Lessons From a Year of Shipping LLM Analytics Products for Enterprises

Six lessons from building and shipping enterprise analytics products that use large language models.

January 7, 2026 · 6 min · Srinidhi Ramanujam

The Million Token Question: What We Actually Found

Structured context beat naive long context. Retrieval handled noise better. Simple baselines held up better than expected.

January 2, 2026 · 7 min · Srinidhi Ramanujam

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

Why million token windows do not remove the need for retrieval, structure, and disciplined context design.

December 17, 2025 · 4 min · Srinidhi Ramanujam