Every source, about every company, connected.

The Orbit Knowledge Base is the connected data layer beneath everything. Filings, transcripts, disclosures, news, market data, and your own internal research, all anchored to a single master record of every company, so they can be read together as one body of knowledge.

Orbit Knowledge Base connects data sources to an entity master and Orbit Agent

The entity master

The least visible part of Orbit, and the most important.

A single company appears across the world's data under many names and identifiers: a legal name in a filing, a ticker on an exchange, a shortened name in a headline, a subsidiary in a broker note, a different romanization in another market. To a person these are obviously the same company. To a system they are not, unless something reconciles them. The entity master is that something.

One company, read as one

The entity master resolves every document, every data point, and every reference to the one company it actually concerns. Ask about a company and the answer draws on everything Orbit knows about it, from every source, without anyone first working out which records refer to which entity.

Entity master resolves legal names, subsidiaries, ISINs, LEIs, tickers, and headlines to one company

The relationships matter as much as the records

The entity master holds not just companies in isolation but how they connect, corporate structures and the links between related entities, so analysis can follow those connections rather than stopping at a single name. This is what lets monitoring, screening, and thematic work reach across a universe rather than one company at a time, and what surfaces the hidden beneficiaries others miss.

Entity master connects company relationships including parent, peer, supplier, and subsidiary

Where your own data compounds

When internal research, broker notes, meeting notes, proprietary models, is brought into Orbit, it is anchored to the same entity master as the public corpus. Your private view of a company then sits directly alongside the full public record of that same company, in one place, in one query.

Public records and internal data linked on the same company in one query

From documents to structured data

Fast and consistent, without ever losing the source.

Documents are read once, in advance, and turned into structured records anchored to the right company, across 308 document types and with better than 99% parsing accuracy, tables and financial statements preserved with their structure intact. From then on, questions are answered from those records rather than by re-reading the raw text. The original documents stay permanently queryable beneath them.

Consistency

Because the reading is done once and stored, every user works from the same result. The answer does not depend on who asked, when, or how they phrased it, which is what lets a company be compared against itself across quarters and against its peers.

Speed and scale

Answering from structured data is far quicker and cheaper than re-reading documents on demand. That is what makes it practical to monitor thousands of holdings overnight or screen a whole market at once.

Traceability

Each structured record carries its lineage back to the document it came from, so any figure can be traced to its source and checked. The structured layer is faster, but it never becomes a black box.

Some of what matters in research lives in language, the exact wording of a risk disclosure, the tone of a management answer. For that reason the full document layer is kept live and directly queryable, by design, so any question that needs the words themselves can be answered from the source.

Consume it your way

In the platform, through an API, or as a direct feed.

Orbit Insight

Work with the connected data directly in the platform, through the Research Agent, agents, and the use-case library.

API & MCP

Programmatic access and MCP endpoints that bring the Knowledge Base into your own applications and AI tools.

Dataset access

Structured datasets delivered through secure, authenticated channels for teams that integrate raw data into their own systems.

See distribution via MCP

The connected layer your research can build on.

See the Knowledge Base and the entity master that makes it more than a pile of sources. These are conversations that matter deeply to us at Orbit.