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Case StudiesLegal Tech

Legal AI Chatbot Consumer Legal Guidance

AI-Powered Legal Consultation With Attorney Escalation

Client

InPro AI

Headquarters

Los Angeles, United States

Timeline

5 months

Technology

CONSUMER LEGAL ACCESS

Legal AI Chatbot Development for Consumers case study by EdgeFirm

50,000+

consultations provided in the first year, client-reported

92%

user satisfaction, client-reported

At a glance

The challenge

The cost of private legal consultation keeps many people from getting early guidance

The solution

AI legal chatbot that analyzes situations, provides clear guidance, and connects people with appropriate resources

The results

  • 50,000+ consultations provided in the first year, client-reported
  • 92% user satisfaction, client-reported
The problem

Legal AI Chatbot Development for Consumer Legal Guidance

InPro AI is an AI-powered legal consultation platform built to help close the justice gap, the distance between what people need from the legal system and the help they can afford. The client reports 50,000+ consultations in the first year and 92% user satisfaction.

Private legal consultation is expensive, which keeps many people from getting guidance early. We built a platform where anyone can describe their legal situation, receive immediate analysis and guidance, understand their rights and options, and be connected to human attorneys when needed.

Scope of work

6 capabilities carried the build

Design and deploy a responsible AI legal consultation platform that provides accessible guidance while staying within ethical bounds of legal practice.

01

5-layer AI architecture for legal triage and guidance

02

RAG system with 50-state legal knowledge base

03

Jurisdiction-aware legal reasoning engine

04

Ethical safeguards and attorney escalation system

05

Document generation and form assistance

06

Attorney portal for case referrals

Technology

The stack behind it

GPT-4, Claude, LangChain, React, FastAPI, Pinecone

OpenAIOpenAI
ClaudeClaude
LangChainLangChain
AWSAWS
PostgreSQLPostgreSQL
RedisRedis
PineconePinecone

LLM & Analysis

GPT-4 for legal analysis, Claude for document review

Orchestration

LangChain for multi-step legal reasoning workflow

Knowledge Base

Pinecone vector database with 50-state legal content

Backend

FastAPI (Python) with PostgreSQL for case management

Frontend

React + TypeScript with real-time chat interface

Infrastructure

AWS (EC2, S3, RDS), Redis, CloudFront CDN

Security

End-to-end encryption, designed for GDPR requirements, audit logging

How we built it

Our development process

Jurisdiction-Aware Legal Reasoning

Laws vary dramatically by state, county, and city. We built a hierarchical jurisdiction system that retrieves applicable rules at all levels (federal, state, county, and city), handles conflicts (more specific law wins), and filters by effective date.

Preventing Unauthorized Practice of Law

We implemented language templates that always present multiple options rather than directives, complexity thresholds that trigger attorney escalation, mandatory disclaimers on every response, and continuous attorney review of a share of consultations each month.

“We founded InPro AI with a mission: make legal guidance accessible to everyone who needs it. EdgeFirm understood this vision immediately and built a platform that balances AI capability with legal responsibility. They worked closely with our legal consultants to ensure the AI provided helpful guidance while staying within ethical bounds. Our numbers, which we report ourselves: 50,000+ people have received legal guidance they couldn't otherwise afford.”

Michael Torres, JD

After launch

What changed after launch

50,000+ Consultations

Client-reported. Consultations provided in the first year, with attorney review of a share of consultations each month.

92% User Satisfaction

Client-reported user satisfaction rate across consultations.

Nationwide Reach

Client-reported. Users came from across the United States, including rural areas that are often underserved by legal services.

InPro AI shows that AI can responsibly widen access to legal guidance within ethical boundaries. With jurisdiction-aware reasoning, ethical safeguards, empathetic communication, and continuous attorney review, we built a platform that the client reports has served 50,000+ people. The key lesson is to design systems that know their boundaries and connect to human expertise when needed.

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