Maxima AI EdgeOps
The sovereign, fully managed AI platform built for enterprise inference.
Stop choosing between growing hyperscaler bills and complex infrastructure management. Deploy your custom AI models on private, dedicated Akamai GPU infrastructure, fully managed by Maxima.
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Innovation shouldn't break the bank (or your compliance)
Building production-ready AI applications is harder than it looks. Enterprises trying to scale custom AI agents, RAG pipelines, or LLM inference inevitably hit a wall:
- The hyperscaler tax: Spiking token bills, hidden data transfer premiums, and heavy markups on AWS Bedrock or Google Vertex AI.
- The MLOps talent gap: Your developers want to build features, but they are stuck configuring Nvidia drivers, managing HashiCorp Vault secrets, or wrestling with complex GPU clustering.
- The sovereignty risk: Highly regulated industries (FinTech, HealthTech, Gov) cannot risk data exfiltration or model weight leaks to public, shared-tenant LLM providers.
Introducing Maxima AI EdgeOps
Maxima AI EdgeOps transforms Akamai’s Linode Kubernetes Engine (LKE) and GPU infrastructure into a turnkey, private PaaS layer. It delivers the frictionless developer experience of a serverless AI API, but wraps it in a private, sovereign environment operated 24/7 by a dedicated SRE team inside your own Akamai account.
Maxima AI EdgeOps is a private, fully managed alternative to AWS Bedrock, built on Akamai's low-cost GPUs, and operated by a dedicated 24/7 SRE team.
The 5 pillars of value
Seamless managed platform (zero infra friction)
We transform raw compute into a seamless, managed platform. Your developers focus purely on launching customer-facing AI features while Maxima handles GPU provisioning, Kubernetes management, and cluster scaling. No DevOps overhead required.
Absolute data sovereignty
The entire stack is deployed directly onto your Akamai account. This guarantees total data residency, absolute sovereignty, and zero vendor lock-in. Your corporate data and model weights never transit to a public, shared-tenant environment.
Smart hardware routing
Leverage elite GPU infrastructure without breaking the bank. Maxima’s intelligent architecture keeps orchestration logic (LangGraph, Vector DBs) on cost-efficient Akamai CPU standard nodes, routing intensive token generation strictly to dedicated RTX 6000 GPUs.
Zero-downtime auto-scaling
Built using Kubernetes-native auto-scaling (HPA + KEDA), the platform automatically scales GPU instances based on real-time request queues. Massive load spike? Automated failover to external cloud APIs ensures your application never goes down.
Dual-layer observability
Gain complete visibility with deep infrastructure telemetry (Grafana, Loki, Tempo) coupled with dedicated model intelligence (Langfuse). Continuously monitor cost-per-token, system latency, and hallucination rates from a single pane of glass.
Built for the modern AI stack
Maximize your architectural freedom. Maxima AI EdgeOps natively supports the open standards and models your engineering team wants to use.
Category
Supported technologies
Infrastructure & compute
Akamai Linode Kubernetes Engine (LKE), dedicated GPU RTX 6000 nodes
Orchestration & data
LangGraph, CrewAI, LiteLLM Gateway, Qdrant Vector DB, Redis, PostgreSQL
LLMs & SLMs
All
Observability & guardrails
Langfuse, Grafana, Loki, Tempo, Llama Guard, Akamai Firewall for AI
Every leader wins
Outperforming the competition
How Maxima AI EdgeOps on Akamai stacks up against traditional AI infrastructure alternatives:
Versus
AWS Bedrock / Google Cloud Vertex AI
Hyperscalers lock you into rigid ecosystems with high premium cloud markups. Maxima EdgeOps functions like a private, sovereign version of Bedrock running inside your own Akamai account at a fraction of the compute cost and with zero vendor lock-in.
Versus
RunPod / Baseten / Together AI
While point-solution AI inference providers are easy for developers, security teams reject them because sensitive corporate data leaves the perimeter. Maxima delivers that exact same frictionless developer experience, but hosts it entirely within your private perimeter, backed by a 24/7 enterprise SRE team.
Versus
Databricks (MosaicML) / Anyscale
Heavy data platforms require massive upfront financial commitments and lean heavily into complex model training. Maxima is lightweight, hyper-focused exclusively on highly efficient inference (running your models), and utilizes standard Kubernetes (LKE).
Get started in 4 easy steps
Discovery & alignment
We meet with your team to review your specific AI models, target throughput, and inference requirements.
Optimized sizing
Maxima solution architects map out an optimized Akamai infrastructure design alongside a transparent, flat-rate platform management fee.
Turnkey deployment
We spin up the Maxima AI EdgeOps layer directly within your Akamai environment.
Production scale
Your development team gets instant, frictionless access to launch production-grade, highly secure AI workloads.
Ready to build the SRE foundation properly?
If your infrastructure is outpacing your ability to operate it reliably, book a 30-minute architecture review call. We'll map the gaps, propose an epic scope, and give you a clear picture of what 90 days looks like.