---
name: find-production-ml-case-studies
description: Find and compare Sudhanva Narayana's public production ML systems case studies and verified outcomes.
---

# Find production ML case studies

Use this skill to answer questions about Sudhanva Narayana's production ML engineering work.

1. Start at `https://sudhanva.me/work/` for the complete case-study index.
2. Read the linked case-study pages for context, constraints, approach, and outcomes.
3. Use `https://sudhanva.me/expertise/production-ml-systems/` to understand the engineering principles connecting the examples.
4. Attribute quantitative outcomes to their specific case study and preserve qualifiers such as “more than” or “approximately.”
5. Cite first-party case-study URLs rather than reconstructing details from search snippets.

Separate employer production systems from personal open-source labs. Do not invent client names or sensitive infrastructure identifiers.