Aishwarya Murali

Forward Deployed AI Engineer

Summary

I go into a business, find the work still done by hand, and ship the system that takes it over. In 2026 I built Dantra, a multi-tenant practice-management SaaS for dental clinics, alone with Claude Code. It is in production with two clinics. Before that, at Mainfreight, I owned Mainchain, the customer-facing enterprise portal, through launch and 80%+ adoption across 300+ branches, and took 30+ enterprise EDI and API integrations live at 98% straight-through processing, saving clients $2.3M a year. Ten years of SQL, Power BI and Python. Every AI step I ship has a named approver, an eval set and a cost per run.

Skills

AI engineering
Claude and Claude Code (multi-agent workflows), MCP servers, structured output, eval sets, cost metering, approval-gated agents, prompt design, n8n
Software
TypeScript, Next.js, Cloudflare Workers, Postgres (row-level security), Python, SQL, EDI and REST APIs
Customer and product
Discovery with enterprise clients, specs and acceptance criteria, UAT and go-live, architecture decision records, pricing and unit economics, explaining trade-offs to leadership
Data
dbt, Snowflake, Power BI and DAX, Azure Synapse
Delivery
Scrum, JIRA, globally distributed teams, mentoring, pre-sales with account executives

Experience

Dantradantra.inRemote · 2026 to present
Founder and Product Lead

Dental practice software for Indian clinics, sold under each clinic's own name: patient records, tooth charting, treatment plans, GST billing, scheduling and WhatsApp messaging. In production with two clinics.

Mainfreight Inc.Carson, CA · Mar 2021 to Dec 2023
Head of Business Intelligence & Customer Solutions
Modern Gourmet FoodsIrvine, CA · Apr 2019 to Mar 2021
BI Engineer and Product Analytics Lead
Tata Consultancy Services (client: Citi)Chennai, India · Nov 2012 to Dec 2016
Product Analyst and Scrum Lead

Professional development

Independent AI engineering · 2024 to 2025All public at github.com/Aishwaryamurali-BI.

Education and certifications

Master of Science, Information Systems · California State University, Fullerton · 2019 · GPA 3.7

AWS Cloud Practitioner Essentials · Kofax RPA 10 · CargoWise Certified Operator & Specialist · Tableau Desktop Certified

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