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    Case Studies

    Real engagements. Measurable outcomes. Every metric below is from a production deployment.

    Enterprise SaaS, 120 Engineers

    Series B SaaS Company

    The Problem

    Their fraud detection model worked in staging. Six months later, still not in production. The ML team was blocked by infrastructure, and the platform team was drowning in on-call rotations.

    What We Did

    We deployed a multi-agent AI pipeline with a working MVP in 1 week: containerised model serving, automated retraining with drift detection, A/B testing, and Kubernetes auto-scaling, all governed by agentic SRE monitoring.

    Results

    from 6-month backlog
    1 Week
    To Production
    agentic monitoring
    99.5%
    Uptime SLA
    automated retraining
    3x Faster
    Model Iteration
    Financial Services, 80 Engineers

    FinTech, $40M ARR

    The Problem

    AWS bill hit $65K/month. The CFO wanted a breakdown by team and project. The CTO had no answer, just 'that's what the models cost.' Zero visibility, zero accountability.

    What We Did

    Our AI-powered FinOps audit identified $39K in waste: oversized GPU instances, idle dev environments, and mismatched reservations. Deployed agentic cost monitoring that catches anomalies in real time.

    Results

    60% reduction
    $26K/mo
    New Cloud Bill
    same throughput
    Zero
    Performance Impact
    per team & project
    Real-Time
    Cost Attribution
    Data & Analytics, 200 Engineers

    Enterprise Data Platform

    The Problem

    Every deployment required 2 weeks, 3 teams, and a change advisory board. Friday deploys meant weekend work. Engineer attrition hit 30%. Something had to change.

    What We Did

    We built an agentic SRE pipeline: GitOps with canary deployments, instant automated rollbacks, and Slack-based AI monitoring. Engineers push code. Our agents handle everything else.

    Results

    from 2 weeks
    45 Min
    Deploy Time
    AI agents on watch
    Zero
    Weekend Incidents
    weekly releases
    4x
    Release Velocity