Provide the right context to your agents

TopK understands unstructured documents and provides evidence-backed answers, giving agents the context to make reliable decisions.

Early access

TopK is fast and provides accurate answers.

See how it performs on real data →
Question

Understanding query
1Sub-query
2Sub-query
Generating answer
12
Answer

For liquid oxygen and nitrogen servicing, personnel must wear:

  • Head covering — BDU cap when connections are above eye level [1]...
  • Eye protection — face shield or hard hat shield combination [1]
  • Gloves — leather welder's gauntlet, cloth or leather with inserts [2]
  • Apron — wool [2]
  • Clothing — static-resistant cotton, long-sleeve shirt or coveralls [1]
  • Footwear — close-fitting shoes with rubber soles; leather boots ~8 in. for LOX [2]
Agents and Context

Context is a search problem. Agents need relevant data to make the right decision. Without the right context, even the best AI models fall short. Garbage in, garbage out.

Document Processing

OCRChunkingVisual understanding

Unified Retrieval Engine

StorageHybrid indexingQuery understandingAI reasoning
Agent
Human
The Context Engine

End-to-end search

TopK turns complex unstructured documents into reliable, evidence-backed context your agents can trust. Say goodbye to stitching together OCR, parsers, embeddings, vector search, rerankers and prompt glue.

Benchmarks

Most accurate answers across enterprise domains

Evaluated on a public dataset of complex enterprise documents spanning finance, legal, medical, and industrial domains.

Context Engine81.72%
Gemini File Search72.17%
Bedrock Knowledge Base63.75%

Answer accuracy judged by GPT5 on Vidore V3 Finance

Developer tools

Everything you need to give your agents context

TopK comes with tooling to get you started fast. Python and JavaScript SDKs, a CLI, an MCP Server and guides to get you started.

Python SDK

Native Python client for ingestion and retrieval.

$ pip install topk-sdk

JavaScript SDK

JavaScript/TypeScript client for Node.js and edge runtimes.

$ npm install topk-js

CLI

Coming soon

Manage, ingest, and query directly from your terminal.

$ brew tap topk-io/topk$ brew install topk

MCP Server

Connect TopK to any MCP-compatible agent or editor.

Setup MCP Server
Security & compliance

Security & Data protection

TopK is built from the ground up with enterprise security in mind. Data is encrypted in transit and at rest, access is scoped by role, and our infrastructure is audited continuously. When you need full network control, you can deploy to your own VPC. TopK is SOC 2 Type I certified.

Encryption at rest & in transit
Role-based access control
Audit logging
Deploy into private cloud
SOC 2 Type I certified
SOC 2 Type IView Trust Center
FAQs

Common questions

Get early access to
TopK

We're rolling out access to a select group of teams. Leave your email and we'll reach out.

or email us at contact@topk.io