Ask your org.
Get only what
you're cleared to see.
BeBrief is a permission-aware AI search tool for Slack and Confluence. Ask questions across your entire knowledge base — every answer is cited, filtered by your access permissions, and generated by a local LLM. No data ever leaves your org.
After install: open the admin dashboard, connect Confluence, then @mention BeBrief or send it a DM. Sign in →
BeBrief uses Google OAuth for admin dashboard sign-in only. We do not access your Google Drive, Gmail, or any other Google services — only your email address for authentication. · Privacy Policy
Works with
Features
Everything your team needs
to query internal knowledge
No hallucinations. No permission bypass. Just precise, cited answers from your actual data.
Permission-aware search
Every query is filtered against your org's ACLs in real time. Users only see documents they're permitted to access — enforced at the vector search level, not the UI layer.
Cross-source correlation
BeBrief finds connections across Slack threads and Confluence pages in a single answer. The Venn-diagram at its core — overlapping knowledge, surfaced precisely.
Semantic search
Natural language queries against all indexed content. High-dimensional vector embeddings mean you find what your team meant, not just what they literally typed.
Zero data egress
BeBrief manages dedicated infrastructure per tenant. LLM inference is local — no OpenAI, no Anthropic, no cloud AI. Your documents are never processed by a third-party provider.
Slack-native bot
@mention BeBrief in any channel. Get cited answers in Slack Block Kit format. Restricted content is delivered ephemerally — marked with ✅ and only visible to the querying user.
Confluence integration
OAuth 2.0 connect with Atlassian. Space-level filtering, page-level restriction enforcement, auto-linked identities via email matching. Incremental sync with CQL.
Admin dashboard
Web-based admin UI at /admin. Manage users, connectors, seats, and tenant settings. Google and Microsoft OAuth for admin sign-in.
Audit logs
Immutable audit trail of all queries, permission checks, and admin actions. Essential for compliance and security review. Append-only, per-tenant.
Pilot program
3-month pilot with all features, seat limits, and automatic inactive user cleanup. No credit card required. Lifetime special pricing for pilot members.
GitHub connector
Index repositories, issues, and pull request discussions. Connect code knowledge to your Confluence docs and Slack conversations.
MS Teams bot
Full feature parity with the Slack bot for Microsoft Teams environments. Same ACL model, same local LLM, same cited answers.
Agentic RAG
Query expansion, multi-hop retrieval, and self-directed document traversal. Move from single-shot answers to structured research across your knowledge base.
How it works
From install to
permission-aware answers
in minutes.
Connect
Connect your Slack workspace and Confluence instance in minutes. Space selection, incremental sync, and identity auto-linking are all handled automatically.
Admin UI at /admin
Sync
BeBrief indexes your content with permission metadata attached. Every document carries its ACL — Slack channel membership, Confluence page restrictions, or public access.
10-min periodic + pre-query sync
Query
Ask anything in Slack. BeBrief filters the vector search by your identity's ACL, generates an answer from permitted documents only, and delivers it with full source citations.
Ephemeral delivery for restricted content
Query pipeline
Every answer is traceable
Factual by design — every response cites its sources
BeBrief doesn't just surface an answer — it shows exactly which documents it came from. Every response includes source references linking back to the original Slack thread or Confluence page, so your team can verify and dig deeper.
Security
Permissions are never
an afterthought.
Security is the product, not a feature. Every architectural decision was made with the access control model in mind.
ACL-filtered vector search
Permission enforcement happens at search time — not in the UI, not as a post-filter. Your ACL is a hard gate on every query result.
Ephemeral delivery for restricted content
Restricted answers are delivered as ephemeral Slack messages — visible only to the querying user, marked with ✅, and never stored in channel history.
Just-in-time permission resolution
Permissions are resolved at the moment of each query against live source data. Revocations take effect rapidly — no stale grants persist.
Multi-tenant isolation
Fully isolated per-tenant: separate databases, separate vector stores, separate object storage. Cross-tenant queries are architecturally impossible.
Immutable audit logs
Every query, permission decision, and admin action is recorded. Append-only. Essential for compliance and security review.
No third-party data processing
LLM inference runs on BeBrief-managed servers. No OpenAI, no Anthropic, no cloud AI provider ever sees your documents.
Fail-closed sensitivity check
When in doubt, BeBrief treats content as restricted. Unrestricted pages must explicitly be marked public to surface openly.
ACL format
// Public Confluence page
"acl": ["public", "confluence_space:ENG"]
// Private Slack channel
"acl": ["slack_channel:C0123ABCD"]
// Restricted Confluence page
"acl": [
"confluence_user:5b109f2e-...",
"confluence_group:engineering"
]
// User identity grants
user.acl = [
"public",
"user:[email protected]",
"slack_channel:C0123ABCD",
"confluence_space:ENG",
"confluence_user:5b109f2e-..."
]Infrastructure
We manage it.
No big corporation
touches your data.
BeBrief runs dedicated infrastructure for each tenant — built entirely on open source components with no proprietary cloud dependencies. Your documents, embeddings, and generated answers stay within BeBrief-managed servers.
Dedicated per-tenant isolation
Separate database, vector store, and object storage per tenant. Cross-tenant access is architecturally impossible.
Open source foundation
Every infrastructure component is open source. No proprietary cloud lock-in. Auditable by your security team.
No third-party AI processing
LLM inference runs on our own servers. No API calls to OpenAI, Anthropic, Google, or any AI cloud provider.
Bring Your Own Storage — coming soon
Point BeBrief at your own object storage or database. Full data residency control for orgs with strict compliance requirements.
Pilot Program
Join the pilot.
Shape the product.
3 months free. All features. First to get updates. Special offers forever — we don't forget our heroes.
Pilot
+ lifetime special pricing after
- All features unlocked
- Slack + Confluence connectors
- Permission-aware search
- Admin dashboard + audit logs
- First access to new features
- Lifetime special pricing
No credit card required. No commitment.
Enterprise
- Unlimited seats
- Priority support + SLA
- Custom deployment (on-prem / VPC)
- SSO integration
- Custom connector development
- Dedicated onboarding
Pilot spots are limited. Seat-based billing launches after the pilot program. See all plans →
Be among the first.
We don't forget our heroes.
Join the pilot program — 3 months free, all features, first access to updates, and special pricing forever. We're onboarding teams hands-on.