👋 Welcome to my portfolio

Hi, my name is

Ashish Reddy Jaddu

CTO turning legal workflows into AI copilots

Shipping production RAG systems on Azure + Vertex AI • 4 pivots in 18 months

Building production AI systems at LegiSimple/Trails as CTO. I architect and ship RAG-powered legal research platforms, fine-tune LLMs for accuracy improvements, and build full-stack applications from Python/Django backends to React Native mobile apps. Shipped 4 product pivots in 18 months—from OpenAI-powered research tools to multi-channel workflow automation on Azure infrastructure.

Product Velocity

4 pivots

shipped in 18 months

from idea to production MVP

AI Accuracy Gain

82% → 87%

via Vertex AI fine-tuning

for legal document retrieval

Workflow Impact

3hr → 15min

83% time reduction

saved 12 paralegals 3hrs each

Montreal, Canada
ashish@portfolio:~
|
👨‍💻 About Me

Building Innovative Solutions

Startup CTO with 4+ years of experience building LLM-powered legal-tech products at LegiSimple/Trails, from GPT-based research to production RAG systems. I architect secure Azure/GCP backends, fine-tune AI models, and ship MVPs that transform complex workflows into intuitive software law firms actually use.

My Journey

My journey began in 2020 at HCL Technologies in India, building RESTful APIs and optimizing databases. After earning my Master's in Applied Computer Science from Concordia University (2022-2024), I joined the startup world as Chief Technology Officer.

At LegiSimple, I own the technical roadmap and architecture decisions for an AI-native legal-tech startup. I've led 4 product pivots—from GPT-based legal research to Canadian/US case law search to workflow automation—shipping MVPs at each stage and validating them directly with lawyers.

🚀 Startup CTO
🤖 LLM Engineering
📊 RAG Systems
⚡ MVP Velocity
Impact & Achievements
🔍

RAG-Based Legal Research

AI/ML

Built GPT-powered semantic search across Canadian & US case law using embeddings, vector search, and Vertex AI fine-tuning (1K→5K records, 82%→87% accuracy)

Workflow Automation Impact

Product Innovation

End-to-end sanction workflow platform cutting manual 3-hour process to 15-30 minutes with mobile apps, AI analysis, and real-time dashboards

🚀

API Performance & Security

Backend Excellence

Optimized Python/Django APIs with caching and query tuning (30% faster), added rate-limiting and Cloudflare protection for sensitive legal data

☁️

Azure Architecture

Cloud Infrastructure

Architected secure Azure backend (App Services, Durable Functions, Azure SQL) with Azure OpenAI + AI Search in private VNet

Architecture & Infrastructure
☁️

Cloud Architecture

Expert

Design and deploy Azure/GCP infrastructure with VNets, App Services, and serverless functions

🤖

AI System Design

Expert

Build RAG pipelines, vector databases (Pinecone, Azure AI Search), and LLM orchestration with LangChain

🔧

API & Backend

Expert

Python/Django REST APIs with caching, rate-limiting, and database optimization for production scale

🔒

Security & Data Privacy

Expert

Implement VNet isolation, encryption, and compliance controls for sensitive legal data

Generative AI & LLMs
🤖

OpenAI & Azure OpenAI

Expert

Production LLM integration, prompt engineering, AI agents

🔍

RAG Systems

Expert

Vector embeddings, semantic search, retrieval pipelines

📈

Vertex AI & Fine-tuning

Advanced

Model training, API-based fine-tuning, 82%→87% accuracy

🗄️

Vector Databases

Advanced

Pinecone, Azure AI Search, embeddings storage

⛓️

LangChain & LangGraph

Advanced

AI workflow orchestration, multi-step agents

Backend & APIs
🐍

Python/Django

Expert

REST APIs, ORM, 30% performance optimization

Azure Functions

Advanced

Durable Functions, serverless workflows

🟢

Node.js/Express

Advanced

RESTful services, real-time SignalR integration

🚀

API Optimization

Expert

Caching, query tuning, rate-limiting

Cloud & Infrastructure
☁️

Azure

Expert

App Services, VNet, Azure SQL, AI Search, private endpoints

🌐

Google Cloud

Advanced

Compute Engine, Cloud Run, Vertex AI

🐳

Docker & Kubernetes

Advanced

Containerization, orchestration, production deployments

Redis & Caching

Advanced

Query caching, session management, performance

Frontend & Mobile
⚛️

Next.js/React

Expert

SSR, Zustand state management, component architecture

📘

TypeScript

Expert

Type-safe applications, advanced patterns

📱

React Native

Advanced

iOS & Android apps published on App Store & Play Store

🔄

Real-time UI

Advanced

Azure SignalR, live dashboard updates

💼 Professional Journey

Where I've Made Impact

⚖️
Chief Technology Officer
LegiSimple/TrailsMontreal, Canada
July 2024 - Present
Full-time

Architected and shipped 4 complete product pivots in 18 months (GPT-based legal research → Canadian case law → US case law → workflow automation), building and deploying full-stack MVPs at each stage

Built RAG-based legal research platform: Python NLP for document parsing, OpenAI embeddings for semantic search, Vertex AI fine-tuning (1K→5K training records boosted accuracy 82%→87%), automated retraining pipelines

Developed end-to-end multi-channel workflow automation: React Native mobile apps (iOS/Android live in stores), Python/Django backend with Azure Durable Functions, real-time SignalR dashboards—reduced 3hr manual process to 15min

Designed and deployed Azure infrastructure: App Services, Durable Functions orchestration, Azure SQL databases, Azure OpenAI + AI Search in private VNet for law-firm data security

Optimized production APIs: implemented Redis caching, query optimization, connection pooling (30% faster responses), memory reduction (25%), rate-limiting, and Cloudflare DDoS protection

Built Next.js/React frontends with TypeScript, Zustand state management, Azure SignalR real-time updates, and analytics instrumentation (Mixpanel, PostHog) to identify and fix UX friction points

Python
Django
Azure
Azure OpenAI
Vertex AI
Next.js
React
Zustand
SignalR
Azure SQL
Pinecone
LangChain
💻
Software Engineer
HCL TechnologiesHyderabad, India
Oct 2020 - Jan 2022
Full-time

Developed and deployed RESTful APIs powering internal React applications, optimized MySQL queries improving page-load by ~20% and reducing DB response times by ~10%

Debugged complex production issues across frontend and backend services, created database-backed defect catalog boosting QA effectiveness by ~40%

Streamlined deployments for 5 web apps on Heroku, improving configuration and resource usage to cut hosting costs by ~15%

Node.js
React
RESTful APIs
MySQL
Heroku
🚀 Featured Work

Projects That Make a Difference

Here are some of the projects I've worked on that showcase my skills and passion for creating impactful solutions.

Legal Tech Product
AI Sanction Workflow Automation

Challenge

Law firm partner faced 3-hour manual sanction process requiring field visits, document review, and coordination across multiple stakeholders—creating bottlenecks and compliance risks.

Solution

Built end-to-end workflow platform with React Native mobile apps for field capture, Azure Durable Functions orchestrating AI analysis via Azure OpenAI, and Next.js dashboard with SignalR for real-time updates and audit trails.

Result

Saved 12 paralegals 3 hours each per case—reduced process time from 3 hours to 15-30 minutes (83% faster), eliminated manual handoffs, and logged all actions for compliance audits.

Azure
Python
Durable Functions
Azure OpenAI
React Native
Next.js
SignalR
AI/ML Application
RAG-Powered Legal Research Platform

Challenge

Lawyers needed semantic search across 1,000+ Canadian & US case law documents, but keyword matching was insufficient and manual review cost hours per query.

Solution

Architected RAG pipeline with NLP document parsing, OpenAI embeddings stored in Pinecone/Azure AI Search, and Vertex AI fine-tuning loop fed by lawyer feedback—scaling to 5,000 records with automated retraining.

Result

Enabled instant case law retrieval for 50+ lawyers—improved accuracy from 82% to 87% through fine-tuning, enabled natural language queries, and cut research time from hours to seconds via semantic search.

OpenAI
Vertex AI
Python
Vector Search
Pinecone
Azure AI Search
NLP
Mobile Development
Lychii Mobile Apps (iOS & Android)

Challenge

Field workers needed to capture complaints and deliver documents on-site, but web-only access limited mobility and created data-entry delays.

Solution

Built cross-platform React Native apps (published on App Store & Play Store) with offline-first architecture, Azure real-time sync, and push notifications for status updates—integrated with backend workflow APIs.

Result

Empowered 30+ field workers with mobile-first workflows—reduced data entry lag through offline capture, provided multi-channel access to legal documents, and enabled real-time case updates in the field.

React Native
TypeScript
Azure
Real-time Sync
Push Notifications
💬 Get In Touch

Let's Work Together

I'm always interested in new opportunities and exciting projects. Whether you have a question or just want to say hi, I'll try my best to get back to you!

Email

ashishjaddu@gmail.com

LinkedIn

Connect with me