News & Cases

Real systems. Real customers. Real numbers.

Case studies from production deployments across MDM, transportation, and pharmaceuticals. Names redacted where they need to be — metrics kept honest.

Case studies

How our AI lands in production

  • TechnologyWeGuard MDM/UEM + ViViProduction

    1.25M+ devices managed across five OSes with one console

    Customer: Fortune-500 enterprise (under NDA)

    A global enterprise needed unified device management across smartphones, tablets, MacBooks, Windows, and ChromeOS without per-team admin silos. We rolled out WeGuard with zero-touch enrollment on all five platforms and added ViVi as the natural-language admin layer.

    Read case summary
    Devices under management
    1.25M+
    Less time on routine ops
    70%
    Fewer support tickets
    45%
  • TransportationTelematics + ELD intelligenceProduction

    Conversational HOS queries and AI-prioritized alerts for a national fleet

    Customer: US-based trucking partner

    A US-based fleet operator wanted DOT compliance reporting reduced from hours to minutes, plus AI-driven prioritization of fatigue and HOS alerts. We delivered a natural-language data layer over their ELD telemetry and an alert prioritizer trained on historical violation outcomes.

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    Less manual log review
    95%
    Fewer HOS violations
    40%
    DOT-compliant reporting
    1-click
  • PharmaceuticalsPharma Quality IntelligenceIdeation

    Multi-agent RCA + CAPA automation designed for 21 CFR Part 11

    Customer: Pharma industry partner (under NDA)

    A pharmaceutical partner needed to compress root cause investigation cycle time without sacrificing regulatory rigor. We're designing a multi-agent system that runs the Agentic 6M framework, generates CAPA reports, and routes through human-approval checkpoints aligned with FDA 21 CFR Part 11.

    Read case summary
    Projected RCA cycle reduction
    60%
    Architecture target
    21 CFR Part 11
    Investigation framework
    Agentic 6M

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