Comparison
Guru alternative The Guru alternative to wire AI onto your existing sources
Guru organises knowledge as verified 'cards' in its own wiki. Ragnight tackles the problem from the other end: it indexes your existing sources (Notion, Drive, SharePoint, Slack, PDF…) with no migration, and makes them queryable by any LLM — all EU-hosted and GDPR-compliant.
The company memory that builds on your documents where they already live. No wiki to maintain: index, query, cite the source.
The verified knowledge-card system + browser extension. Great for authoring and maintaining a wiki, less for indexing all your sources.
Ragnight vs Guru: comparison
An honest table of each tool's strengths and limits.
| Feature |
|
Guru |
|---|---|---|
| Approach | ||
| Indexes your existing sources (no migration) Guru relies on authoring/maintaining cards | ~ | |
| Semantic search across all your documents | ||
| Plug any LLM (ChatGPT, Claude, Mistral) | ||
| Cited, traceable answers | ||
| Sovereignty & compliance | ||
| EU hosting (GDPR) Guru is US-hosted | ||
| Per-organisation isolation & encryption | ||
| Formats & analysis | ||
| Rare formats: audio, Outlook emails, OCR | ||
| Knowledge Pulse — automated knowledge-base audit Ragnight exclusive | ||
| REST API + hosted MCP server | ~ | |
Comparison established June 2026, based on both tools' public documentation.
When to choose which?
Choose Ragnight if…
- You don't want to migrate your knowledge into a new wiki — your documents stay where they are.
- You want to query all your sources via your own AI (ChatGPT, Claude…).
- You want your data in Europe, GDPR-compliant.
- You have formats beyond text (audio, emails, scans).
- You want to measure your knowledge-base quality (Knowledge Pulse).
Choose Guru if…
- You actively want to author and have experts verify knowledge cards.
- You value the browser extension that surfaces info in Slack/the browser.
- Your need is managing an internal wiki more than indexing heterogeneous sources.
Frequently asked questions
What's the difference between Ragnight and Guru?
Guru is a verified knowledge-card wiki. Ragnight is your company's memory (RAG) that indexes your existing sources (Notion, Drive, Slack, PDF…) and makes them queryable by AI — with no cards to author or maintain, and EU-hosted.
Do I need to migrate my docs to use Ragnight?
No. Ragnight connects to your existing tools and indexes your documents where they live, with no migration.
Try Ragnight for free
Import your documents, run your first search, and compare for yourself — no credit card, in under 5 minutes.