Key takeaways
- An IT knowledge assistant finds the runbook step, the past ticket or the postmortem that already answers today's question, and shows the source so the engineer can check it.
- Enterprise h2oGPTe combines lexical and neural search, so exact error codes, hostnames and ticket numbers are found as well as plain-language matches.
- Document AI reads scanned PDFs, diagrams and tables, so old runbooks and vendor manuals become searchable in the same collection.
- The National Institutes of Health runs a knowledge assistant this way for its staff, air-gapped.
Your team keeps solving incidents it already solved
Your runbooks live in Confluence and SharePoint, your incident history lives in the ticketing system, and the lessons from every outage sit in postmortems nobody rereads. When an alert fires overnight, the engineer on call searches three places, then messages the person who fixed it last time.
The cost rarely shows up as a line item. It shows up as incidents re-solved from scratch, tickets escalated because the fix was never findable, new engineers who take months to work alone, and senior engineers answering the same questions every week.