C

creator-economy

TrustTip is a cross-platform, audit-grade tipping and attribution system that links every digital tip to its exact source content, reason, and structured financial record. It transforms informal online support into verifiable, exportable, and compliance-ready data for creators, supporters, and platforms, enabling transparent tracking of digital value across the internet. https://roxanneardary.com/trusttip/

CreatorGrid is an open source AI assistant specification designed to protect creators and strengthen the legal infrastructure of the creator economy. It analyzes contracts, copyrights, licensing, jurisdiction, AI use, ownership, compensation, and potential prior-art loopholes to help creators identify risks, protection gaps, and potential circumvention pathways while keeping consequential decisions under human control. https://roxanneardary.com/creatorgrid/

AuthTrace AI is an AGPL-3.0+ licensed provenance and licensing intelligence system that verifies authorship, tracks content lineage, and transforms human-created knowledge into structured, licensable digital assets. It provides a trust and economic layer for the open knowledge ecosystem, enabling transparent attribution, distribution, and monetization while preserving creator ownership and enforcing attribution integrity across all derived works. https://roxanneardary.com/authtrace-ai/

CapitalScope is an open source specification for structured venture financing that combines AI-assisted business evaluation, market demand analysis, emerging technology forecasting, predictive modeling, risk scoring, and cost analysis. It provides Venture Capitalists with a deterministic framework for evaluating and financing Enterprise Creators through transparent lending rules, fixed 4% interest, predictable repayment, and principal-linked interest elimination. https://roxanneardary.com/capitalscope/

Econexus is an AI-driven modular incentive economy engine that transforms traditional pay-to-play systems into contribution-based ecosystems. It analyzes games and digital platforms, then redesigns their economic structures so that participation, engagement, and meaningful contributions are directly rewarded through configurable modules such as bounties, marketplaces, sponsor funding, and dynamic revenue sharing. https://roxanneardary.com/econexus/

OpenKernel is an AGPL-3.0+ operating kernel for human capability and trajectory intelligence, designed to transform skills, experience, and resources into structured, positive-sum creation paths. It helps individuals move from consumption to creation by mapping their capabilities into evolving opportunities, projects, and systems that generate long-term value for themselves and their communities while replacing extractive models with creation-driven ecosystems. https://roxanneardary.com/openkernel/

AdFusionAI is an open source, privacy-first contextual advertising engine that analyzes text, images, and videos in real-time to deliver highly relevant ads based on the original content creator’s post. Operating entirely in-memory with zero data storage, it ensures privacy, brand safety, and ethical ad placement. AdFusionAI supports multi-slot ad recommendations, tone and emotion detection, scene-level video analysis, and dynamic cultural sensitivity — all while generating fallback ads when needed. https://roxanneardary.com/adfusionai/

WorkBench is an open-source creator platform designed to help designers, developers, artists, and gamers collaborate, build, and earn in a transparent ecosystem. It provides tools to track sales, reviews, and derivatives, while protecting original work through knockoff detection and attribution tracking. The platform includes a secure collaboration hub with end-to-end encryption, two-factor authentication, and mandatory KYC for all financial activity. Users can monetize their creations through multi-currency payments, micro-royalties on derivatives, and an integrated marketplace, all supported by real-time exchange rates and extensible open-source infrastructure. https://roxanneardary.com/workbench/

ProvenArt is an open-source platform that empowers human creators to securely upload, share, and monetize their original works — including images, video, audio, and artwork. Creators set their own fees, while the platform ensures fair revenue splits, ownership protection, and ethical monetization. Fully verified human content, robust security, and community-driven features make ProvenArt a trusted ecosystem for artists and buyers alike. https://roxanneardary.com/provenart/

Quantara is an open-source, creator-first advertising platform that connects businesses and content creators through transparent, permission-based campaigns. Businesses create product and brand ads with clear terms, while creators choose which categories, products, and partnerships they want to display across their websites, blogs, newsletters, and social media. Designed to replace traditional ad networks, Quantara prioritizes fairness, control, and performance by ensuring ads are relevant, consensual, and aligned with creator and audience preferences. https://roxanneardary.com/quantara/