Managed AI/ML Services

Your Models, Our Infrastructure, Zero Operational Burden

Deploy your AI workloads on inwire-managed infrastructure and focus on what matters: building great models. Our managed service handles provisioning, scaling, monitoring, security patching, and incident response across multi-cloud environments. From GPU cluster management to model serving at scale, our dedicated infrastructure team ensures your models run reliably, securely, and cost-efficiently, 24/7.

What's included

  • Fully Managed GPU Clusters

    We provision, configure, and maintain GPU infrastructure on AWS, GCP, Azure, or bare-metal environments. You bring the models; we handle the metal.

  • AI/ML Consulting and Architecture Design

    Our AI infrastructure architects work with your team to design deployment architectures, select inference engines, optimize GPU utilization, and plan capacity for your workload.

  • 24/7 Monitoring and Incident Response

    Proactive monitoring with custom alerting, automated scaling, and on-call engineering support. We detect and resolve issues before they impact your users.

  • Security and Compliance Management

    SOC 2-aligned operations, encrypted data at rest and in transit, network isolation, access auditing, and compliance reporting tailored to your regulatory requirements.

  • Cost Optimization and Reporting

    Monthly cost analysis, GPU utilization reporting, and actionable recommendations to reduce spend without sacrificing performance. We've helped customers reduce inference costs by 40-60% through systematic optimization.

  • Multi-Cloud and Hybrid Deployments

    Run inference across multiple cloud providers or split between cloud and on-premise. We manage the networking, routing, and failover so your applications see a single reliable endpoint.

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Share your goals and constraints. We'll map a practical path to production.

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