Glean alternative The European, sovereign alternative to Glean
Glean is the reference enterprise AI search engine: very broad connector coverage, large-scale rollout, and since 2026 model choice and an MCP server. But it is a US vendor, sold through a sales cycle with a floor of roughly 100 seats — an entry ticket estimated at around $50,000 a year. Ragnight keeps the same promise — connecting AI to all your company knowledge — from a European vendor, with no seat floor, from €29/month, with a free trial and no credit card.
Your company's sovereign memory. Your documents indexed in Europe by a European vendor, queryable by any LLM (ChatGPT, Claude, Mistral) via API or MCP, every answer cited. Self-serve, no sales cycle.
The enterprise AI search engine. Excellent at connector breadth, the permissions graph and deployment inside your own cloud — but a US vendor, with non-public pricing reserved for contracts of several hundred seats.
≈ $50k/yr
Glean's estimated entry ticket
≈100-seat minimum, non-public pricing (third-party published estimates). Ragnight starts at €29/month, no floor.
EU vendor
outside CLOUD Act reach
Glean can host in a European region, but remains a US company subject to the CLOUD Act.
5 min
to your first cited answer
Import, index, ask — no credit card. On Glean's side, a sales-assisted rollout.
Ragnight vs Glean: comparison
An honest table of each tool's strengths and limits.
| Feature |
|
Glean |
|---|---|---|
| Sovereignty & compliance | ||
| Data hosted in Europe Possible with Glean via an EU region or a cloud-prem deployment | ~ | |
| European vendor, outside CLOUD Act reach Glean is a US company | ||
| AI processing at European providers Reranking at Jina (Berlin) on Ragnight's side | ||
| Per-organisation isolation & encryption | ||
| Source permissions enforced (ACL) | ||
| Pricing & onboarding | ||
| Public, readable pricing Glean does not publish pricing (custom quotes) | ||
| Self-serve, no sales cycle | ||
| Free trial, no credit card | ||
| No seat floor ≈100-seat minimum at Glean | ||
| Live in minutes Sales-assisted rollout at Glean | ~ | |
| AI & integration | ||
| Model-agnostic (GPT, Claude, Mistral, open models) Glean opened model choice in 2026 | ||
| REST API + hosted MCP server | ||
| Reusable agents and skills | ||
| Queryable from the assistant you already use Glean leads with its own assistant | ~ | |
| Data & knowledge quality | ||
| Rare formats: audio, Outlook emails, OCR | ~ | |
| Cited, traceable answers | ||
| Knowledge Pulse — automated knowledge-base audit Ragnight exclusive | ||
| Contradiction detection across documents | ||
| Scale & deployment | ||
| Deployment inside your own cloud (cloud-prem) Glean's advantage | ||
| Very broad connector catalogue (100+) Ragnight covers the most common sources | ~ | |
| Identity graph across thousands of employees | ~ | |
Comparison checked on , based on both tools' public documentation.
When to choose which?
Choose Ragnight if…
- You want a European vendor, not just European hosting: outside CLOUD Act reach.
- You want to start self-serve — no sales cycle, no 100-seat floor, no five-figure budget.
- You want a knowledge layer your existing assistants (ChatGPT, Claude, Mistral) query via API or MCP.
- You have formats beyond text: audio, Outlook emails, scanned files.
- You want to audit your knowledge base's quality, gaps and contradictions (Knowledge Pulse).
Choose Glean if…
- You're a very large enterprise looking for a 'search everywhere' rollout across thousands of employees.
- You require deployment inside your own cloud (cloud-prem), under your infrastructure control.
- You need the broadest connector catalogue on the market, including very specific tools.
- You favour a very mature, native people-and-permissions graph.
- You have an enterprise budget and a sales-assisted buying cycle.
Frequently asked questions
Is there a European alternative to Glean?
Yes. Ragnight is your company's memory (RAG), built and hosted in Europe: your documents are indexed in the EU and queryable by AI, with cited answers. The core difference with Glean isn't only hosting — Glean also offers European regions — but jurisdiction: Ragnight is a European vendor, outside the reach of the US CLOUD Act.
How much does Glean cost, and is Ragnight cheaper?
Glean does not publish pricing: every contract goes through a quote. Third-party published estimates put the entry ticket around $50,000 a year, with a floor of roughly 100 seats and a per-user cost in the region of $50 per month, plus consumption credits. Ragnight publishes its pricing, starts at €29/month with no seat floor, and offers a free trial without a credit card.
Can Glean host my data in Europe?
Yes: Glean offers European cloud regions and a 'cloud-prem' deployment inside your own AWS or GCP environment. But data residency is not sovereignty: as a US company, Glean remains subject to the CLOUD Act, which can compel disclosure of data even when stored in Europe. That is exactly what a European vendor like Ragnight changes.
Can I keep ChatGPT or Claude with Ragnight?
Yes — Ragnight is model-agnostic: it is a knowledge layer your existing AI assistants query via the REST API or the hosted MCP server. Glean has also opened model choice and ships an MCP server, but its product remains built around its own assistant.
What do you give up by choosing Ragnight over Glean?
Three things, honestly: deployment inside your own cloud (cloud-prem), which Ragnight does not offer; connector-catalogue breadth, where Glean covers more niche tools; and identity-graph maturity for rollouts of several thousand employees. If any of those three is decisive for you, Glean remains the right choice.
How long does migrating from Glean to Ragnight take?
There is no content migration: Ragnight plugs into your existing sources (Notion, Google Drive, SharePoint, Slack, PDF, emails, audio) and indexes them where they live. You can create an account, connect a first source and ask a cited question within minutes, in parallel with your running Glean contract.
Try Ragnight for free
Import your documents, run your first search, and compare for yourself — no credit card, in under 5 minutes.
