We scrape filings, donations, contracts and the open web, then use language models to pull out entities and the links between them. The output is a map of who is connected to whom, and what changed hands.
Microsimulation, input-output models, and bespoke indices. When the existing statistics do not answer the question, we build the measure that does and show our working.
LLM extraction across millions of pages: annual reports, registers, planning files. We turn unstructured text into a dataset you can query, with the source kept attached to every fact.
Public-facing searchable databases, trackers and indexes. The work does not stop at a PDF. We ship things people can use, and we keep them running.
We scraped millions of pages to map the modern far right and trace its connections to money and power across America and Europe. Built with the Autonomy Institute, published as a standalone site that reads like a wiring diagram of the post-democratic project.
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An LLM pipeline reads every UK annual report and surfaces the risk events companies have actually confirmed. Live, and updating.
Open the monitor →
Thirty million job ads scored for AI exposure using LLMs on the Isambard supercomputer, built with the UK AI Security Institute.
Built with AISI · no public site
Political donations linked to government contracts. Launched in the Guardian; the donor-contractor nexus, named and counted.
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Labour's shift toward business donors between 2019 and 2024, drawn straight from the donations record. Picked up by Novara.
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An AI-augmented index of the Heritage Foundation's 900-page plan, so anyone can find what it actually says.
Search the index →
An economic model of landlord profits across England, built for the Joseph Rowntree Foundation. The numbers behind the rent.
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A searchable database of licensed care-visa sponsors, built with the Bureau of Investigative Journalism for the workers who need it.
Open the database →
Arts-council funding by constituency since 2014, built for Equity so members can see where the money went.
Open the tracker →
Mapping the corporate connections of the UK's entrepreneurial far right, one directorship at a time.
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A co-mention network built for the International Trade Union Confederation, tracking the companies working against organised labour worldwide.
Built with the ITUC · no public site
Where it started: the UK workforce scored by Covid exposure, on ITV's Peston within a fortnight of lockdown.
Read the original →Six people. No account managers, no layers. You talk to the person doing the work, and the work is built to be checked. We take on projects for unions, charities, newsrooms and campaigners, and most of our work arrives through someone we already know.
If that is you, the email is at the bottom of the page.
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