Inspiration
This is a submission to the Zenardy AI-Powered Legal Conflict Check System. Before a law firm can take on a new client, they must perform a rigorous "conflict check" to ensure they don't have existing relationships that create a conflict of interest.
Traditionally, this process is broken:
Siloed Data: Relationships are buried in static spreadsheets or disconnected CRM entries. Complex Hierarchies: Finding a conflict isn't just about the name "Stark Industries"—it's about finding that Stark owns Hammer Tech, which is currently the opposing party in a sensitive matter. Human Error: Typos, aliases ("HT" vs Hammer Tech), and subsidiaries make manual checks a legal headache.
What it does
ConflictZero is an Executive Minimalist Search Dashboard designed for one purpose: instant, undeniable clarity.
By modeling legal data as a Graph, we can traverse infinite hops to find "hidden" connections that traditional databases simply can't see.
Core Features: Multi-Hop Traversal: Surfaces indirect conflicts (e.g., Parent Company → Subsidiary → Opposing Party). Fuzzy Intelligence: Uses the Sørensen–Dice similarity coefficient to handle typos and corporate aliases with 80%+ accuracy. Instant Risk Classification: Automatically categorizes searches into risk categories based on relationship proximity and matter status. Rich Visual Timelines: Don't just show a result; explain the path. Our UI visualizes the "Conflict Path" with clear breadcrumbs and data evidence.
How we built it
We focused on a strict, high-performance stack to handle massive relationship graphs:
Neo4j (Graph Database) for fast recursive lookups and relationship mapping. Cypher APOC plugins to run complex mathematical similarity checks directly on the database engine. Backend: FastAPI (Python) for rapid, type-safe API orchestration. Frontend: Next.js & Tailwind CSS for a professional experience that feels like a professional tool.
Challenges we ran into
Accomplishments that we're proud of
ConflictZero isn't just a search bar; it's a Risk Shield. It empowers legal professionals to move at the speed of business without compromising their ethical and professional standards.
What we learned
The power of a recursive, especially in a use case such as ConflictZero. When answers depend on the connections between data points, like ownership hierarchies or opposing party links, a graph database allows you to traverse 3+ links in milliseconds. These tasks would be inefficient in a regular database.
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