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Cloud foundations aligned to AI ambition, scale, resilience, and cost control.

AI systems need cloud infrastructure that can handle training workloads, serve low-latency inference, manage data pipelines, and maintain security posture at the same time. Avyon Intelligence designs cloud foundations that support AI ambition without accumulating technical debt or unexpected costs.

Engagement
10–18 weeks
Model
IaC build
Output
Landing zone + MLOps

Cloud for AI is a balancing act — training throughput, inference latency, security posture, and cost, held in one foundation.

How it's built

A cloud foundation sized for AI workloads and cost control.

  1. FOUNDLanding zone

    Multi-account architecture, network segmentation, and IAM as code.

  2. ENABLEMLOps platform

    Training, experiment tracking, artifact registry, and deployment pipelines.

  3. OBSERVEObservability

    Distributed tracing, log aggregation, and alerting across the stack.

  4. CONTROLFinOps

    Cost tagging, budgets, and spend anomaly detection.

The delivery timeline, sized by duration

Four phases from posture assessment to observability and FinOps — sized by their stated duration.

01
02
03
04
01
Cloud Posture Assessment2–3 weeks
02
Landing Zone & Foundation Design4–6 weeks
03
MLOps Platform Build4–6 weeks
04
Observability & FinOps2–3 weeks

Segment width follows each phase's stated duration range.

What's built into every cloud foundation

≤4 hrs

RTO target on fully designed cloud disaster recovery architecture

< 200ms

TTFB target on CDN-accelerated application infrastructure

3

Governance guarantees built into every landing zone — infrastructure as code, governed cost, resilience by design

Everything as code, observed, and cost-governed

A reproducible foundation — no console drift, full observability, and FinOps controls from day one.

Compute & runtime

AWS ECS FargateEKSLambda

IaC & delivery

TerraformGitHub ActionsHelm

Observability

OpenTelemetryGrafanaPrometheus

Security & FinOps

AWS Secrets ManagerCloudflare WAFCost taggingBudget alerts

Built to be trusted in production

Governance is part of the delivery method, not a layer added after launch.

Everything as code

The landing zone is defined in Terraform with security baselines — no undocumented console drift.

Cost is governed

FinOps tagging and budget controls make cloud spend visible and bounded from the start.

Resilience by design

Disaster-recovery architecture with explicit RTO targets is part of the foundation, not an afterthought.

The right engagement profile

CTO / Engineering Leads

Migrating to cloud or re-architecting for AI scale and production reliability

AI Programme Teams

Needing MLOps infrastructure for model training, deployment, and lifecycle management

CISO / Security Teams

Requiring a cloud posture that satisfies enterprise security and compliance requirements

Software behind this service

Where this service has the most impact

Questions buyers ask first

Do you work with our existing cloud, or start over?

Both. The posture assessment audits your current environment and returns a remediation plan — we migrate or re-architect based on what serves you, not a rip-and-replace default.

How do you keep cloud costs under control?

FinOps tagging, budget controls, and spend anomaly detection are built into the foundation from day one, so spend is visible and bounded rather than discovered after the fact.

Is the infrastructure reproducible?

Yes — the landing zone is defined in Terraform with security baselines, so it is versioned, reviewable, and free of console drift.

Can you support model training workloads?

Yes. The MLOps platform covers training environments, experiment tracking, artifact registry, and deployment pipelines.

NOT SURE THIS IS YOUR GAP?

The AI Readiness Assessment scores infrastructure readiness alongside the three other layers a programme depends on, and tells you which one is holding the rest back. About five minutes, nothing is sent anywhere.

Score your readiness

Build a cloud foundation sized for AI

Book a 40-minute discovery call for a cloud posture assessment of your current environment. No commitment.

Book a Call