THE INTELLIGENCE LAYERTHE INTELLIGENCE LAYERTHE INTELLIGENCE LAYER
FOR CITIES FOR CITIES FOR CITIES & INFRASTRUCTURES
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FOUR PARTS, ONE STACK
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AI agents for the built world
Not an LLM reading one database. Ask in plain English and it works out which datasets could answer, pulls them, runs the spatial work and synthesises a result — across sectors, citing what it used at every step.
question → discover → retrieve → process → analyse → synthesise
How a city compares
Every city scored against the same 86 evidence-based criteria drawn from ISO 37120/37122 and the UN U4SSC indicators — so percentages compare like with like, and every finding links to the public source it came from.
What a nation actually has
The physical estate of a country on one surface: energy, water, transport, telecoms, hydrocarbons, flooding, utilities, land, environment and critical infrastructure — what is designated, and what is already buried.
Find and use data without moving it
Not a warehouse — a registry and indexing layer for distributed data. It knows what exists, where it lives, what shape it is, how it connects and how to reach it, so a question can cross sources that were never designed to meet. It is the reason the layer above is not limited to whatever happens to sit in one database.
- Metadata
- Source & location
- Provenance
- Schema
- Spatial & temporal indexes
- Relationships
- Lineage
- Access & connectors
- MCP interfaces
- Optional cached extracts
// ABOUT_USDATACORRIDOR
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A TIRELESS SURVEY TEAM
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Discover
Finds where data livesAgents scan official sites and the open web to find every place a city publishes data. Finding nothing counts too — a blind spot is a finding.
Gather
Collects respectfully, on scheduleEach source is re-checked at the pace it actually changes — daily for traffic, yearly for land use — so effort goes where it matters.
Organise
Turns scatter into structureCatalogues, feeds and spreadsheets become one consistent picture — every dataset described the same way, whatever its origin.
Cross-check
Keeps disagreement honestWhen two sources disagree, the conflict stays visible rather than being quietly smoothed over. You can see where a city disagrees with itself.
Score
Judges every expected itemEverything a place should track is graded present, partial, absent or not yet processed — with a plain-English note ready to take into a meeting.
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MAPPING ABSENCE
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New to how cities are measured? Read our complete guide to smart city frameworks — ISO 37120/37122, NIST and U4SSC compared.
Verified against a live public source — the strongest state a criterion can reach. Nothing here is inferred or assumed.
Some evidence exists, but it doesn't fully satisfy the criterion. Flagged so a city knows exactly what more to publish.
Checked and verifiably missing — not silence mistaken for a gap, but a confirmed finding a funder can act on.
Queued, not skipped. Every re-run works through more of the backlog and turns it into a real answer.
SMART CITIES
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INFRASTRUCTURES GALLERY
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· 17 layers
Water, coast & flood
The rivers of Great Britain with measured flow, every monitored storm overflow, the shoreline policy that decides which coast gets defended, and the flood areas behind it.
Open the mapOpen the water, coast & flood mapopen_in_newFUNDING, CONCENTRATED BY DOMAIN
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- live opportunities
- 396 live opportunities
- places matched
- 69 places matched
- sector themes
- 7 sector themes
Each record keeps its issuer, its value band, its opening and closing dates and a link to the original call — so a result can be checked, not just trusted. Filter by infrastructure domain to find the calls that match what a place actually has, or what it is missing.
Coverage is the United Kingdom today — national programmes, regional funds and city-level grants, down to community schemes worth a few thousand pounds. We would rather say that plainly than imply a global footprint we have not mined yet.
A free account opens the full list. We ask what sector and domains you work in, and that is what decides where mining goes next.
TAKE THE DATA WITH YOU
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One record per dataset — and it is published, not hidden
What each dataset is, what it means, who published it, what licence it carries, which columns it has and what those columns can contain, where it reaches, and what it joins to. It is the same file the map loads and the AI reasons over — written as Parquet, so DuckDB can query it straight off the web with no download and no loader in between.
Public API
Rankings, per-city assessments with their evidence links, coverage, gap searches and country rollups — JSON over HTTP, CORS open, no API key. Cite it, chart it, or pull it into a product.
MCP server
Connect Claude, Cursor or any Model Context Protocol client and the same data arrives as tool calls rather than as scraping. Read-only, and every finding comes back with the source it was judged from.