Document Intelligence
ContentHub.
ContentHub is a document intelligence platform that reads your documents the way a trained analyst would: it works out what each one is, pulls the fields that matter, and routes it to whoever needs to approve it.
How does ContentHub process a document?
Four stages, each one inspectable. Nothing is a black box you have to take on faith.
Classify
A FastText model identifies the document type in under a millisecond, so batches of thousands sort themselves before any expensive model is invoked.
Extract
An LLM pass pulls the fields that matter — amounts, parties, dates, clause references — into structured records. Field extraction measures 92% accuracy on our internal benchmark set.
Route
Multi-stage approval workflows send each document to the right reviewer, with escalation when thresholds are crossed.
Retain
Every classification, extraction and approval is written to a full audit trail, so any downstream decision can be traced back to its source document.
What changes when documents become structured data?
The gain is not only speed. It is that the contents of your documents become queryable.
| Dimension | Manual handling | With ContentHub |
|---|---|---|
| Sorting | A person opens each file to work out what it is. | Classified in under 1ms before any human sees it. |
| Data capture | Fields are rekeyed by hand into another system. | Fields extracted into structured records automatically. |
| Approvals | Chased over email, with no single source of status. | Multi-stage workflows with explicit state per document. |
| Audit | Reconstructed after the fact, if it can be at all. | Full audit trail captured as the document moves. |
| Reuse | Content stays locked inside individual files. | Structured output feeds warehouses and downstream agents. |
Which documents does it handle?
ContentHub processes invoices, contracts, and legal documents, along with any other structured or unstructured document type you need it to learn.
It is the internal-context layer of the Context Engine platform: the institutional memory of what your organisation already knows, sitting alongside PulseMI's external signal coverage and feeding InContext PR's grounded generation.
ContentHub questions
What is ContentHub? +
ContentHub is Context Engine's document intelligence platform. It classifies documents, extracts structured data from them, and automates the approval workflows around them, covering invoices, contracts, legal documents, and any other structured or unstructured document type.
How accurate is ContentHub's data extraction? +
ContentHub's LLM-powered field extraction measures 92% accuracy on our internal benchmark set, and document classification completes in under one millisecond. Accuracy on your own documents depends on their format and variability, which is what a demo on your sample data establishes.
Can ContentHub integrate with our existing data warehouse? +
Yes. ContentHub exposes APIs and webhook integrations and is designed to operate alongside existing cloud data infrastructure including BigQuery, Snowflake, and Databricks.
Does ContentHub keep an audit trail? +
Yes. Every classification, extraction, and approval step is recorded, so any decision made downstream can be traced back to the source document and the stage it passed through.
Ready to see ContentHub on your own data?
Bring a representative sample and we will walk through it with you. No generic demo deck.