Azure AI Foundry alternative
One managed platform — without the Azure assembly.
Azure AI Foundry is a control layer over Azure OpenAI, Azure AI Search, App Service, and Entra ID that you provision and operate. Ragwalla is a single managed, cloud-agnostic platform with a stable, OpenAI-compatible API.
Why teams choose Ragwalla over Azure AI Foundry
- One platform, not an assembly
- A single managed service, versus a control layer over Azure OpenAI, AI Search, App Service, networking, and Entra ID that you provision and operate.
- No vendor lock-in
- Ragwalla runs cloud-agnostically on the global edge. Foundry binds you to Azure regions, Entra ID, and resource groups.
- A stable API surface
- Azure's OpenAI Assistants API is deprecated and retires August 26, 2026, forcing a migration. Ragwalla offers an ongoing, OpenAI-compatible API.
- One predictable bill
- Foundry charges accrue as separate meters across Azure OpenAI, AI Search, App Service, and more. Ragwalla is one predictable price.
- Turn-key end-user apps
- Hosted RAG chat clients and custom domains out of the box, versus self-deploying and operating an Azure App Service.
Ragwalla vs. Azure AI Foundry
An honest, side-by-side comparison — including where Azure AI Foundry matches us.
| Capability | Ragwalla | Azure AI Foundry |
|---|---|---|
| One managed platform vs. assemble services | Yes | Assemble Azure services |
| Cloud-agnostic (no Azure lock-in) | Yes | No |
| Stable OpenAI-compatible API | Yes | Assistants API retiring 2026 |
| One predictable bill | Yes | Separate meters |
| Turn-key hosted chat client | Yes | Self-deployed App Service |
| Hybrid (vector + keyword) search | Yes | Yes |
| Agents + MCP | Yes | Yes |
| Bring your own model | Yes | Yes |
| SOC 2 / ISO 42001 / FedRAMP | Yes | Yes |
Moving from Azure AI Foundry is straightforward
- 1
Bring your knowledge sources
Export your documents and recreate vector stores in Ragwalla with your chosen embedding model.
- 2
Repoint your API client
Point your OpenAI-compatible code at Ragwalla and configure agents, tools, MCP, and memory — no migration off a retiring Assistants API.
- 3
Deploy without resource groups
Ship a hosted chat client on your custom domain, with orgs, projects, API keys, and webhooks — no Azure resources to provision.
Azure is strong — this is about lock-in and shape
Azure AI Search hybrid retrieval, the Foundry Agent Service, MCP support, bring-your-own-model, and broad compliance (including ISO 42001 and FedRAMP) are genuine strengths we concede. The contrast is one managed, cloud-agnostic platform versus an Azure-native assembly.
Frequently asked questions
- Is Azure’s Assistants API going away?
- Yes — Microsoft's documentation states the Azure OpenAI Assistants API is deprecated and retires August 26, 2026, with migration directed to the Foundry Agent Service. Ragwalla offers an ongoing, OpenAI-compatible API.
- Does Azure have hybrid search?
- Yes — Azure AI Search offers strong hybrid retrieval plus a semantic ranker. This is genuine parity; the difference is that Ragwalla provides it built-in while Azure requires provisioning and operating AI Search.
- Can I use non-OpenAI or my own models on Azure?
- Yes — Azure's catalog is large and bring-your-own-model via gateway became generally available in 2025, but model traffic still routes through Azure's control plane. Ragwalla offers 200+ models and BYOK without Azure binding.
- Does Azure support MCP?
- Yes — the Foundry Agent Service is a first-class MCP client. Parity; we concede this openly.
- Why is Azure pricing harder to predict?
- Foundry itself is a non-billable control layer; costs accrue as separate meters across Azure OpenAI, AI Search, App Service, and more, appearing as distinct invoice line items. Ragwalla provides one predictable bill.
A managed platform that outlasts the migration
Get one cloud-agnostic platform with a stable API, hosted chat clients, and a single predictable bill — no Azure assembly and no retiring API to plan around.
Microsoft, Azure, Azure AI Foundry, Azure OpenAI, and Azure AI Search are trademarks of Microsoft Corporation. Ragwalla is not affiliated with, endorsed by, or sponsored by Microsoft. Comparison last fact-checked 2026-06-08 against the competitor's own public documentation.