Your Company Already Wrote the Manual
Every company we audit is sitting on a manual nobody can read. It's scattered across help-desk tickets, onboarding docs, Slack threads, call recordings, and the head of the one person who's been there eight years.
Your first chatbot experiment disappointed because the model had never read any of that.
Nate Herk ran a nice version of this experiment: he had an agent ingest his entire YouTube catalog into a linked wiki, without connecting a single concept by hand. Every video, tool, and technique now references the others, and his agents navigate the whole body of work. The material existed for years. The linking is what made it usable.
Knowledge that references itself
A pile of documents and a knowledge base look similar in a demo. They behave differently in production. The difference is structure: this policy applies to that product, this fix resolved that error, this client conversation contradicts that doc.
Agents are the first software that can build those links at scale. Reading ten thousand pages and cross-referencing them used to be a quarter of analyst time. It's now a weekend batch job. We built a citation-backed knowledge platform on exactly this premise: curate the sources, let the system connect them, and make every answer cite the passage it came from.
Start with what exists
The practical order of operations, in the engagements we run:
- Inventory what your company already produces. Tickets, docs, calls, contracts. You are generating training material daily and discarding it.
- Ingest it into one indexed, linked store with owners and publish controls. Curation is a feature. A wiki that ingests everything uncritically is just a bigger pile.
- Point your agents at it. The same automation that answered 60% of questions with a generic model answers far more when it can cite your own precedent.
The compounding part is the point. Every ticket closed and call transcribed makes the next agent slightly better, automatically.
The content already exists in your tickets, docs, and calls. Linking it is now cheap, so start there.