Vilsee Kumar Shandilya@Vilsee2608

The Problem In most corporate environments, manual email processing is a massive productivity sink. Employees spend between 2 and 3 hours every day manually sorting messages, yet the process remains prone to a 15–20% human error rate. This inefficiency leads to critical emails being delayed in general inboxes, inconsistent handling of routing rules, and an estimated $45,000 in annual operational costs per organization. Furthermore, as email volumes grow by 25% annually, manual systems simply cannot scale to meet demand. The Solution: InteliRoute InteliRoute provides a full-stack automated solution using a Node.js backend and React frontend. The system uses IMAP polling to ingest emails every five minutes, cleans the text, and leverages OpenAI's GPT models for deep contextual analysis. Unlike legacy keyword-based systems that miss nuance, InteliRoute understands the intent behind every message to ensure it is routed to the correct queue—IT, HR, Finance, Review, or Spam. Key Features • AI-Powered Classification: Deep content understanding via GPT models. • Confidence Scoring & Fallback: Each decision includes a confidence score; if the AI is uncertain (below 70%) or the API fails, a keyword-based fallback ensures the email is still routed correctly. • Real-time Analytics: A visual dashboard provides insights into queue distributions and processing efficiency. • Automated Notifications: Immediate alerts for high-priority or critical emails to ensure rapid response. Business Impact & ROI InteliRoute transforms the efficiency of support and administrative teams: • Quantitative Savings: It saves approximately 600 hours per month for a team of 10 and eliminates $45,000 in annual manual sorting costs. • Scalability: The system is built to handle a 10x increase in volume without requiring additional staff. • 24/7 Operation: Provides continuous automated routing without downtime, ensuring a superior customer and employee experience

📅 May 11–19, 2026 • May 11 – 19: Online Build Phase. • May 18 (Hybrid Build Day – Online & Onsite) • May 19 (Demos & Awards – Online & Onsite) 🌍 Hybrid event. Join online from anywhere or build onsite at the venue. 🏆 Winners will be announced live on stage at the AI & Big Data Expo North America on May 19 📍 On-site Venue (May 18–19): San Jose McEnery Convention Center, CA, USA 🤝 Join solo or with a team. 🎟 FREE AI & Big Data Expo North America ticket included for participants that are able to join the on-site phase. 🏆Compete for a $10,000 prize pool 🧑‍💻 Apply now to design, prototype, and showcase enterprise-ready innovation.

⏱️ Design, build, and deploy trustless AI trading agents. 📅 March 30 – April 12, 2026 🌐 Build AI trading agents that execute strategies using ERC-8004 or Kraken CLI. 🤝 Build solo or in teams to create autonomous trading, risk, yield, or protection agents. 💰 $55,000 prize pool, allocated and shared via Surge and Kraken. Your team should have registered project at early.surge.xyz in order to be eligible for the prize. Get access in your team profile or our discord 🔑 Access to early.surge.xyz If prompted for login credentials, use: • Username: admin • Password: JBRv2xWG7AzwVrLz88

Teams work together with multiple AI agents in shared workspaces to design, build, and launch complete AI products — from initial idea to market-ready app. 📅 February 23– March 1, 2026 ⏱️ 6 days to build and ship an end-to-end agentic AI product 🤝 Work together in shared AI workspaces where your team and AI agents collaborate in real time 🔧 Build with multiple AI agents that handle development, design, testing, and documentation together 🎯 Create everything in one place — from ideation to product to marketing materials, all by prompting and observing 🚀 Focus on real-world products that teams could actually ship and use 🏆 $3,500 in prizes + premium 3-month Complete.dev access for top teams 🧑‍💻 Join your team workspace and start building together

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.