Krishna Barri

Lead AI Engineer & Data Scientist · Irving, TX

krishna.barri@kosmeia.com LinkedIn kosmeia.com

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Now

I lead the analytics and AI platform for a med spa group: one warehouse over the point of sale, accounting, payroll and ad platforms, modeled in dbt, feeding the dashboards leadership actually runs on, about 1.3 million invoice lines of history. On this site I write about that work: revenue rules that keep booked, recognized, collected and deferred apart, commission computation that reconciles to the invoice line, and an AI layer that drafts widget specifications but is structurally prevented from computing figures.

Experience

It's A Secret Med Spa — Lead AI Engineer & Data Scientist
Feb 2023 – present · Irving, TX
Built and run the analytics and AI platform for a 15-location med spa group: Zenoti, NetSuite, Salesforce, Rippling, ad platforms and web traffic into one dbt-modeled warehouse. Product cost and provider margin the POS does not report, invoice-line collections reconciliation, package liability that surfaced three defects in the vendor's own report, and an AI assistant with permission checks, cost ceilings and a refusal path, exposed over MCP. Zenoti ingestion reconciled to 99.87% against source.
Zenoti — Senior Software Engineer
Oct 2019 – Dec 2021 · Hyderabad, India
Led the automation and data migration group at the POS most of this industry runs on. Migration tooling that cut new-location onboarding time by about 30%, pipelines into S3 and Redshift that restart and roll back mid-run, and Tableau Server administration. Zenoti Impact Award, Q2 2020.
GGK Technologies (now Innova Solutions) — Software Engineer
Jun 2016 – Sep 2019 · Hyderabad, India
Data and integration engineering for Baxter (medical devices), Rhetorik and OM1 (healthcare outcomes): Python and Java ingestion across APIs, S3 and Redshift, Django REST services, Docker and Kubernetes deployments. Employee of the Year, 2018–19.

Education & certifications

M.S. Computer Science, University of Central Missouri, 2022. AWS Certified Generative AI Developer – Professional; AWS Certified Solutions Architect – Associate.

Working with

Python and FastAPI, SQL and dbt, PostgreSQL and Redshift, TypeScript and Next.js, Tableau, AWS (Glue, Lambda, EventBridge, ECS, Bedrock, SageMaker), and LLM systems: tool use, schema-grounded retrieval, guarded SQL, agent orchestration, MCP, evaluation datasets, token metering and spend controls.