Results

    Measured Outcomes.
    Defensible Infrastructure.

    Each engagement below reflects production-grade AI systems, operational discipline, and measurable enterprise impact.

    These are not experiments. They are hardened systems operating in real environments.

    24,400+
    Compliance events processed in first 20 days
    88%
    Automated test coverage on fintech lending core
    ~80 hrs → hrs
    Manual Medicare analysis reduced
    15 min
    Client onboarding after AI platform re-architecture
    767
    Members completed secure data correction workflows
    213
    Automated tests implemented on core financial logic

    Featured Engagement

    Automotive AI Platform Re-Architecture & Operational Scaling

    AI Infrastructure Modernization

    Business Context

    A SaaS marketing technology platform serving automotive shops and dealerships was experiencing scalability risk due to fragmented chatbot builds and manual onboarding processes.

    Challenge

    • ▪Custom-built AI bots per client
    • ▪Onboarding exceeding two hours
    • ▪SMS response latency reaching ~30 seconds
    • ▪Operational fragility limiting growth

    Solution

    • ▪Re-architected into a unified, parameterized chatbot system
    • ▪Automated onboarding and compliance workflows
    • ▪Implemented multi-agent routing and Redis memory
    • ▪Introduced disciplined release and versioning controls

    Impact

    ~15 min
    Onboarding time
    30+
    Clients scaled to
    Reduced
    Response latency
    Near-zero
    Per-client engineering
    Read Full Case Study

    Additional Engagements

    Healthcare
    Confidential

    Healthcare Infrastructure

    Medicare Data Integrity & Cost Risk Automation

    Automated extraction and analysis of Medicare plan documents and deployed secure patient-driven data correction workflows.

    Impact

    • ▪~80-hour manual process reduced to hours
    • ▪59% member adoption (767 of 1,307)
    • ▪348 formulary analyses completed
    Fintech
    Confidential

    Fintech Infrastructure Hardening

    Core Lending Algorithm Modernization

    Consolidated dual legacy lending algorithms into a unified, version-controlled core service with compliance-aligned engineering discipline.

    Impact

    • ▪213 automated tests
    • ▪88% code coverage
    • ▪Eliminated dynamic execution security risk
    Compliance
    Confidential

    Compliance Infrastructure

    Automotive Compliance Middleware Under Regulatory Deadline

    Designed and deployed production-grade compliance middleware within a 30-day window across seven dealership locations.

    Impact

    • ▪24,436 compliance events processed in first 20 days
    • ▪System delivered within regulatory deadline
    • ▪Full audit-traceable API transaction logging

    Structured Engagements. Measurable Outcomes.

    If your organization is evaluating AI infrastructure, operational modernization, or compliance readiness — we should talk.

    Book a Discovery Call Request a Venture Discussion