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Your AI Should Run Anywhere, On Any Model

Laava builds cloud-agnostic and model-agnostic AI architectures that free you from vendor lock-in. Swap LLMs with a config change. Move between Azure, AWS, GCP, or on-premise without rebuilding. Invest in architecture that endures — not a model that changes every quarter.

From PoC to production • Custom solutions

Switch LLM providers via config — no code rewrite required
Deploy on Azure, AWS, GCP, or your own infrastructure
Adaptive model routing: powerful models for hard tasks, fast models for simple ones
Kubernetes-native, portable, and fully reproducible with IaC

The Hidden Cost of Vendor Lock-In

Most AI implementations hardwire a single cloud provider and a single LLM into every layer of the stack. When pricing changes, a better model launches, or regulations shift — you're stuck.

Rebuilding is expensive, slow, and risky. Laava's agnostic architecture separates your business logic from any specific vendor, so you can adapt instantly.

Our 3 Layer Architecture — Context, Reasoning, and Action — is designed from the ground up to keep every layer swappable and independent.

What Agnostic Architecture Gives You

Future-proof AI: adopt new models (GPT-5, Claude 4, Llama 4) on day one — change one config line

Cost optimization: route each task to the best price-performance model automatically

Regulatory compliance: deploy in any region, any cloud, or fully on-premise

Negotiation leverage: no single vendor can dictate your terms

Portable infrastructure: move workloads between clouds without downtime or rework

Resilience: if one provider has an outage, fail over to another

How We Build Agnostic

Two dimensions of independence, one unified architecture

Model-Agnostic AI Layer

Your AI agents work with any LLM — GPT-4, Claude, Llama, Mistral, or whatever comes next. We abstract the reasoning layer so switching models is a configuration change, not a rewrite. Adaptive routing sends complex queries to powerful models and simple tasks to fast, cost-effective ones.

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Learn about our AI approach

Cloud-Agnostic Infrastructure

Everything runs on Kubernetes — containerized, portable, and cloud-independent. We use Terraform and OpenTofu for reproducible infrastructure, ArgoCD for GitOps deployment, and standard cloud-native patterns that work identically on Azure, AWS, GCP, or bare metal.

KubernetesTerraformOpenTofuArgoCDHelmDocker

Data Sovereignty & Compliance

Choose where your data lives and which models process it. Need EU-only hosting? On-premise for classified data? A specific cloud for regulatory reasons? The architecture supports it all without compromise on functionality.

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Adaptive Model Routing

Not every query needs the most expensive model. Our intelligent routing layer analyzes complexity and sends each request to the optimal model — balancing quality, speed, and cost. Simple lookups go to fast models. Complex reasoning goes to powerful ones. You save money without sacrificing quality.

LangChain routingcost optimizationmulti-model orchestration

From Lock-In to Freedom in 4 Weeks

Our Proof of Pilot sprint delivers a working agnostic architecture — not a slide deck

Week 1: Architecture Assessment

We map your current AI stack, identify lock-in points, and design a target architecture that decouples your business logic from specific vendors. You see exactly which models and clouds will work for your use case.

Week 2: Abstraction Layer

We build the model abstraction and infrastructure-as-code foundation. Your AI agents get a unified interface that works with any LLM provider. Kubernetes manifests and Terraform modules make the infrastructure portable.

Week 3: Multi-Provider Integration

We connect multiple model providers and configure adaptive routing. Your system now intelligently selects the best model per task. We set up GitOps pipelines so deployment to any cloud is automated and repeatable.

Week 4: Validation & Handover

We prove the architecture works — live demo of model switching, cloud portability, and cost optimization. Full documentation, runbooks, and knowledge transfer to your team. You own everything.

Our Agnostic Principles

Frequently Asked Questions

Ready to Break Free from Vendor Lock-In?

Let's map your current AI stack and design an architecture that gives you true independence. In a 90-minute roadmap session, we'll identify your lock-in risks, show you the path to agnostic architecture, and outline a concrete Proof of Pilot.

Free 90-minute roadmap session • No commitment

Agnostic AI Architecture — Cloud & Model Independent | Laava