# Briefed Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/briefed
> Markdown URL: https://aitinkerers.org/technologies/briefed.md
> Technology record last updated: 2026-05-01T17:15:36Z
> Generated: 2026-09-22T03:54:19Z

Briefed is an AI-driven research assistant that converts dense legal and financial documents into actionable executive summaries.

Briefed streamlines high-stakes information processing for legal professionals and analysts. The platform uses proprietary LLM pipelines to extract key clauses, financial metrics, and risk factors from 100+ page filings in under sixty seconds. By automating the initial synthesis phase, Briefed eliminates manual data entry and allows partners to focus on high-level strategy rather than rote document review (saving an average of 12 hours per case file).

- Official technology site: https://briefed.pro
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Real World Application: Helping Champions of Our Most Vulnerable w/ LLMs](https://chicago.aitinkerers.org/talks/rsvp_Ms5d_H7w1q4)

The Briefed.io team has been tinkering with AI to help social security disability applicants get the highest quality representation. Attorneys who represent these clients are underwater and need better tools to sift through large PDF documents to extract the most relevant diagnoses, procedures, and treatments that show their client is disabled. We've been tinkering with LLMs and various prompts to create structured output, 'score' results, and improve prompting and processes.

- Event context: AI Tinkerers Chicago October Meetup (First Anniversary!) — 2024-10-22 — Chicago
- Public talk page: https://chicago.aitinkerers.org/talks/rsvp_Ms5d_H7w1q4

## Related Technologies

- [LLMs](https://aitinkerers.org/technologies/llms) ([Markdown](https://aitinkerers.org/technologies/llms.md)) — 83 public demos
- [PDF](https://aitinkerers.org/technologies/pdf) ([Markdown](https://aitinkerers.org/technologies/pdf.md)) — 10 public demos
- [Prompt Engineering](https://aitinkerers.org/technologies/prompt-engineering) ([Markdown](https://aitinkerers.org/technologies/prompt-engineering.md)) — 28 public demos
- [Structured output](https://aitinkerers.org/technologies/structured-output) ([Markdown](https://aitinkerers.org/technologies/structured-output.md)) — 3 public demos