T

transparency

Open Arsenal provides open, self-hosted software specifications designed for deployment across private and public networks. Built for portability, interoperability, and transparency, each specification gives organizations the freedom to implement and customize solutions without vendor lock-in while remaining free to use under the AGPL-3.0+ license with required attribution. Specification Branding Licenses available upon request. https://roxanneardary.com/open-source-projects/

CharityLens is an AGPL-3.0+ open-source AI system designed to help individuals and organizations plan, validate, and execute charitable fundraising campaigns with transparency and structure. It combines campaign strategy, trust verification, legal compliance, digital PR, donation optimization, and impact tracking into a unified operating layer for modern philanthropy. https://roxanneardary.com/charitylens/

BalanceSeal is an AGPL 3.0+ cryptographic audit module for cryptocurrency exchanges and digital wallets that generates a verifiable, time-frozen snapshot of all user assets at the moment an account is terminated. It aggregates on-chain and off-chain balances, reconciles holdings across systems, locks market pricing at the termination timestamp, and produces tamper-evident reports for compliance, auditing, and transparency. https://roxanneardary.com/balanceseal/

ChameleonAI is an open-source, hardware-agnostic AI inference optimization platform designed to deliver maximum performance, energy efficiency, and adaptability across any AI hardware, including Nvidia, AMD, Intel, Huawei, Apple, and emerging accelerators.

It features self-learning optimizations, predictive scheduling, mixed-precision tuning, and security-aware execution, ensuring models run faster, smarter, and safer. ChameleonAI supports cloud, edge, and embedded deployments, with developer-friendly profiling, benchmarking, and plugin tools for full control and transparency. https://roxanneardary.com/chameleonai/

Ledger Watch is an open-source financial data infrastructure project that organizes publicly available market information—such as trades, SEC filings, corporate actions, and economic events—into a structured, verifiable system. It connects entities like individuals, companies, and institutions to market events through a transparent data model designed for analysis, research, and pattern discovery. The system emphasizes neutrality, reproducibility, and strict reliance on public, source-backed data rather than speculation or inferred intent. https://roxanneardary.com/ledgerwatch/

TruthInBilling is an open-source, privacy-preserving platform that collects verified billing records to identify and analyze discrepancies between advertised prices, contractual terms, and actual charges. It transforms individual invoices into a structured public dataset that reveals systemic billing patterns across industries while protecting user identity through encryption and verification. https://roxanneardary.com/truthinbilling/

SignalCredit API is an open-source, consent-driven credit computation platform that replaces traditional credit reporting with real-time, explainable scoring. Instead of storing permanent credit files, it generates financial evaluations on demand using transparent, auditable models and user-authorized data access. Built with modern AI, zero-trust security, and fairness-focused design, the project aims to create a fully transparent financial trust layer where individuals control access to their data and every credit decision is mathematically explainable. https://roxanneardary.com/signalcreditapi/

ShellScan: From Shell to Source is an open-source platform designed to map, analyze, and visualize corporate ownership networks, including shell companies, financial institutions, and emerging finance entities. Using advanced AI, predictive analytics, and immersive dashboards, ShellScan exposes hidden relationships, traces officer and board histories, and provides real-time insights into financial networks. With citizen engagement tools, policy simulations, and cross-border intelligence, ShellScan empowers transparency, accountability, and proactive financial oversight. https://roxanneardary.com/shellscan/

Observatori independent de subvencions i contractes públics a Catalunya. 336.000 entitats, 19.5M registres, codi obert.

RevealAI is an open-source platform that uncovers and explains how search engines, social media feeds, and recommendation systems rank and display content. By combining AI-driven signal detection, controlled experimentation, and explainable insights, it empowers users, creators, and researchers to detect bias, measure algorithmic fairness, and demand transparency. RevealAI is community-governed, privacy-first, and continuously self-improving, ending pay-to-play manipulation and leveling the digital playing field. https://roxanneardary.com/revealai/

Nullify is an open source, centralized data retention and deletion system that automates secure, policy-driven data lifecycle management with full transparency and auditability. https://roxanneardary.com/nullify/

InfraOpen – Power, Internet, Insight - All in One Place. An open-source platform providing transparent, state-by-state profiles of electricity and internet utility providers. Tracks ownership, board members, billing compliance, rates, infrastructure coverage, and sustainability metrics, empowering citizens, regulators, and researchers with actionable utility intelligence. https://roxanneardary.com/infraopen/

Immutable is an open-source, encrypted life record system that securely tracks and verifies key aspects of a person’s identity over time, including legal name changes, citizenship records, residency history, tax filings, and official credentials. Built with privacy-first, citizen-controlled design principles, it ensures all data is encrypted, auditable, and tamper-evident while maintaining a complete historical chain of records across state and federal systems. https://roxanneardary.com/immutable/

HarmonyFlow is an open-source AI designed to guide users toward win/win decisions that benefit humanity. It ensures transparency, equitable outcomes, and adherence to U.S. law and the Constitution, while providing ethical reasoning, predictive modeling, and smart-contract integration for fair and sustainable progress. https://roxanneardary.com/harmonyflow/

FoodLab is an open-source transparency platform that connects food brands, scientific studies, chemical compounds, and legislative frameworks into a single, structured, and fully traceable database. It is designed to document detected chemicals in foods, link them directly to published research, and map regulatory or legal provisions that may affect oversight or liability. The project is built for maximum transparency, auditability, and public accessibility under an AGPL-3.0+ license. https://roxanneardary.com/foodlab/

EquaWorld is an open-source AI desktop application that calculates the full lifecycle cost of any service or product—covering production, maintenance, repair, and replacement—and fairly distributes that cost per user. With AI-driven automation, geographic customization, predictive analytics, and optional public transparency dashboards, EquaWorld delivers a clear, equitable, and accountable cost-allocation system for organizations and consumers alike. Transparency. Accountability. EquaWorld. https://roxanneardary.com/equaworld/

DecisionAI is an open-source AI financial intelligence platform that simplifies investment disclosures, explains shareholder voting, and analyzes portfolio risk through trend, forecasting, and regulatory intelligence. It continuously tracks market data, innovation progress, and evolving laws to provide forward-looking insights about the foreseeable future. Built for transparency and explainability, it helps users make informed financial decisions with clear reasoning, scenario modeling, and up-to-date regulatory awareness. https://roxanneardary.com/decisionai/

A structured-truth engine that transforms raw court records into verifiable, bias-resistant factual timelines. Uses authenticated document hashing, chain-of-custody validation, and a transparent metadata schema to ensure every extracted fact is fully traceable back to the source record. Built with a modern, open tech stack and released under AGPL-3.0+ with required attribution to Roxanne Ardary and roxanneardary.com. https://roxanneardary.com/constitutiontrace/

Carenex is an open-source, HIPAA-compliant AI platform that helps users find the best and most cost-effective health insurance plans. It provides personalized recommendations, predictive claims outcomes, multi-state coverage comparisons, and insurer accountability tracking. Users can securely upload denied claims, explore detailed policy fine-print, and make informed decisions based on official, verified data. Carenex empowers transparency, security, and actionable insights for all types of insurance. https://roxanneardary.com/carenex/

Loadly is a modular, vendor-neutral freight marketplace specification that defines how shippers and independent carriers connect through transparent bidding, secure payments, and real-time logistics tracking. Built on an open, AGPL-3.0+ framework, it standardizes identity verification, scheduling, pricing, compliance, warehousing, and routing into interoperable modules that can be implemented across web, mobile, and enterprise systems without vendor lock-in. https://roxanneardary.com/loadly/