BeforeQuery connects to your company’s knowledge — documentation sites, git repositories, Notion, Confluence, helpdesk tickets, OpenAPI specs, uploaded files, and more — indexes it automatically, and answers questions with streaming AI responses backed by source citations. Deploy the same assistant everywhere your users ask questions:

Ask AI Widget

A single script tag adds a floating assistant to any site — modal, search-bar, or sidebar mode.

APIs & SDKs

Streaming chat (SSE + WebSocket), hybrid search, and feedback APIs with TypeScript SDKs.

Chat Bots

Slack, Discord, and Microsoft Teams bots answered by the same RAG pipeline.

Support Automation

Agent copilot drafts, confidence-gated ticket deflection, and form deflection.

MCP Server

Query your docs from any MCP-compatible AI app or IDE.

Agent Platform

Multi-agent graphs, AI actions with approval rules, and A2A interoperability.

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How it works

Every ingestion run fetches your content, converts it to clean markdown, splits it into heading-aware chunks, and embeds it. At question time, BeforeQuery runs hybrid retrieval (semantic vector search fused with full-text ranking), assembles numbered sources into context, and streams an answer where every claim links back to its source.

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Why teams choose BeforeQuery

  • Citations everywhere — every answer links to its source document and section, so users can verify and dig deeper.
  • Hybrid retrieval — vector + full-text search with Reciprocal Rank Fusion outperforms either approach alone.
  • Analytics-driven — knowledge-gap detection tells your team exactly which questions your docs can’t answer yet.
  • Trust guarantees — LLM-judge evaluation of groundedness and faithfulness, PII masking, data-retention controls, SSO.
  • Multi-tenant from day one — workspaces, roles, audit logs, usage metering, and billing built in.

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Who it’s for

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Next steps

Quickstart

Create a project, index your docs, and deploy the widget in under 10 minutes.

Key Concepts

Workspaces, projects, sources, documents, chunks, and conversations.