Behind the scenes

From raw data to
actionable alerts

Every day, we scan thousands of bills and petitions across all 50 states. Here's how we surface the ones that matter for patient safety.

01 — The Pipeline

Five stages, fully automated

1

Ingest

Pull from LegiScan's API and scrape Change.org daily for new healthcare-related content.

2

Classify

AI determines relevance to patient safety using tuned prompts and confidence scoring.

3

Filter

Multi-stage keyword matching removes false positives while preserving signal.

4

Extract

Parse hearing dates, committees, and sponsors for each relevant bill.

5

Display

Surface in the radar with filters, search, and direct action links.

Classification

AI that understands patient safety

Not every healthcare bill is about patient safety. We use Google's Gemini model with carefully engineered prompts to distinguish between noise and signal.

  • Trained to recognize malpractice, board discipline, and hospital transparency topics
  • Assigns confidence scores so borderline items can be reviewed
  • Blocks false positives like nursing home licensing and agricultural safety
Sample classification output
Bills scanned (this week) 2,847
Passed keyword filter 412
AI-confirmed relevant 89
Precision rate 96.2%
02 — Capabilities

What the radar gives you

Real-time updates

New bills appear within 24 hours of being filed in any state legislature.

Precision filtering

Multi-stage AI + keyword filtering ensures you only see what's truly relevant.

50-state coverage

Every state legislature tracked. Filter by your state or see the national view.

Hearing alerts

See upcoming dates and times so you can show up—virtually or in person.

Direct contact links

One click to reach the committee or sponsors handling each bill.

Relevance scoring

Petitions scored by how strongly they relate to system-level patient safety.

Powered by

See it in action

Explore what's happening in your state right now.

Open the Radar