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GrantChain is an open-source public accountability platform that traces the journey of federally funded medical research from university discoveries and patents to pharmaceutical licensing, commercialization, prescription pricing, and consumer purchases. By combining public records, research data, AI-powered analysis, and user-submitted prescription receipts, GrantChain connects public investment to commercial outcomes and makes the flow of medical innovation and its financial impact more transparent. Its mission is to equip consumers, researchers, and advocates with the evidence needed to examine accountability, affordability, and the public benefit of taxpayer-funded medical discoveries. https://roxanneardary.com/grantchain/

OpenFloat is an open-source financial transparency and market intelligence platform designed to bring greater visibility and accountability to global securities markets. It tracks share distribution, institutional and insider holdings, short interest, securities lending, settlement activity, and market anomalies to help identify potential discrepancies, investigate suspicious trading patterns, and preserve evidence for research and accountability. By combining public financial data, AI-assisted analysis, and transparent reporting, OpenFloat empowers investors, researchers, and regulators with tools to better understand how markets operate. https://roxanneardary.com/openfloat/

OutcomeAtlas is an open-source education transparency platform that documents the true costs of AI and computer science degrees, graduate employment outcomes, student debt, and career opportunities. It provides a public, evidence-based database for comparing educational expenses, evaluating university career promises, and understanding the real-world return on investment of AI-focused and technology-related degrees. https://roxanneardary.com/outcomeatlas/

Fabricate is an AI-powered, open-source platform that helps makers, inventors, DIY entrepreneurs, and small-scale manufacturers transform raw materials into practical products and hardware solutions. It combines intelligent material discovery, sustainable alternatives, local sourcing, AI-assisted product design, and step-by-step fabrication guidance to make innovation and small-scale manufacturing more accessible. https://roxanneardary.com/fabricate/

MOHAMED.COM

Oceanic AI is an open-source maritime intelligence platform that uses artificial intelligence to analyze ocean and waterway regulations, compare citizen and commercial fishing rights, track industrial harvesting activities, and investigate permits, exemptions, and corporate privileges. By identifying differences in access, resource allocation, and regulatory treatment across jurisdictions, Oceanic AI promotes transparency, accountability, and informed public understanding of how shared marine resources are managed. The ocean belongs to everyone. https://roxanneardary.com/oceanic-ai/

Vanta is an open-source, privacy-first AI assistant designed to provide intelligent conversations, anonymous internet search, encrypted personal data, advanced reasoning, and autonomous task assistance. Combining voice and visual intelligence with customizable integrations and user-controlled privacy, Vanta offers a powerful personal intelligence platform without relying on a centralized cloud service or a single AI provider. https://roxanneardary.com/vanta/

SenseAR is an open-source AI-powered smart glasses platform designed to enhance environmental awareness, navigation, and independence, especially for blind and visually impaired individuals. Inspired by autonomous driving technology, SenseAR uses intelligent perception, spatial awareness, and predictive hazard detection to interpret the surrounding environment and deliver real-time spoken guidance, helping users navigate the world with greater confidence and freedom. https://roxanneardary.com/sensear/

GameScan is an open-source gaming accountability platform that empowers players to report deceptive practices, document purchases, preserve evidence, track game updates and digital asset changes, and challenge misleading advertising. Through AI-powered evidence analysis, public transparency, and community verification, GameScan helps gamers identify potential consumer issues, track unresolved complaints, and hold gaming companies accountable. https://roxanneardary.com/gamescan/

Model2Market is an AI-powered open-source platform that helps developers turn their technical skills into sustainable businesses while helping organizations discover secure, cost-effective open-source solutions. It combines business analysis, software discovery, encryption-by-default security assessments, savings analysis, and AI-assisted development to help businesses reduce software costs, gain greater technology ownership, and build solutions tailored to their needs. https://roxanneardary.com/model2market/

AppWeaver is an AI-powered application and website builder that transforms text prompts, images, and design concepts into complete, responsive digital experiences. It enables users to create, recreate, and refine websites and applications through AI-generated designs, visual editing, and functional code generation, making it easier to turn ideas into fully realized products. https://roxanneardary.com/appweaver/

Vestique is an AI-powered investment intelligence platform that delivers comprehensive ETF research, financial analysis, risk assessment, and portfolio monitoring. It evaluates market conditions, underlying holdings, valuations, and investment risks to provide evidence-based insights and recommendations that support informed decision-making, strategic investing, and long-term capital preservation. https://roxanneardary.com/vestique/

LiveCaptioner is an accessible, modular live captioning platform that makes real-time communication more inclusive. Supporting live transcription, multilingual communication, two-way conversations, and personalized accessibility features, it helps people understand and participate in conversations across languages, environments, and communication needs. https://roxanneardary.com/livecaptioner/

NowLingo is a universal, modular translation platform designed to make communication accessible across languages. It supports real-time translation of text, chat, speech, and video while integrating with LLMs, applications, browsers, and other programs. Built to support both widely spoken and low-resource, endangered, and indigenous languages, NowLingo aims to make multilingual communication more inclusive, accessible, and seamless. https://roxanneardary.com/nowlingo/

MysteryWeaver is an AI-powered, cooperative two-player adventure game where invention and investigation come together to solve extraordinary mysteries. Players combine innovative gadgets, technology, linguistic analysis, and deductive reasoning to uncover hidden truths, investigate unsolved mysteries, and expose waste, fraud, and corruption through immersive, AI-generated stories, quests, and interactive worlds. https://roxanneardary.com/mysteryweaver/

Homegrown Garment is an open-source, AI-assisted clothing design platform that combines intelligent garment modeling, patternmaking, and local textile sourcing with cost-effective fabric alternatives and sustainability-first design. It helps designers transform concepts into digital prototypes while reducing material waste, supporting regional textile economies, and making responsible garment production more accessible. https://roxanneardary.com/homegrown-garment/

HarvestHub is an open-source biomechanical energy harvesting platform designed to transform human movement into usable electricity. Through lightweight engineering, intelligent energy generation, and adaptive motion sensing, HarvestHub aims to maximize energy recovery while preserving natural movement, balance, comfort, and mobility. https://roxanneardary.com/harvesthub/

SmartVault is an open-source, AI-powered core banking and administration platform designed for mutual savings banks. It provides comprehensive banking capabilities, including depositor management, deposits, payments, lending, accounting, compliance, and financial reporting. Built around strong encryption, depositor privacy, transparency, and intelligent automation, SmartVault combines AI-driven insights with human oversight to support secure, accountable, and member-focused banking operations. https://roxanneardary.com/smartvault/

MoodBooster is an AI-powered self-awareness application that helps users reframe negative thoughts, explore alternative interpretations, and discover more positive perspectives on everyday situations. By encouraging realistic optimism, emotional awareness, and personal growth, MoodBooster helps users build a healthier outlook on life. https://roxanneardary.com/moodbooster/

OpenPump Network is an open-source, AI-assisted energy discovery and price comparison platform that helps users find and compare gasoline, diesel, electric vehicle charging, and alternative fuel options. With location-based search, transparent pricing, station details, and intelligent recommendations, OpenPump Network makes it easier to discover convenient and cost-effective energy options for every journey. https://roxanneardary.com/openpump-network/