Insights from the Ingestigate Frontier
Deep dives into technology, evidence processing, and lessons learned from the field.
You read the first two articles waiting for the solution, the prompt, or the setting that would make RAG work with your AI tool for your documents. There isn't one. Biased Opinion: Ingestigate is one of the few solutions that actually works.
Your AI cited Section 3.2 of the Employee Handbook. You checked. Section 3.2 says something completely different. The AI didn't misread it — it never read it at all.
You uploaded a document to ChatGPT. You asked about it. The AI told you it doesn't have it. You're not crazy, and it's not a bug. It's a structural problem with how most AI tools handle your documents.
Relativity and Nuix dominate document review. But for most firms handling most matters, the overhead doesn't match the need. Here's what the alternative landscape actually looks like.
I built a secure OpenClaw server, published skills on ClawHub, and wrote a blog post about it. Then I replaced the entire setup with cron jobs and a local LLM. Here's what I learned.
ClawHub has 29,000+ skills. Most are thin API wrappers. The skills that actually change what agents can do look fundamentally different — and the gap between the two matters more than the ecosystem wants to admit.
Entity graphs are fundamentally different from other graph tools. They get dense fast — not because something is broken, but because of how interconnected real-world data is. Understanding why changes how you use them.
Ingestigate was built to search text. That was the right call. But searchable and fully accessible are not the same thing — and closing that gap required rethinking what a document viewer is supposed to do.
The DOJ released over 3 million pages of Epstein-related files. I loaded them into Ingestigate, extracted entities from every document, and made them searchable for free.
You can find every document. But can you find the hidden network connecting them? Why relationship intelligence transforms investigations from document review to pattern discovery.
In investigations, the difference between 0.2ms and 2 seconds is not just about speed—it is about maintaining investigative flow, discovering connections, and solving cases faster.
Traditional access control puts IT departments in charge. We flipped the model. Here's why investigation owners should control their own data access—and how it transforms collaboration.