# Cloud AI / LLM Migrations

> Move between Azure OpenAI, Bedrock, Vertex AI or self-hosted, safely. Commercial agreements change, new models appear, regulators ask questions. We migrate AI workloads between cloud providers’ AI services (Azure OpenAI / AI Foundry, AWS Bedrock, Google Vertex AI, direct model APIs and self-hosted m

Source: https://aibyos.com/services/migrations

⇆ Capability

# Cloud AI / LLM Migrations

Move between Azure OpenAI, Bedrock, Vertex AI or self-hosted, safely.

[Discuss Cloud AI Migrations](https://aibyos.com/contact)[Migration planner →](https://aibyos.com/platforms/migrations)

Commercial agreements change, new models appear, regulators ask questions. We migrate AI workloads between cloud providers’ AI services (Azure OpenAI / AI Foundry, AWS Bedrock, Google Vertex AI, direct model APIs and self-hosted models) with an abstraction layer, side-by-side evaluation and zero-downtime cut-over. Try the migration planner below.

## Typical use cases

### Consolidate on one cloud

**Challenge.** After a cloud commitment or acquisition, AI workloads run on a provider you want to leave.

**What we build.** Inventory, model mapping and phased migration with evaluation gates and rollback at each step.

### Become provider-independent

**Challenge.** Your product is hard-wired to one model API and one vendor’s outage is your outage.

**What we build.** A gateway / abstraction layer so models and providers can be switched by configuration, validated by evals.

### Move to self-hosted models

**Challenge.** Cost at scale or data-sovereignty requirements outgrow API usage.

**What we build.** Fine-tuned open models served in your cloud, validated against the incumbent model on your test set.

## What you get

-   Migration assessment & model mapping
-   Abstraction / gateway layer
-   Side-by-side eval report
-   Cut-over & rollback plan

## Typical stack

-   Azure OpenAI / AI Foundry
-   AWS Bedrock
-   Google Vertex AI
-   LiteLLM
-   vLLM
-   Terraform

Examples

## Use cases with Cloud AI Migrations.

[SaaS & Technology Azure OpenAI → AWS Bedrock migration Move LLM features to Bedrock after consolidating on AWS, without users noticing. _Cloud AI Migrations__AI Gateways__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/aoai-to-bedrock)