AssetWorks cut support costs 39% within one AI platform | Mosaic AI

AssetWorks, a Volaris portfolio company that builds software for operationally complex businesses managing vehicles, buildings, and infrastructure, deployed Mosaic AI's customer-context platform across four use cases within 30 days of signing, cutting technical-support costs by 39 percent. The deployment started as an agent-assist rollout and expanded into self-service deflection, knowledge-gap automation, and a fully automated bug triage pipeline — all built on the same Mosaic foundation without data migration or developer resources. Greg Richards, AssetWorks' general manager, framed the engagement's origin: "Going to somebody that actually had the tools off the shelf really got us into production much faster." The path to Mosaic AI came through the Volaris ecosystem rather than a cold vendor search, giving AssetWorks confidence in a partner already stress-tested across the portfolio. Richards gave the rollout timeline as roughly 30 days from signing to tangible results. The rollout's technical core is Mosaic AI's Customer Context Model, which indexed and structured AssetWorks' existing knowledge sprawl — Zendesk cases, Confluence pages, JIRA history, and legacy PDFs dating back to 2005 — then surfaced it inside the agent workflow. Once Assist was connected and validated by long-tenured employees, AssetWorks extended the same foundation to customer-facing self-service, then turned recurring question patterns into automatically drafted knowledge articles, then captured structured bug information from end users and pushed it into JIRA for an automated triage step. The four-use-case sequence compressed an enterprise AI rollout into roughly one month: agent-assist in Zendesk, customer self-service deflection, knowledge-coverage automation, and end-to-end bug capture-and-triage — each delivered on the same Mosaic platform with no additional implementation step. AssetWorks frames the deployment's value as making institutional knowledge accessible at the moment an agent or customer needs it, resolving a backlog problem the article describes as "the answers are somewhere, and somewhere is the bottleneck." The single-platform foundation positions Mosaic AI as the substrate AssetWorks continues to extend across additional support workflows.