Hey everyone 👋 Long-time learner here. Recently I built a small but surprisingly powerful AI system, and I wanted to share the thinking behind it with this group. Most local businesses don’t have a traffic problem. They have a trust problem. 93% of customers read reviews before buying — but only ~5–10% of happy customers ever leave one. So the review profile most businesses have is… skewed. Loud minorities. Silent majority. Instead of trying to “incentivize” reviews (which breaks trust), I built a mobile-first AI review generator that: • Captures feedback while the customer is still on-site • Helps customers turn their own words into a well-written review • Lets the customer fully edit + submit it themselves • Stays compliant with Google’s policies No fake reviews. No automation posting on behalf of users. Just friction removal. From a systems point of view, this was interesting because: • It’s serverless (Cloud Run → scales from 0 to spikes) • Uses LangChain purely as orchestration (not over-engineered) • Gemini 2.0 Flash tuned for human tone, not robotic outputs • White-labelable across niches (dentists, salons, clinics, etc.) Early results show 5–10× increases in review volume, which then compounds into: Better Maps rankings → more customers → more reviews. I recorded a full breakdown + live demo here if anyone’s interested No pitch. Just sharing the system and architecture in case it sparks ideas for: • AI agency offers • Local business automations • Productized AI services Would love feedback from builders here: If you were selling this, would you position it as a product or a service? Curious how others in this community would package it.

$14,515 in estimated revenue and still climbing 🚀. This is what happens when strategy, consistency, and smart YouTube automation align. No face, no guesswork just a proven system that scales. Results like this are built step by step, not overnight. If you’re ready to learn how it’s done, don’t miss this. 👉 Check under the comments 👉 Join our Telegram channel OR DM 📥 me directly on WhatsApp

This year was one of the best grinds I have ever done, but the very least! I landed my first internship(Really Thank Atul Benoy Philip for giving me the Opportunity and Support), secured my first client, joined multiple contests, and built meaningful connections with many interesting people! And yet, this is just the START! This is just the beginning of something HUGE! Of Course, Just calling the OpenAI API won’t be enough! I want to build products that ship and scale! ... I have had some insane mentors throughout this journey! My elder brother, Ayman uddin, who backed me from day one! He introduced me to LangChain and lead me to the Space of AI! Really grateful for his support 💪 Then I had Mohammed Akhnas Gawai! He really helped me in my projects despite me revoking prod API keys and spamming texts in Whatsapp 😅. Really Grateful for his support! 💪 Really Grateful for this year, and even more excited for what’s next! In 2026, the mission is clear! Master AI/ML fundamentals like neural networks and algorithms, launch my startup, and help real companies automate. Documenting every step in Public! 💪. Nothing else.. -> This is Day 95-100 Of Learning In Public! <- #LearningInPublic #AIJourney #GrindMode #2025WrapUp #VoiceAI #LangChain #InternshipWins #NoCode