Build the cloud architecture that powers your AI initiatives—from landing zones to MLOps platforms—with security, compliance, and FinOps built in from day one.
Most AI initiatives fail not because of the models, but because of inadequate infrastructure. Here are the six critical failure points we see repeatedly.
AI workloads crash or time out due to insufficient compute/memory resources
Impact:
Failed pilots, frustrated data scientists
GPU costs spiral out of control; $50K/month becomes $200K/month
Impact:
CFO pulls funding, projects shut down
AI infrastructure fails security review; compliance blockers
Impact:
Delays of 3-6 months, regulatory risk
Models take hours to train; inference too slow for production
Impact:
Poor user experience, limited adoption
Can't connect AI to existing data sources and applications
Impact:
Data silos, limited value
Can't monitor model performance, costs, or drift
Impact:
Silent failures, ballooning costs
We build cloud foundations that are secure, scalable, observable, and cost-efficient from day one.
Outcome:
Secure, compliant foundation ready for AI workloads
Outcome:
Streamlined path from development to production
Outcome:
High-quality, accessible data for AI models
Outcome:
Fast, reliable AI predictions at scale
Outcome:
Infrastructure that passes security and compliance reviews
Outcome:
Full visibility into performance and costs
We're not tied to one cloud—we choose the best platform for your needs.
Broadest service portfolio, mature ML services, strong enterprise presence
SageMaker, Bedrock, Rekognition, Comprehend, Translate
Microsoft-centric enterprise, strong integration with M365, Azure OpenAI access
Azure ML, Azure OpenAI Service, Cognitive Services, AI Search
Data analytics focus, BigQuery integration, leading AI research
Vertex AI, BigQuery ML, AutoML, TensorFlow on GCP
Avoid vendor lock-in, leverage best-of-breed, existing multi-cloud footprint
We've helped clients reduce cloud AI costs by 30-50% through intelligent optimization.
Client was spending $180K/month on AI infrastructure. We identified:
Flexible engagement models designed to meet your specific infrastructure needs and budget.
Ongoing infrastructure management with 24/7 monitoring and support
Get answers to the most frequently asked questions about our cloud infrastructure services.
Choose your path to get started with enterprise-grade cloud infrastructure for AI.
Get a free cloud infrastructure assessment and architecture recommendations tailored to your AI initiatives.
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Not sure which path is right for you? Our team can help you determine the best approach based on your current situation and goals.