T

transparency

Model Verification Layer is a modular system for evaluating, comparing, and validating the behavior of large language models using structured benchmarks, logic consistency checks, cross-model consensus analysis, and policy-aware constraints. It provides a transparent framework for understanding how different AI models perform under identical conditions, enabling more reliable model selection, safer deployment, and user-adaptive decision making. https://roxanneardary.com/model-verification-layer/

FiscalTruth is an open-source civic watchdog platform that provides full transparency into state and public spending. It aggregates budgets, contracts, and financial records into a unified system with AI-driven anomaly detection, interactive visualizations, and secure whistleblower reporting tools. Built under the AGPL 3.0+ license, it empowers citizens, journalists, and researchers to track public funds, uncover inefficiencies, and promote accountability in government spending. https://roxanneardary.com/fiscaltruth/

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

Public pages of the ANR project "FATES-MLOps"

FOSS presentation of EFK campaign financing data for Swiss federal popular votes

DividenCity is an open-source platform that enables cities, states, and the federal government to implement a resource-backed Universal Basic Income (UBI) system. By automatically tracking revenue from public resources, industry use of public property, and government budget surpluses, DividenCity distributes fair, transparent dividends to verified citizens. The platform is modular, scalable, and citizen-focused, featuring customizable local/state payouts, educational dashboards, and public transparency tools. https://roxanneardary.com/dividencity/

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/

Wealth Continuum is an AGPL-3.0+ licensed AI-powered research platform that helps users discover and evaluate private banks, credit unions, cooperatives, mutual institutions, employee-owned businesses, and other privately held organizations. By combining transparency scoring, ownership quality analysis, governance evaluation, AI-powered red flag detection, document intelligence, and generational wealth metrics, Wealth Continuum focuses on identifying institutions that demonstrate responsible stewardship of capital and long-term financial resilience. https://roxanneardary.com/wealth-continuum/

SharedRail is an open-source, federated payment infrastructure designed to enable secure, instant, and identity-based value transfer across currencies and borders. Built on a modular architecture with mandatory encryption, KYC, and AI-assisted human intent verification, SharedRail allows users and institutions to send and receive payments using verified email identities while maintaining full transparency, auditability, and compliance through open standards. https://roxanneardary.com/sharedrail/

TownIntel is an open-source platform that tracks rental registrations, landlord certifications, and census population discrepancies at the town level. It provides dashboards, analytics, and predictive insights to support transparency, compliance, and informed community decision-making. https://roxanneardary.com/townintel/

SignalTruth is an open-source, AGPL 3.0+ commercial real estate intelligence system that transforms fragmented public records into a structured, confidence-scored property graph. It integrates ownership history, market data, legal frameworks, and data completeness analysis into a unified, event-driven intelligence layer. Built for transparency and auditability, SignalTruth provides traceable, source-backed insights into real estate assets, their ownership structures, and regulatory context. https://roxanneardary.com/signaltruth

RecordMesh is an open source, modular AI system designed to transform structured legal intent into jurisdiction-aware real property instruments and county-ready recording packets. It bridges the gap between state property law and fragmented county recording systems by generating validated deeds, life estates, and related instruments while assembling filing-ready documentation tailored to local recording requirements. https://roxanneardary.com/recordmesh/

PropIntel – Tracking Defaults, Forecasting Trends. Open-source, AI-driven platform mapping every U.S. property. Track ownership, notices of default, liens, foreclosures, and title history, with predictive analytics and full transparency from town to state. https://roxanneardary.com/propintel/

Magistrate Title Services is an open-source, AGPL-3.0+ platform that modernizes real estate title and escrow processes using a hybrid blockchain architecture, AI-powered verification, and encrypted data systems. It combines public blockchain transparency with permissioned legal recordkeeping to improve security, reduce fraud, and increase trust in property transactions. https://roxanneardary.com/magistrate-title-services/

HabitaSense is an open-source, AGPL-licensed housing market analysis platform that uses AI to evaluate listings, detect inflated pricing, identify appraisal irregularities, and provide transparent, data-driven insights for renters, buyers, and researchers. https://roxanneardary.com/habitasense/

VINGuard is an open-source, VIN-based vehicle transparency platform that helps buyers and sellers access clear, verifiable vehicle history before a purchase is made. It aggregates accident records, title status, ownership history, maintenance logs, and AI-driven fraud detection into a unified transparency score, creating a more trustworthy and data-driven used car marketplace. https://roxanneardary.com/vinguard/

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/

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/

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/

CommonsTruth is an open-source anonymous reporting platform where consumers can document deceptive advertising, bait-and-switch tactics, hidden fees, and pricing fraud through evidence-based submissions. Built for transparency and privacy, CommonsTruth turns individual reports into searchable public data that helps expose patterns, inform communities, and drive accountability. https://roxanneardary.com/commonstruth/