Service
Cloud & AI Infrastructure
Scalable, cost-efficient cloud foundations engineered for AI workloads and 24/7 agents.
SCORPBIT · Cloud & AI Infrastructure
AI workloads punish naive infrastructure. We architect for inference economics — the right mix of GPU, serverless, and edge — with the reliability engineering that 24/7 autonomous systems demand.
What's included
- 01Cost-efficient GPU & inference architecture
- 02Kubernetes, serverless & edge deployments
- 0324/7 SRE for always-on agents
What you can expect
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Inference cost cut 30-60% in typical engagements
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99.9%+ uptime SLOs for agent fleets
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Kubernetes, serverless & edge patterns
How we engage
- 01
Discovery sprint
One week with our strategists and discovery agents — mapped workflows, ranked opportunities, a costed plan.
- 02
Pilot in production
A working system on real data in weeks — with guardrails, evals, and human checkpoints from day one.
- 03
Scale & operate
We harden, expand, and run it 24/7 — or hand it to your team with the playbooks to own it.
Where teams put it to work
Inference-economics architecture
GPU, serverless, and edge mixed for the right cost-per-query — with routing and caching that make success affordable.
Scalable deployments
Kubernetes, serverless, and edge patterns that scale with demand instead of falling over at the first spike.
24/7 SRE for agents
Reliability engineering for always-on autonomous systems, with uptime SLOs and on-call built for AI workloads.
Frequently asked questions
Why do AI workloads need special infrastructure?
Every query spends real money, and success makes it worse. We treat cost-per-query as a design parameter — model routing, caching, context budgets, right-sized serving — so it's decided up front, not discovered on the invoice.
How much can you cut our inference cost?
Typical engagements cut 30–60% without touching quality, mostly through model routing and semantic/prefix caching.
Can you run our agents 24/7?
Yes — with 99.9%+ uptime SLOs and SRE practices designed for the reliability that autonomous systems demand.
Ready to Put AI to Work?
Tell us about your business and we'll show you exactly where autonomous AI can move the needle — in a free 30-minute strategy call.
- Human-supervised AI
- Security-first delivery
- 24/7 global operations
- Privacy by design