/m4cr0d0s3 en M4CR0D0S3 Wed, 03 Jun 2026 02:04:43 +0000 https://dev.to/m4cr0d0s3/why-i-spent-months-building-an-ai-simulation-engine-to-break-the-ielts-band-65-bottleneck-1jia https://dev.to/m4cr0d0s3/why-i-spent-months-building-an-ai-simulation-engine-to-break-the-ielts-band-65-bottleneck-1jia <p>Hey everyone, </p> <p>I'm Said Baouhmad, a solo developer, and I wanted to share the raw journey behind a platform I’ve been pouring my nights into building: <a href="https://ieltsrise.org" rel="noopener noreferrer">IELTSRise</a>.</p> <p>The inspiration came from watching brilliant, hard-working international students constantly stall out at a flat Band 6.5 on their IELTS exam writing modules. Because high-end human tutoring is gated behind steep hourly fees ($30–$50+/hr), most students simply cannot afford the continuous feedback loop required to figure out what microscopic structural or grammatical errors official examiners are penalizing them for. </p> <p>To solve this, I spent the last few months engineering an automated, instant evaluation engine. Instead of just guessing a vague score, the platform maps an essay across all 4 official assessment criteria quadrants independently, highlights precise vocabulary collocation gaps, logs grammatical errors, and generates a side-by-side Band 9 model rewrite for that exact prompt.</p> <h3> The Launch Day Challenge 🚀 </h3> <p>We officially went live on Product Hunt today to launch <a href="https://ieltsrise.org" rel="noopener noreferrer">IELTSRise</a> out into the wild! </p> <p>Building in public as a solo founder is an incredible mix of excitement and imposter syndrome. I am heavily focused on scaling our organic visibility and fine-tuning our user experience right now, so I would love to ask this community for some raw product feedback:</p> <ol> <li> <strong>Growth Stack:</strong> For an educational tool relying heavily on landing resources, what are your absolute favorite methods for accelerating programmatic SEO indexing?</li> <li> <strong>UI/UX Strategy:</strong> When managing complex data dashboards (like granular score trends over time), what tricks do you use to keep the workspace clean and un-intimidating for everyday users?</li> </ol> <p>If you have a spare moment today to check out our live framework, test your own writing skills for free, or support our launch, it would mean the absolute world to me:</p> <ul> <li> <strong>Explore the platform:</strong> <a href="https://ieltsrise.org" rel="noopener noreferrer">https://ieltsrise.org</a> </li> <li> <strong>Support our launch on Product Hunt:</strong> <a href="https://www.producthunt.com/products/ieltsrise" rel="noopener noreferrer">https://www.producthunt.com/products/ieltsrise</a> </li> </ul> <p>Thanks so much for the support. I’ll be hanging out in the comment sections below to talk architecture, algorithms, or product strategy!</p> ai saas indiehackers education