Lessons From a Year of Shipping LLM Analytics Products for Enterprises

Lessons from shipping LLM-powered analytics and decision-support systems into production for regulated enterprises: what mattered, what broke, and how we made them reliable.

January 7, 2026 · 11 min · Srinidhi Ramanujam

The Million-Token Question: What We Actually Found

After 4,380 API calls, we found that context engineering matters more than context size.

January 2, 2026 · 9 min · Srinidhi Ramanujam

The Million-Token Question: Does More Context Actually Make LLMs Smarter?

Testing whether million-token context windows actually beat disciplined retrieval and packaging.

December 17, 2025 · 4 min · Srinidhi Ramanujam