AI & Intelligence
BitBeam AI capabilities — Brain knowledge base, vector RAG, governed cognition, private LLM, and AI post generation. Every AI action is RBAC-governed, audit-logged, and tenant-isolated. Your data never trains models for other tenants.
Brain Search — Vector RAG
Semantic search over your knowledge base. Vector embeddings with Qdrant. Search documents, emails, web content, and social data in natural language.
- Vector embeddings with Qdrant
- Semantic search — find by meaning, not keywords
- Hybrid search — combine vector + keyword
- Filter by tenant, source, date, type
- REST API and MCP tool
- Sub-second response times
Brain Ingest — Knowledge Pipeline
Ingest documents, emails, web content, and social media into Brain. Automatic vectorization, deduplication, and tenant-scoped storage.
- Document ingestion — PDF, DOCX, TXT, HTML
- Email ingestion — IMAP sync
- Web ingestion — crawl and vectorize pages
- Social ingestion — LinkedIn, Instagram data
- Automatic deduplication
- Tenant-scoped storage
Brain Reason — Governed Cognition
AI reasoning with governance controls. RBAC-enforced, evidence-backed decisions. Let AI analyze, recommend, and act — under your control.
- RBAC-enforced AI actions
- Evidence-backed decisions
- Audit trail for every reasoning step
- Human-in-the-loop approval workflow
- Brain knowledge integration
- MCP tool for AI agents
Private LLM — Dedicated Ollama
Dedicated Ollama instance with private LLM models. No data leaves your tenant. Run Llama, Mistral, Qwen, and more — on your own infrastructure.
- Dedicated Ollama instance
- Models: Llama 3, Mistral, Qwen 2.5, Phi
- No data leaves your tenant
- GPU-accelerated inference
- Custom model loading
- REST API and MCP tool
PostGen — AI Post Generator
Generate social posts from your Brain knowledge. Multi-channel, multi-language. LinkedIn, Instagram, WhatsApp — all from one pipeline.
- Generate from Brain knowledge
- Multi-channel — LinkedIn, Instagram, WhatsApp
- Multi-language — auto-detect and translate
- Brand voice consistency
- Human review workflow
- Evidence-backed generation
AI Architecture
AI Governance
- Tenant isolation — Every tenant has separate Qdrant collections, separate LLM contexts, and separate Brain storage.
- RBAC enforcement — Only authorized roles can search Brain, use LLM, or generate posts. Free tier gets identity only.
- Audit trail — Every AI action (search, reason, generate) is logged with caller, tenant, tool, arguments, and result.
- No cross-tenant training — Your data is never used to train models for other tenants. Your knowledge stays yours.
- Human-in-the-loop — Brain Reason supports approval workflows. AI recommends, humans approve.
- MCP integration — All AI capabilities exposed as MCP tools for AI agents like Claude, Devin, and Cursor.
Add AI intelligence to your business
Start with Brain Search and add capabilities as you grow. Cancel anytime.