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QuickServe — AI Natural Language Business Portal & Automated Service Hub
The Problem:
Traditional business portals require navigating multi-level menus just to check account metrics or raise a support ticket. QuickServe replaces that complexity with conversational actions backed by secure backend execution.
Key Deliverables & Architecture:
Natural Language Data Access: Queries live balances and recent transaction records directly from SQL Server using structured OpenAI tool calls.
Conversational Service Actions: Triggers backend service tickets and workflows straight from the chat interface.
Fault-Tolerant Fallback Layer: Rule-based fallback logic ensures critical business queries remain functional even if third-party AI APIs experience downtime.
Tech Stack: .NET Core, React, SQL Server, OpenAI API.
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Hey! I just shared a write-up on something I learned while rebuilding a product with AI agents:)
The main idea is pretty simple:
Don’t put all your product context in one giant agent file.
Keep the main file small, and put the real product knowledge inside structured docs that the AI can navigate when it needs them.
This has helped me a lot when working on a SaaS product with a lot of business logic!
Sharing the full breakdown here:
I'm offering consulting services to set this up! :)
The table-of-contents-in-the-main-file pattern is the key move here - it keeps the agent's default context small while still giving it a map to go fetch the architecture or naming-convention doc only when the task actually touches that domain.
☀️ 𝐌𝐚𝐤𝐢𝐧𝐠 𝐬𝐨𝐥𝐚𝐫 𝐞𝐧𝐞𝐫𝐠𝐲 𝐟𝐞𝐞𝐥 𝐥𝐞𝐬𝐬 𝐩𝐫𝐞𝐝𝐢𝐜𝐭𝐚𝐛𝐥𝐞.
That was the direction behind 𝐒𝐮𝐧𝐭𝐫𝐢𝐱
I worked across 𝐝𝐞𝐬𝐢𝐠𝐧 + 𝐝𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭, shaping the visual direction, responsive layouts, and turning the concept into a working website.
The challenge was keeping services, projects, stats, and testimonials clear without overwhelming the experience.
𝐃𝐞𝐬𝐢𝐠𝐧 → 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 → 𝐖𝐞𝐛𝐬𝐢𝐭𝐞 ⚡
#fullstack #webdevelopment #webdesign #uidesign #uxdesign #productdesign
Good job pro
Well… Contra officially told me to stop collecting verified projects 😂
I just hit the limit: 10 verified projects! 🔥💪💪💪💪
Apparently, that’s enough proof that I actually do the work and don’t just move cards around in Jira 😅
Big thanks to every awesome client who trusted me 🙏
verifiedprojectcontrascoreshareyouBackend DevelopmentFrontend DevelopmentFull Stack DevelopmentAnythingReact NativeReplit
Congrats bro