Knowledge Layer

Query Structured Knowledge From Your AI Systems

Bulkgrid makes your indexed knowledge instantly accessible through API and MCP, so your AI can retrieve accurate, scoped, and up-to-date information. Organize sources into collections and control exactly what your systems can access.

API AccessScoped RetrievalCollections
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Features

Knowledge Layer Features

Build a governed, query-ready knowledge layer with scoped collections, access-aware retrieval, hybrid search, and integrations for apps and AI agents.

Unified Knowledge Index

Combine websites and documents into one governed index your applications and agents can query consistently.

Collection-Based Organization

Group content into scoped collections by product, team, or use case for cleaner retrieval boundaries.

Access-Aware Retrieval

Enforce permissions at query time so users and agents only access content they are authorized to see.

Hybrid Search Foundation

Support keyword and semantic retrieval together for stronger relevance across exact and intent-based queries.

Structured Metadata Layer

Preserve source, type, tags, and timestamps to improve filtering, ranking, and auditability.

Context-Preserving Chunking

Split content into retrieval-ready units while keeping section context for higher answer quality.

API and MCP Access

Expose the knowledge layer through API endpoints and MCP tools for direct integration with apps and agents.

Quality and Governance Controls

Apply guardrails for source quality, duplication, and curation so downstream AI uses trusted knowledge.

Observable Retrieval Operations

Monitor indexing and query behavior with diagnostics that help teams improve relevance and reliability over time.

Build A Governed Knowledge Layer Your AI Can Trust.

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Start Building Your Governed Knowledge Layer

Create your account to unify content, control access, and deliver reliable AI retrieval through one query-ready platform.

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