Five years of institutional knowledge lived inside a handful of engineers — a scaling bottleneck automation alone couldn't fix.
Challenge
Knowledge scattered across platforms created single points of failure. Manual triage burned hours in Jira and Confluence, and analysts drowned in repetitive reporting.
Solution
Three purpose-built agents, not one monolith — Tribal Node for knowledge, Triage Assistant for debugging, Action Pilot for insights — each grounded in the client's own data.
Outcome
All three run in production, scored on Faithfulness, Completeness and Precision. Senior capacity is freed, and knowledge is now an institutional asset.
$400K+/yr
Combined growth impact
45%
Faster MTTR
15+ hrs/mo
Reclaimed per analyst