Find My Circular
Find My Circular
Find My Circular
an AI approach to keeping up with regulations
an AI approach to keeping up with regulations
with 🤍 from People+ai

Simplifying Legal Document Access
Simplifying Legal Document Access
Simplifying Legal Document Access
What FMC is about
What FMC is about
Navigating India's complex regulatory landscape is a challenge for lawyers, businesses, and citizens.
Find My Circular (FMC) was developed to address this issue by mapping public regulatory information, enabling seamless access and searchability. By leveraging AI-powered Knowledge Graphs, the project streamlines legal research, minimizes operational overhead, and enhances document discovery.
FMC emerged from an 18-month fellowship at People+ai, evolving through rigorous research, prototyping, and iterative testing to create a scalable and impactful solution.
Navigating India's complex regulatory landscape is a challenge for lawyers, businesses, and citizens.
Find My Circular (FMC) was developed to address this issue by mapping public regulatory information, enabling seamless access and searchability. By leveraging AI-powered Knowledge Graphs, the project streamlines legal research, minimizes operational overhead, and enhances document discovery.
FMC emerged from an 18-month fellowship at People+ai, evolving through rigorous research, prototyping, and iterative testing to create a scalable and impactful solution.
Navigating India's complex regulatory landscape is a challenge for lawyers, businesses, and citizens.
Find My Circular (FMC) was developed to address this issue by mapping public regulatory information, enabling seamless access and searchability. By leveraging AI-powered Knowledge Graphs, the project streamlines legal research, minimizes operational overhead, and enhances document discovery.
FMC emerged from an 18-month fellowship at People+ai, evolving through rigorous research, prototyping, and iterative testing to create a scalable and impactful solution.



FMC organizes delegated legislation from regulators into a scalable AI-powered knowledge graph for seamless querying and discovery.
FMC organizes delegated legislation from regulators into a scalable AI-powered knowledge graph for seamless querying and discovery.
FMC organizes delegated legislation from regulators into a scalable AI-powered knowledge graph for seamless querying and discovery.
Our Goals for Legal Document Management
Our Goals for Legal Document Management
Our Goals for Legal Document Management
FMC ensures clarity & efficiency
FMC ensures clarity & efficiency
Quick legal research with AI-powered search.
Quick legal research with AI-powered search.
Reduce information overload through smart filtering.
Reduce information overload through smart filtering.
Improve accessibility with multilingual support.
Improve accessibility with multilingual support.
Enhance efficiency using Knowledge Graphs.
Enhance efficiency using Knowledge Graphs.
Simplify compliance tracking for easy updates.
Simplify compliance tracking for easy updates.
Enable seamless document discovery across legal domains.
Enable seamless document discovery across legal domains.
Knowledge Graph
Knowledge Graph
Knowledge Graph
FMC ensures clarity & efficiency
FMC ensures clarity & efficiency


A knowledge graph is a structured semantic network connecting objects, events, concepts, and relationships. It organizes data into a graph format, enabling intuitive navigation and inference. Knowledge graphs are ideal for capturing the interconnected nature of legal and regulatory documents, allowing for the visualization and analysis of relationships such as amendments, repeals, and dependencies.
A knowledge graph is a structured semantic network connecting objects, events, concepts, and relationships. It organizes data into a graph format, enabling intuitive navigation and inference. Knowledge graphs are ideal for capturing the interconnected nature of legal and regulatory documents, allowing for the visualization and analysis of relationships such as amendments, repeals, and dependencies.
Join the Community
People+ai is an EkStep Foundation initiative. Our work is designed around the belief that technology, especially ai, will cause paradigm shifts that can help India & its people reach their potential.
Join the Community
People+ai is an EkStep Foundation initiative. Our work is designed around the belief that technology, especially ai, will cause paradigm shifts that can help India & its people reach their potential.
Join the Community
People+ai is an EkStep Foundation initiative. Our work is designed around the belief that technology, especially ai, will cause paradigm shifts that can help India & its people reach their potential.