Ongoing Project · Confidential · LegalTech · AI · Legal Marketplace · WebRTC · 6-Month Implementation

Building Barristrly: An AI-Powered Legal Marketplace & Consultation Platform

Largify Solutions is developing Barristrly — an AI-powered LegalTech marketplace combining legal intake, conflict-of-interest screening, lawyer matching, WebRTC consultations, transcription and voice AI into one connected platform. Six-month ongoing implementation; client confidential.

Project: Barristrly
Industry: LegalTech
Project type: AI-powered legal marketplace
Implementation period: 6 months
Status: Ongoing · active development
Client: Confidential (not publicly disclosed)
Development partner: Largify Solutions

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This is a Largify proprietary product case study — proof for our SaaS product development, custom software and AI & automation capabilities.

Building Barristrly: An AI-Powered Legal Marketplace & Consultation Platform

Why Legal Discovery Needs a Connected Product

Finding and engaging the right legal professional often involves disconnected steps — explaining the issue, identifying the area of law, finding a suitable lawyer, preliminary screening, scheduling, sharing information, joining a consultation and following up.

Traditional processes require significant manual coordination between clients, lawyers, administrators and support teams. Barristrly brings these stages into one platform and uses AI to reduce friction — without replacing the lawyer’s professional responsibility.

Disconnected journey steps

Issue explanation, practice-area identification, lawyer discovery, screening, booking, consultation and follow-up often live in separate tools.

Manual coordination

Clients, lawyers, administrators and support teams spend time moving information between systems.

Directory is not enough

A lawyer list alone does not structure intake, conflict screening, matching or in-product consultation.

AI without workflow is incomplete

A chatbot without marketplace, screening, booking and meeting infrastructure does not complete the legal-service journey.

Sensitive information

LegalTech requires careful access control, privacy and role-based handling of consultation data.

From Intake to Consultation — One Connected Workflow

Build a multi-sided legal marketplace, not a static directory.
Use AI to structure intake and assist lawyer matching — without replacing legal advice.
Include conflict-of-interest screening before consultation progression.
Deliver in-platform WebRTC consultations with transcription and voice foundations.
Connect admin, payments/monetization foundations and role-based access.
Ship progressively across a six-month implementation without inventing finished outcomes.

Barristrly Platform Components

Barristrly is engineered as interconnected product layers — user, application, AI, communication, data and infrastructure — so components can evolve without rebuilding the entire platform. Exact live depth tracks the six-month delivery plan.

Anonymous legal directory & profiles

Structured discovery of legal professionals
Privacy-conscious starting point for legal requirements
Lawyer profiles as part of the marketplace, not a brochure list

AI-powered legal intake

Assistance layer — does not replace the lawyer

Guide users through describing their situation without requiring legal jargon upfront
Structure intake information for the next workflow stage
Path toward appropriate professionals — not automated legal advice

COI screening & AI lawyer matching

Conflict-of-interest screening before consultation progression
Matching on matter, practice area, jurisdiction, availability and profile signals
Final professional responsibility remains with authorized legal professionals
From “find a lawyer” toward “find the right lawyer for this matter”

Consultation, WebRTC & voice

In-platform meeting architecture

Client → Lawyer → Booking → Consultation → Meeting records
In-browser video consultations via WebRTC
Whisper-based speech recognition for transcription where workflows and permissions allow
Piper TTS for voice-enabled AI interactions where appropriate

AI infrastructure

Product architecture — not a bolted-on chatbot

Ollama and legal/LLM workflows for controlled deployment flexibility
AI intake, matching and assisted automation inside authorized workflows
Understanding → Structuring → Matching → Communication → Transcription → Automation

Admin, monetization & privacy

Administrative layer for users, lawyers, intake, matching, consultations and payments
Planned commercial mechanisms: intake fees, consultation fees, lead conversion, subscriptions, advertising options
Role-based access; sensitive legal information limited to authorized workflows
Final privacy, retention and compliance configuration follows production and regulatory requirements

Intended End-to-End Journey

1
Legal issue
2
Anonymous / initial intake
3
AI-assisted understanding
4
Conflict-of-interest screening
5
AI lawyer matching
6
Lawyer selection
7
Booking
8
WebRTC consultation
9
Speech-to-text / transcription
10
Follow-up & platform workflow

A Connected Legal-Service Platform

Barristrly is being developed as complete digital infrastructure for connecting people with legal professionals — AI-assisted intake, intelligent matching, conflict screening, online consultations and integrated communication. Differentiation is what Largify engineers into the product, not unsupported “first/best” market claims.

Six-Month Development Engagement

Phase 1 — Foundation

Product architecture
Authentication
Core platform
User workflows

Phase 2 — Legal marketplace

Directory
Lawyer profiles
Discovery
Matching foundations

Phase 3 — AI intake & screening

AI intake
COI screening
Lawyer-matching workflows

Phase 4 — Consultation infrastructure

Scheduling
WebRTC consultation
Real-time communication

Phase 5 — Voice & AI

Whisper transcription
Piper TTS
Broader AI workflow integration

Phase 6 — Integration & launch readiness

System integration
Testing
Optimization
Security review
Deployment prep

Actual delivery dates and feature availability may vary as client requirements evolve. Technologies listed reflect the intended engineering stack; only deployed production dependencies should be treated as final. Client identity remains confidential.

Intended Direction

Outcomes remain qualitative while the project is ongoing and confidential. No competitive superiority claims.

Connect intake → screening → matching → booking → consultation → follow-up
Use AI as an assistance layer inside real legal-service workflows
Ship marketplace + real-time + voice AI as one product architecture
Keep privacy and role-based access as first-class design constraints

Confidential Client Project

The client’s identity and confidential commercial information are not publicly disclosed. This case study withholds client identity, private business information, confidential user data, internal commercial metrics, private legal records and unapproved screenshots.

Engineering challenge areas

Two-sided legal marketplace
AI-assisted matching from unstructured intake
Conflict-of-interest screening logic
Real-time WebRTC video
LLM + Whisper + Piper voice stack
Sensitive data access control
End-to-end journey without tool-hopping

Project Status (Honest)

Barristrly is under active six-month development. Do not treat the capability list as a finished public product catalog or as verified go-live metrics.

Confirmed for public storytelling

Product name: Barristrly
Industry: LegalTech — AI-powered legal marketplace & consultation platform
6-month ongoing implementation by Largify Solutions
Scope includes directory, AI intake, COI screening, matching, WebRTC, Whisper, Piper, Ollama/LLM workflows
Client identity withheld

In active implementation

Progressive delivery across foundation → marketplace → AI → consultation → voice → launch readiness
Capabilities may remain under development, testing or integration until the relevant milestone

Withheld until approved

Client legal identity and branding
Private business information, user data and legal records
Internal commercial metrics and unapproved screenshots
Any claim that a specific module is fully live in production without confirmation

Outcome framing (ongoing)

Barristrly demonstrates Largify’s ability to engineer complex products where AI, real-time communication, marketplace architecture and sensitive business workflows operate together — toward a connected legal-service platform, not another directory.

Before → After

Before	After
Disconnected steps across discovery, screening, booking and meetings	One connected Barristrly journey (in progressive delivery)
Lawyer directory or chatbot treated as the whole product	Marketplace + AI + WebRTC + voice + admin as engineered layers
External video tools only	In-platform WebRTC consultation architecture (under implementation)
Unverified launch claims	Confidential ongoing framing until disclosure is approved

Technology Used

Phase 1 — Foundation: Product architecture · Authentication · Core platform · User workflows

Phase 2 — Legal marketplace: Directory · Lawyer profiles · Discovery · Matching foundations

Phase 3 — AI intake & screening: AI intake · COI screening · Lawyer-matching workflows

Phase 4 — Consultation infrastructure: Scheduling · WebRTC consultation · Real-time communication

Phase 5 — Voice & AI: Whisper transcription · Piper TTS · Broader AI workflow integration

Phase 6 — Integration & launch readiness: System integration · Testing · Optimization · Security review · Deployment prep

React · WebRTC · Whisper · Piper TTS · Ollama · Large Language Models · PostgreSQL · Authentication

Related Largify Capabilities

AI & Machine Learning

AI intake, matching, Whisper transcription, Piper TTS and Ollama/legal LLM workflows inside real product architecture.

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Custom Software Development

Complex marketplace, legal workflows, WebRTC consultation infrastructure and administration.

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SaaS Product Development

Multi-sided platform architecture, subscriptions and marketplace monetization foundations.

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Web Application Development

Client portal, lawyer portal and administrative platform experiences.

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Legal & Professional Services

Industry context for legal operations and LegalTech builds (alongside Lawship practice management).

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