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roxanneardary

SignalParcel is an open-source platform that maps land ownership, operators, and licensing relationships using verified public records. It transforms fragmented data from government and regulatory sources into a structured, queryable graph that reveals how land is owned, operated, and managed across jurisdictions. https://roxanneardary.com/signalparcel/

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/

ParcelPlanner is an AGPL 3.0+ open-source property intelligence platform that helps users understand what can legally be built, modified, or developed on a parcel of land based on official government laws, zoning ordinances, and planning documents. It enables both property owners and buyers to analyze development opportunities, compare jurisdictions, and build income strategies grounded in verified legal data rather than assumptions or third-party interpretations. https://roxanneardary.com/parcelplanner/

NeighborhoodGraph is an open-source civic intelligence platform that transforms housing, land, infrastructure, and community data into an interactive knowledge graph. It enables users to explore properties, ownership networks, neighborhood trends, and public infrastructure through AI-powered analysis and digital twin visualization. By connecting fragmented public records and geospatial data into a unified system, NeighborhoodGraph helps communities, researchers, and governments better understand how places change over time and how those changes impact people’s lives. https://roxanneardary.com/neighborhood-graph/

MindLedger for Real Estate is a modular, self-hostable real estate operating system that unifies CRM, listings, marketing, analytics, compliance, accessibility, and AI automation into a single open-source platform. Built under the AGPL-3.0+ license, it is designed for continuous evolution through community contributions, strict legal compliance, and a dual-AI architecture that supports both public-facing user assistance and agent-side operational intelligence. https://roxanneardary.com/mindledger-for-real-estate/

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/

ListingStream is a modular, AGPL-3.0+ licensed visual commerce platform that uses AI to intelligently insert sponsored products into photographs while preserving the integrity of the original image. Built around mandatory human-in-the-loop approval, real-time legal compliance, explainable AI, immutable audit trails, and pixel-preserving rendering, ListingStream enables trusted, revenue-generating visual marketing for real estate and other industries through a flexible, compliance-first architecture. https://roxanneardary.com/listingstream/

LeaseTrack is an open-source AI platform for analyzing the U.S. rental market. It flags affordability gaps, detects corporate vs. individual ownership, monitors landlord licensing compliance, and provides interactive dashboards and AI-powered insights for researchers, policymakers, tenant advocates, and investors. https://roxanneardary.com/leasetrack/

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/

GeoListing is an AGPL 3.0+ licensed modular AI platform for real estate marketing, semantic search optimization, compliance automation, and AI-powered property discovery. Built for brokerages, agents, developers, and proptech platforms, GeoListing combines listing generation, SEO and LLM optimization, legal intelligence, market analytics, and advanced publishing workflows into open semantic infrastructure for modern real estate ecosystems. https://roxanneardary.com/geolisting/

DealSignal is an AI-driven real estate investment specification designed to help investors identify, evaluate, and prioritize property flipping opportunities. It combines property analysis, market signals, cost estimates, profit projections, and investment criteria to support faster, more informed acquisition and renovation decisions. https://roxanneardary.com/dealsignal/

CasaBot is an open-source AI-powered real estate companion that continuously monitors property listings based on your exact criteria and delivers timely alerts when matching homes become available. It combines listing aggregation, market analytics, and conversational AI to help users understand pricing trends, inventory changes, and market conditions in real time. Designed for transparency and extensibility, CasaBot empowers home buyers with automated insights and intelligent search capabilities to make more informed purchasing decisions. https://roxanneardary.com/casabot/

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/

Veridion System is a modular intelligence infrastructure layer designed to transform fragmented, multi-source data into trusted and explainable signals. It continuously ingests, normalizes, and correlates information while applying integrity verification, adversarial noise detection, and counter-signal validation to ensure robustness. The system produces scored, auditable outputs that can be used by downstream AI systems, analytics platforms, and decision engines operating in uncertain or adversarial information environments. https://roxanneardary.com/veridion-system/

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/

RegistryGuide is an open-source vehicle registration, title management, and legal compliance platform designed for government agencies, transportation authorities, tribal governments, and other jurisdictions. Built with a modular architecture, it combines vehicle records, title processing, machine-readable law modules, AI-powered assistance, and optional blockchain-backed ownership verification to create a secure, transparent, and modern vehicle administration system. https://roxanneardary.com/registryguide/

ProofShield is an open-source document authenticity and fraud prevention system designed to protect digital and physical documents from forgery, unauthorized alteration, and AI-generated manipulation. Using certified mirror images, cryptographic verification, AI detection, privacy-preserving validation, and hardware security integration, ProofShield creates a trusted verification layer that makes document authenticity provable and alterations visible. https://roxanneardary.com/proofshield/

MedIQ is an open-source AI platform that seamlessly transitions verified U.S. citizens from Medicaid to Medicare. It provides fully automated eligibility verification, KYC protocols, fraud and anomaly detection, and state-by-state integration, all with end-to-end encryption, audit-ready reporting, and federated data models. https://roxanneardary.com/mediq/