Ayesha Imran@Ayesha_Imr

REACH: Unlock Your Market's Pulse. Instantly understand your target audience by uploading your startup's materials like website link(s) and/or pitch deck. REACH analyzes real-time trends on Instagram, Twitter, and Reddit, delivering tailored insights on customer needs, competitor activity, and emerging opportunities. Get AI-powered marketing strategies and chat with a RAG-based AI agent to dive deeper into your data and the wider market. REACH empowers you to build products your customers crave, identify new opportunities, launch campaigns that resonate and connect with your target audience like never before. REACH automates market research by leveraging AI to extract, analyze, and generate insights from social data. Founders upload their startup materials (website links, pitch decks), which are processed into structured descriptions and stored as vector embeddings in a Weaviate database. REACH dynamically generates platform-specific keywords to fetch real-time data from Instagram, Twitter, and Reddit APIs. This data, combined with the startup's profile, is analyzed using IBM Granite-3B, identifying trends, customer pain points, and competitor activity. The system then generates tailored insights and marketing strategies optimized for each platform. The AI agent enhances exploration with two core tools: a vector search for startup-specific knowledge and a real-time web search for broader market research. It intelligently selects the best source to generate data-driven responses, helping founders make informed strategic decisions.

BYTE is an innovative mobile app that acts as your pocket-sized nutritionist, empowering individuals to make informed dietary choices. Using cutting-edge AI models and Google Cloud technologies, BYTE helps users understand their food options and manage their health more effectively The app features a powerful image recognition tool that allows users to scan food labels and get detailed nutritional breakdowns in real-time. BYTE’s AI-powered chatbot provides personalized advice based on each user’s unique health profile, dietary restrictions, and preferences. With multilingual support, BYTE offers guidance in multiple languages, making it accessible to users worldwide. BYTE also fosters a vibrant community, enabling users to connect, share experiences, and support each other on their health journeys. The app ensures data privacy by securely storing personal information, allowing users to maintain control over their health data. Whether you're looking for healthier food alternatives, need advice on managing dietary restrictions, or want a simple platform to track your nutrition, BYTE provides a comprehensive, easy-to-use solution. By combining AI, cloud technology, and a user-centered design, BYTE empowers individuals to make healthier choices and live a more informed lifestyle.

ADDIE is an innovative productivity app designed to support individuals with ADHD by leveraging AI to simplify task management and organization. Its intuitive features help users manage tasks, emails, and meetings, improving focus and productivity. The app addresses common ADHD challenges like information overload and staying organized. One of ADDIE’s standout features is its Google Calendar integration, which allows users to input thoughts or upload files, and AI agents automatically create or fetch relevant calendar events. This helps maintain a structured overview of schedules, ensuring deadlines and events are effectively tracked. ADDIE also integrates with Google Drive and Gmail, retrieving documents and emails, then categorizing and summarizing them by priority—high, medium, or low. This helps users focus on important tasks without feeling overwhelmed by distractions. For meeting management, ADDIE can process recordings from tools like Google Meet via Composio, generating concise summaries so users can quickly understand key points and decisions. This eliminates the need to review lengthy recordings, providing actionable insights from meetings. The app also offers task guidance through Chroma DB, where users can input work-related documents, and the AI provides step-by-step instructions based on existing information. This is especially helpful for individuals with ADHD, who often struggle to break tasks into manageable steps. Powered by the Llama 3.1 70B model via Groq, ADDIE offers fast, accurate insights, summaries, and task guidance, all within a user-friendly interface built with Streamlit. With seamless Google Calendar management and intelligent document prioritization, ADDIE empowers users with ADHD to stay organized and productive.

GENIE is an innovative dataset creation tool designed to streamline the generation of synthetic datasets, particularly for fine-tuning large language models. It transforms a traditionally complex task into an accessible, user-friendly process. How It Works: User Input: Users define the structure of their dataset by specifying the required fields and corresponding data types (e.g., "Name" as a string, "Price" as an integer). Optional additional information or examples can also be provided to guide the data generation. Dataset Generation: GENIE then utilizes IBM Watson's Granite 13B Chat Model to generate the dataset. This powerful language model ensures that the data produced aligns with the specified fields and types, creating consistent and realistic rows of data ideal for model fine-tuning. AI Guardrails: A crucial feature of GENIE is its built-in AI Guardrails, powered by IBM Watson. These guardrails ensure that the generated data is safe, ethical, and free from harmful content, making GENIE particularly valuable in sensitive domains like healthcare, finance, and law. Importance and Impact: GENIE addresses a significant need in the AI and machine learning community by making high-quality synthetic data generation accessible to all. It democratizes the process, allowing developers, researchers, and enterprise teams to quickly create tailored datasets without requiring deep technical expertise or expensive resources. By simplifying the dataset creation process, GENIE accelerates AI development cycles, enabling more rapid experimentation and iteration. The integration of IBM Watson's Granite 13B Chat Model, along with robust AI Guardrails, ensures that the generated data is not only practical but also secure and compliant with ethical standards. This makes GENIE a powerful tool for advancing AI-driven innovation.

INSTArget is an AI-based app designed to help Instagram businesses and content creators analyze competitors' data and gain insights to enhance their own profiles. The app works by analyzing the user's Instagram profile information and fetching similar profiles within the same category and niche. Users can also narrow down searches by city and/or country. The app retrieves data from the latest five posts of these similar profiles using the APIFY API. This data is then analyzed by the Falcon 180B LLM to provide insights on why those posts are engaging and how users can apply similar strategies to their own content. Additionally, the app features a RAG-based (Retrieval Augmented Generation) chatbot, using Falcon LLM for generation. This chatbot allows users to delve deeper into specific profiles. In this mode, the app fetches and stores data on the last 50 posts of a profile in the Weaviate vector database, enabling users to ask detailed questions about the profile and receive cited answers with links to the relevant posts. The app also includes a content creation chatbot that assists users in generating content ideas tailored to their account type, including posts, reels, and stories. The chatbot automatically generates ideas and allows for interactive follow-up questions. INSTArget also provides access to collections of vectorized data from various Instagram categories like Fashion, Beauty, Travel, Photography, Technology, and more. These collections, each containing data from an average of 300 posts, are used by the "Ask Me" RAG-based chatbot to answer user queries with cited answers linked to the source posts. Users can also specify a particular profile and have its last 50 posts vectorized for detailed analysis. One of the best features of INSTArget is that any user can access the "Ask Me" chatbot without needing to fill out any form details. Users can ask questions related to specific profile categories or chat about a particular profile of their choice.

SHIFT is a Chrome extension designed to help users make informed and sustainable shopping choices. By analyzing the environmental impact of products and providing eco-friendly alternatives, SHIFT addresses the problems of unsustainable shopping habits, lack of awareness about product sustainability, and the difficulty of finding eco-friendly options. It uses LangFlow, Groq API for accessing LLaMA3-70b for quick and accurate product analysis, and a Search API to find sustainable alternatives. SHIFT makes it easy for users to get detailed sustainability ratings, summaries, and recommendations, all within a few clicks, promoting more responsible consumer behavior.

BYTE: Your Pocket-Sized Nutritionist BYTE is a mobile app designed to be your personalized guide to healthy eating. It empowers you to make informed dietary decisions with features like: Scan Anything: Analyze food labels with your camera for detailed nutritional breakdowns. AI-powered Chatbot: Ask questions about food and get personalized advice based on your health profile. Multilingual Support: Get dietary guidance in multiple languages for a more inclusive experience. Find Alternatives: Discover suitable substitutes for foods that don't fit your dietary needs. Vibrant Community: Connect with others who share similar dietary restrictions and exchange tips. Built with Cutting-Edge Technology: BYTE leverages Google Cloud technologies and advanced AI models to deliver accurate and personalized results. Secure Data Management: Your health information is securely stored in Google Cloud Firestore. Advanced Image Recognition: Analyze food labels with BYTE's powerful image recognition capabilities. Personalized Chatbot: Cohere's AI models power the chatbot to understand your questions and provide tailored dietary advice. Multilingual Support: Google Translate ensures clear communication regardless of your language. Designed for Your Convenience: BYTE's user-friendly interface makes navigating your dietary needs effortless. Simple Form: Easily share your dietary restrictions and preferences for personalized recommendations. Profile Management: Manage your information, upload documents, and control your app settings. Favorites List: Save your preferred food items and recipes for easy access. Real-Time Updates: Enjoy seamless and responsive interactions within the app. Join the BYTE Community: BYTE goes beyond just an app; it's a supportive community for individuals with diverse dietary needs. Connect and Share: Engage in discussions, share experiences, & learn from others. Find Support: Feel empowered and motivated on your health journey with a supportive community.

The "Cohere-Powered Exam RAG Bot" is a cutting-edge educational platform for O Level Physics, leveraging Cohere's language models to aid learning. Cohere Embed transforms course notes into vector embeddings, creating a mathematical representation for quick information retrieval, with Qdrant ensuring a scalable vector database. Cohere Generate, using the command-nightly model, responds to queries with contextually aware answers, simulating a tutor's assistance. Cohere ReRank refines this process, selecting the most pertinent documents to bolster the bot's response quality and speed. At the core, Langchain weaves together document retrieval and natural language processing to form an intelligent RAG system, while Streamlit's interactive interface makes the AI accessible and user-friendly. The app's market value stems from its innovative approach to personalized, tech-based learning. It stands out for its on-demand educational support, meeting the increasing need for accessible learning tools. Future expansions include multimodal capabilities, enabling the bot to interpret diagrams and images, and multilingual support, broadening its user base. Plans to enrich the knowledge base and branch into subjects like Chemistry and Math will transform the app into a comprehensive academic resource. This growth trajectory positions the "Cohere-Powered Exam RAG Bot" to reshape e-learning globally.

In the realm of agriculture, timely and accurate information can be the difference between a bountiful harvest and a failed crop. SPROUT addresses this critical need by offering an innovative platform that combines the power of AI with cutting-edge technologies like NDVI image analysis, multimodal data synthesis, and retrieval-augmented generation (RAG) to deliver real-time insights into crop health and disease diagnostics. Our target audience includes farmers, agronomists, and agricultural enterprises seeking to leverage technology for enhanced decision-making. By utilizing tools such as Vertex AI for disease classification and vector search, LangChain with LlamaIndex for nuanced query responses, and Multimodal RAG for image analysis, SPROUT offers a comprehensive solution that goes beyond traditional farming applications. One of SPROUT's unique features is the incorporation of CLIP, Hugging face Embeddings and Fuyu-8b models, which empower the platform with exceptional understanding and analysis of both textual and visual data. Our evaluation with TrueLlama and TrueChain ensures that the responses and solutions provided are not only accurate but also constantly improving. In an industry where precision and efficiency are paramount, SPROUT stands out by offering a seamless and intuitive interface through Streamlit, ensuring that our sophisticated technology translates into tangible benefits for users across the globe. With SPROUT, farmers can optimize their practices, reduce environmental impact, and secure their crops' health and productivity, ushering in a new era of sustainable and informed agriculture.

This is your chance to push boundaries, solve real-world challenges, and create impact at the official hackathon of the RAISE Summit 2025 at one of Paris's most iconic venues: Le Carrousel du Louvre. 📅 July 4–8, 2025 — Collaborate online with a global community of innovators. 🏛️ July 8–9, 2025 — Limited on-site access to the RAISE Summit in Paris (300 participants), exclusively for selected teams. 🏆 July 9, 2025 — Winners will be announced live on stage during the RAISE Summit. 🌟 Expert mentors will guide you throughout your hackathon journey. 🤝 Work solo or build your dream team to create something extraordinary. 💰 Compete for a share of up to $150,000 in prizes. 🔒 Sign up before the Kick-Off Stream to secure your spot!

🕒 Complete the challenge within 48 hours and unlock incredible prizes! 📅 June 13 - June 15 – Participate online, collaborating with innovators and builders to explore a new way of software development. 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 💰 $80,000 in credits and prizes! ⏳ Sign up before the Kick-Off Stream to secure your spot!

🔍Create AI-driven, open-source solutions to optimize public sector network management in critical areas like predictive maintenance, total cost optimization (TOC), and energy efficiency—enhancing public sector networks' scalability, efficiency, and sustainability in underserved regions. 📅 Join us February 28–March 2, 2025: Participate online or in person in vibrant Barcelona, on the sidelines of MWC 2025, to collaborate with peers worldwide and shape the future of public sector connectivity. 👨‍🏫 Work alongside experienced industry mentors who will provide guidance and insights to elevate your solutions. 💰 $5,000 prize pool for the winners! 🏆 Compete for a chance to join the lablab NEXT incubator program! 🧑🏻‍💻 Don’t wait! Sign up now to secure your spot before the Kick-Off!