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market-intelligence

An AI ecosystem radar that detects structural shifts in open-source AI by analyzing GitHub, Hacker News, and Reddit, then clustering signals into long-term patterns.

ForgeAtlas is an open-source lifecycle-aware engineering intelligence platform that helps designers, builders, and manufacturers create longer-lasting physical products by combining durability analysis, material optimization, local-first sourcing, and real-time market intelligence. It transforms fragmented material and supply chain data into actionable engineering decisions that prioritize repairability, sustainability, and real-world buildability. https://roxanneardary.com/forgeatlas/

Feedback Living Model (FLM) is a systemic intelligence framework that models markets and economies as evolving feedback organisms. It maps capital flows, structural dependencies, narratives, and behavioral agents into a unified simulation system to analyze how feedback loops generate cycles of expansion, instability, and collapse. Instead of forecasting outcomes, FLM explores how interconnected systems evolve under stress, revealing structural fragility and emergent market behavior. https://roxanneardary.com/feedback-living-model/

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/

Taskivo is an open-source AI platform that turns real-world requests into structured, comparable service outcomes. It uses modular industry-specific “Taskivo Modules” and a real-time AI co-pilot to guide conversations, standardize service scopes, and normalize pricing and service data. This allows users to move from vague requests to clear, structured decisions and consistent results across any service category. https://roxanneardary.com/taskivo/

PublicLaunch is an open-source AI-powered market intelligence platform that quantifies market behavior through historical analysis, IPO research, hype detection, manipulation-risk assessment, and probabilistic outcome modeling. Designed for researchers, analysts, journalists, regulators, and investors, PublicLaunch helps identify unusual market activity, compare current events to historical patterns, and evaluate stocks, cryptocurrencies, and public market launches using transparent, data-driven methodologies. https://roxanneardary.com/publiclaunch/

EvolutionOS is a modular, multi-agent economic intelligence platform that evaluates industry viability, models macroeconomic and market conditions, and identifies alternative business opportunities across evolving global sectors. It transforms complex financial, geopolitical, and technological signals into structured, explainable decision support, helping organizations understand when to stay in an industry, when to pivot, and where future growth is likely to emerge. https://roxanneardary.com/evolutionos/

FlexiPrice is an open-source, modular dynamic pricing platform that helps businesses, organizations, and individuals make intelligent pricing decisions based on real-time market conditions. Designed to work across industries such as real estate, retail, e-commerce, services, and more, FlexiPrice combines market intelligence, customizable pricing strategies, competitive analysis, lowest-price guarantees, clearance pricing, analytics, and optional machine learning to deliver transparent, adaptive, and data-driven pricing recommendations. https://roxanneardary.com/flexiprice/

Structured market intelligence for Indian financial events, macro context, and sector impact.