Public data. Clear decisions.

Data in.Decisions out.

I combine databases, spreadsheets, formulas and LLM evidence to answer awkward commercial questions. You can inspect the method, rows and limits behind every result.

Explore the live reports See the working stack

2 dashboardsinteractive public builds

5 downloadsCSV and JSON files

4 studiesdated research outputs

analysis-workbench Interactive model

Bring the evidence togetherSource layer

Relational dataQuery, filter and join

Spreadsheet modelsClean and reconcile

Public datasetsCSV, JSON and APIs

domainschemacited

agent-001.co.ukLocalBusinessyes

agent-002.co.ukOrganisationno

agent-003.co.ukmissingno

agent-004.co.ukRealEstateAgentyes

agent-005.co.ukOrganisationno

102 audited domains joined to 46 captured source entries

Working stack

Tools chosen for the question.

The public reports show the output. This is the wider toolkit I bring when the source lives in databases, spreadsheets or AI platforms.

Relational data

Query the rows that matter.

Use joins, filters and grouped measures to turn operational tables into a clean analytical base. Keep the query logic visible and repeatable.

Latest builds

Inspect the work, not just the claim.

AI SEARCH EVIDENCEPublished May 2026

Named by AI is not the same as cited by AI.

I matched 102 company domains against captured AI answers and their source entries. The report keeps agent visibility separate from evidence ownership.

Audited domains102

City answers10

Source entries46

Open files2

Open the dashboard Download the CSV

Research ledger

Dated. Open. Checkable.

Every item links to the visible result. The dashboards also expose their source rows and method.

01UK estate agents in AI searchDataset and evidence explorer, May 2026 02UK house prices and affordabilityJoined public-data model, May 2026 03UK law firms in AI searchTechnical audit, May 2026 04UK accountants in AI searchTechnical audit, May 2026

Bring me the messy data.

I will help you find the useful question, build the model and explain what the evidence actually supports.

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