Diamond Selling Platform Progress - Finally some Wins

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I have been working on a very large project on replit as some of you know. I wanted to show some of the progress including performance of the 600k diamonds i currently have imported and am doing active real-time management of.

I am building an AI jewelry design system that will be up in a few weeks released after launch but i’m close to launch. I still don’t have any caching enabled or preloading for the 360 so they are taking a second to load but they do load. Additionally I’m working on getting the AI intelligent search to work and now that I have a large volume of diamonds I can train and make the vector database for the natural language models to be able to look for diamonds intelligently as well for looking up special shapes, ratios or colors based on specific searches, or graduated sizes or pairs, etc. I had some wins this week and I wanted to share. I’m not done but I plan to be finishing up in the next few weeks. There are alot of moving pieces in this, I have daily imports of hundreds of thousands of diamonds, realtime inventory check via GraphQL to our suppliers that support it, CSV import for all other suppliers.
Diamond Inventory (652k diamonds): pricing trends, SmartPrice™/LightScore™ distributions, shape/color/clarity analytics, stock levels

  • User Activity: profiles, favorites, cart behavior, conversion rates

  • Sales Data: orders, revenue trends, popular diamonds

  • Visitor Analytics: page views, sessions, device/browser stats, traffic sources

  • Engagement: email subscribers, notifications, user interactions

Core Features:

  1. AI-Powered Insights - Using GPT-4o-mini (cheapest) for trend analysis, demand forecasting, pricing recommendations

  2. Advanced Visualizations - Interactive charts using Recharts with smooth animations

  3. Data Export - CSV/JSON export for any dataset

  4. API Integration - RESTful endpoints for connecting to external analytics platforms

  5. Comprehensive Reports - Automated daily/weekly/monthly reports with AI summaries

Analytics Modules:

  • Inventory Intelligence: Stock health, pricing optimization, turnover rates

  • Customer Insights: Behavior patterns, preferences, lifetime value

  • Sales Performance: Revenue trends, conversion funnels, top performers

  • Market Intelligence: Competitive pricing, demand forecasting

  • Operational Metrics: Platform performance, API usage, system health

I am building the platform to perform with millions of diamonds if I choose to scale it to that, I am creating a design system for anyone that can design a ring using AI from any diamond(s) in our system and reserve the stones and select a jeweler for the casting and final price to bring it to life.

Phase 1 is a diamond retail platform to offer the best priced diamonds on the market.

Phase 2 is offering a free jewelry design system that will find a diamond based on designs built, then find a jeweler to bring it to life and price it out.

Phase 3 is a social community of designers and enthusiasts that can design their dream jewelry collections and interact with industry experts and suppliers and we bring it all together to give you full control over the design and hands on process of making jewelry for you or someone else.

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Congrats Jeff, that is very exciting. It’s really clear that you have gotten the performance down really well. In your demo video, it shows the loading, searching, and filtering displays them very quickly. That’s amazing considering it has a database of 600,000 diamonds.

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Thanks Mark, I posted my original posts under Hypler, I switched to a teams account so I used my other screen name. I had an early version of this posted sometime in June. It took a lot of work to get everything running smoothly, I’m still working on getting production grade stability, I’m 90% there. I have active traffic and Google is crawling our pages and I am ranking for some niche long tail keywords which is cool, I’m doing some last minute cleanup on SEO generation and will start optimizing the site with caching strategies. I will make a full break down when I’m done, it’s really cool seeing it all coming together and working.

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That is a great case study, I imagine you will definitely get some great long tail rankings this way.

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Screenshot 2025-10-13 at 1.52.12 PM
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little by little, yes. I am using the Agent to help me develop a sophisticated educational system with live data from our products for each type of diamond, so we can show examples with click throughs for conversions that update dynamically, targeting specific keywords. These internal links get daisy changed throughout our glossary terms, blog posts and educational articles. I am also messing around with the agents llm indexing and creating sitemaps for the ai searches with data tailored for chatgpt, perplexity and all that so we’ll see how all of it works out in the next few months.

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managing 600k diamonds in real-time with AI search? That’s next-level flex, feels like the Roblox of jewelry but actually smart. Can’t wait to see Phase 2, sounds insane.

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Thanks, thats interesting comparison, my kids play roblox so get the comparison, but yeah i’m essentially allowing everyone to be able to design jewelry, get stones directly and connect with industry experts to quote and make it happen for personal or resell.