Infrastructure & Cloud. Cost Optimisation
Cut Your AI Infrastructure Costs by 40–60%
Real-time cost tracking, automatic right-sizing, intelligent spot instance management, and a guaranteed savings outcome within 30 days.
Overview
What is AI infrastructure cost optimisation?
AI infrastructure bills are notoriously hard to predict and easy to overspend. Over-provisioned GPU instances, idle model endpoints, and inefficient batch scheduling silently inflate cloud costs. Cost optimisation continuously analyses your actual usage patterns and automatically resizes, rescheduled, and re-routes workloads to the most cost-effective configuration, with a 30-day savings guarantee.
What's included
Real-time cost attribution
Break down costs by team, model, endpoint, and request type in real time, so engineers can see the cost impact of their deployments immediately.
Automatic right-sizing
AI monitors GPU utilisation patterns and automatically downsizes over-provisioned instances to the smallest instance that meets your latency SLA.
Spot instance management
Batch and background inference workloads are automatically scheduled on spot instances, with on-demand fallback when spot capacity is unavailable.
Model caching
Frequently invoked models are identified and pinned in memory to eliminate cold start costs for high-traffic endpoints.
Idle resource cleanup
Idle endpoints, unused volumes, and stale model artefacts are identified and flagged for cleanup, with automated removal after confirmation.
Savings forecasting
Weekly forecasts project the impact of implementing recommended optimisations, letting teams prioritise changes by dollar impact.
How it works
From setup to production
Connect
Connect your cloud accounts. Cost and utilisation data begins flowing in within 15 minutes.
Analyse
AI analyses 30 days of usage patterns to identify over-provisioning, idle resources, and scheduling inefficiencies.
Optimise
Approved recommendations are applied automatically. High-impact changes are implemented first, within the first week.
Monitor
Weekly savings reports show realised and projected savings with a cumulative savings chart from the engagement start date.
FAQ
Common questions
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Reduce your AI infrastructure costs by 40–60% in 30 days
Talk to an expert and get a tailored implementation plan within 48 hours.