An AI-powered intelligence system that transforms raw, decentralised innovation data into structured, policy-ready insights. By analysing grassroots, semi-formal, and institutional solutions from around the world, GSI Radar identifies patterns, emerging risks, and high-impact opportunities across sectors.
In global development, Science, Technology, and Innovation (STI) is often viewed through an elitist lens. We measure progress using formal metrics like R&D budgets, academic publications, and registered patents.
But this creates a massive structural blind spot. The most ingenious, context-driven solutions—those solving real problems in real time—often happen outside laboratories. They happen in villages, workshops, and urban slums. This is known as Grassroots Innovation (or Jugaad / Frugal Innovation).
Because grassroots innovators rarely publish academic papers or hold patents, their work scores a mathematical "zero" in traditional STI metrics. The result? Brilliant, scalable local solutions are chronically underfunded and ignored by policymakers.
Grassroots innovation is a double-edged sword. While it represents the pinnacle of human ingenuity and survival, operating completely outside formal regulations introduces dangerous vulnerabilities. GSI Radar doesn't just hunt for trends; it hunts for risks.
By tracking informal innovation trends across the decentralized web, policymakers can spot hyper-local solutions before they hit the mainstream. If ten different villages independently invent a similar low-cost water filtration system, it proves a massive market need and a viable functional concept that formal institutions can adopt, refine, and scale.
Informal innovations bypass Quality Control (QC). A failing DIY invention doesn't just hurt the inventor—it can cause catastrophic collateral damage. A DIY biogas digester is an amazing trend; a leaking DIY biogas digester is a neighborhood hazard. A homemade agricultural chemical might kill pests, but it might also permanently poison the communal groundwater.
The Goal of STI Policy is not to ban grassroots innovation out of fear, nor to romanticize it blindly. The goal is to discover it, assess the systemic risks, and provide the institutional engineering support needed to make it safe for scale.
GSI Radar bridges the gap between formal institutions and the grassroots. It acts as an autonomous OSINT crawler, scanning the decentralized web to uncover, structure, and evaluate hidden innovations.
The AI searches blogs, YouTube tutorials, and local forums using specific thematic keywords to find unrecorded solutions.
Unstructured text is converted into metadata: step-by-step processes, material lists, and exact geographic coordinates.
The system evaluates collateral hazards (fire, toxicity, leaching) and flags dangerous practices to prevent the "Risk Ripple Effect" within communities.
Maps whether the knowledge is self-taught, derived from formal education, or adapted from traditional cultural practices.
Not all innovation happens in a lab. Swipe to explore the different levels of technological advancement tracked by the radar.
GSI Radar is built on a continuously updated open intelligence dataset containing grassroots innovation, systemic risk analysis, indigenous knowledge mapping, and responsible innovation signals from around the world.
https://raw.githubusercontent.com/AnggaConni/GSI-Radar/refs/heads/main/data.json
Want to explore the hidden insights inside the dataset? Simply open ChatGPT, paste the raw JSON link, and ask GPT to analyze it.
Even the free version of GPT can read and analyze this raw GitHub dataset directly. You can ask for summaries, risk mapping, innovation trends, hidden gems, policy insights, or knowledge graph interpretation instantly.
Beyond basic JSON parsing
Analyze this dataset:
https://raw.githubusercontent.com/AnggaConni/GSI-Radar/refs/heads/main/data.json
Please identify:
- emerging innovation trends
- hidden grassroots innovations
- systemic risks
- replicability patterns
- policy insights
- unusual findings
- knowledge lineage patterns
Some AI systems still struggle to parse and interpret this structured raw dataset directly from GitHub. GPT is currently one of the few models capable of reliably opening and understanding the live JSON feed — including on the free tier.
Test your understanding of modern Science, Technology, and Innovation policy, Grassroots ecosystems, and Systemic Risks.
Strategic analysis can be exhausting. Take a quick mental break with this classic retro challenge. Clear the marbles before they reach the center.
Aim with mouse or touch.
Click to shoot marbles.
Match 3 or more colors to destroy them!
Explore the live intelligence database, view the global innovation map, and dive deep into the specific tools, materials, and risks of grassroots solutions.