Glean alternative
Build and own your AI product — not just internal search.
Glean is an excellent internal “Work AI” that searches your company's SaaS apps for employees. Ragwalla is a developer platform for building your own customer-facing assistants and agents over data you control.
Why teams choose Ragwalla over Glean
- You're building a product, not equipping staff
- Ragwalla is a developer platform for customer-facing assistants and agents. Glean is an internal Work AI tool for employees.
- You control your data and vector stores
- Provision your own vector stores, choose your embedding model, and export or copy your data — instead of indexing a company’s existing SaaS apps.
- Embed under your own brand and domain
- Ship a customer-facing chat client on your custom domain, versus an employee-facing internal assistant.
- OpenAI-compatible and API-first
- Build against an OpenAI-compatible API designed for shipping products, rather than a proprietary internal search API.
- Transparent, self-serve pricing
- Start with API keys and predictable cost, instead of a sales-led enterprise contract with seat minimums and no public price.
Ragwalla vs. Glean
An honest, side-by-side comparison — including where Glean matches us.
| Capability | Ragwalla | Glean |
|---|---|---|
| Build your own customer-facing AI product | Yes | Internal employee AI |
| OpenAI-compatible API | Yes | No |
| Bring & control your own vector stores | Yes | Indexes your SaaS apps |
| Embed in your product on your domain | Yes | Employee assistant |
| Choice of embedding models | Yes | No |
| Self-serve, transparent pricing | Yes | Sales-led, seat minimums |
| Multi-provider models + BYOK | Yes | Yes |
| MCP servers + tools | Yes | Yes |
| SOC 2 + audit trail | Yes | Yes |
| Permissions-aware internal SaaS search | No | Yes |
Moving from Glean is straightforward
- 1
Create your project
Set up a Ragwalla org, project, and API key, then create a vector store and upload the knowledge your product needs.
- 2
Build your assistant
Build against the OpenAI-compatible API, choosing your embedding model and adding agents, skills, and MCP tools.
- 3
Ship to your users
Deploy a turn-key chat client, or embed via API, on your own custom domain — with webhooks, secrets, and audit trail.
Honestly: Ragwalla is not a replacement for Glean's internal search
Glean's 100+ enterprise connectors and permissions-aware search over company knowledge are genuinely strong, and Ragwalla does not try to replace them. If your goal is to build and own a customer-facing AI product, Ragwalla is purpose-built for that.
Frequently asked questions
- Is Ragwalla a replacement for Glean's internal employee search?
- No — and we won't pretend it is. Glean indexes your company's SaaS apps for permissions-aware employee search. Ragwalla is for building your own customer- and product-facing assistants over data you control.
- Can Glean build customer-facing products?
- Glean's APIs can surface its assistant inside company apps, but it is designed around internal company context for employees, not white-label customer products. For building your own product-facing AI, Ragwalla is purpose-built.
- Does Ragwalla connect to Slack, Google Drive, and Jira like Glean?
- Glean's strength is 100+ pre-built enterprise connectors over company data. Ragwalla is bring-your-own-data: you upload and control the documents and knowledge your product serves.
- Is Ragwalla OpenAI-compatible?
- Yes. Glean uses its own proprietary search, chat, and agent APIs with no documented OpenAI compatibility.
- How does pricing compare?
- Ragwalla is self-serve with predictable pricing. Glean is per-seat enterprise (third parties report roughly $40–$50+ per user per month, not officially published), sold via custom quote with seat minimums and additional fees.
The platform for building your own AI
If you want to ship a customer-facing assistant over data you control, on your own domain, Ragwalla is built for the job.
Glean is a trademark of Glean Technologies, Inc. Ragwalla is not affiliated with, endorsed by, or sponsored by Glean. Pricing figures are reported by third parties, not officially published by Glean. Comparison last fact-checked 2026-06-08 against the competitor's own public documentation.