How Aino finds government data that isn’t in any catalogue

Most spatial data you need for a project is public, but scattered across thousands of separate government portals in different formats. aino_search sends an AI agent to find the right portal, read it, and pull the data onto your map in minutes, with its source attached. No GIS software, no downloads, no waiting on a specialist.

The problem: public data you still can’t reach

Every planning or site decision starts with the same question: what’s actually here? Zoning, parcels, flood zones, green space, population. Almost all of it is published by cities and governments, by law, on official open-data portals.

So why is it so hard to get?

Because “published” and “usable” are not the same thing. Every jurisdiction runs its own portal, built on its own system, in its own format. One city uses one platform, the next uses another, a third has a map viewer with no download button at all. Finding the right portal and extracting clean data from it is a small technical project every single time. That’s the wall most people hit, and it’s why they end up asking a GIS team and waiting.

What aino_search does differently

Instead of relying on data someone already collected into a catalogue, Aino goes and gets it live, at the moment you ask. You describe the area and the data in plain language, and an AI agent does the rest:

• Finds the jurisdiction your area falls in, down to the most local level, because city and county portals usually hold the richest data.

• Discovers the official portal that publishes what you asked for.

• Reads how that portal is built and extracts the layer directly, rather than following one fixed script that only works on one system.

• Chooses the highest-quality version of the data, preferring true boundaries and shapes over rough approximations.

• Retrieves large areas in pieces and stitches them together, so nothing is missed across a big polygon.

• Retries when a path fails, diagnosing what went wrong and taking another route instead of returning “no data found.”

It works this way in any country: a city portal in the US, a national dataset in the UK, a European geoportal. The agent adapts to the source instead of expecting the source to be standard.

Why this matters for the work Aino is built for

The people who feel this most are the ones whose projects start with local data they don’t control:

• Architects and urban planners work in the pre-design phase, where site and context analysis has to happen before design begins. That phase usually isn’t billable, so the days spent hunting zoning and parcel data are days the firm absorbs. Pulling them from the source in minutes changes what that phase costs.

• Site and development teams screen many locations before committing to one. Local zoning and constraint data per site is exactly what’s scattered across portals, and exactly what slows screening down.

• Public-sector teams need every figure tied to an official source, because the decision will be reviewed. Data that names its own portal and fetch time is data that survives scrutiny.

In each case the bottleneck is the same: the data is local, official, and not in any commercial catalogue. That’s the gap aino_search is built to close.

What happens when the data doesn’t exist

This is where Aino is deliberately different.

If a government doesn’t publish what you asked for, Aino tells you. It does not fill the gap with an estimate or a guess. It reports what it searched, where, and why nothing was available.

And every layer that does come back names its real source, the portal and the dataset, so you can verify it yourself. Aino never generates data to look more complete. When the answer exists, you get it in minutes. When it doesn’t, you know that too.

FAQ

What is aino_search?

A capability in Aino that retrieves government and municipal spatial data directly from official web portals, on demand, using an AI agent instead of a pre-built catalogue.

Do I need GIS skills to use it?

No. You describe the area and the data in plain language, and Aino returns it on your map.

Which countries does it work in?

Any country with published open data. The agent finds the appropriate national, regional or city portal for the area you specify.

Does the data come with a source?

Yes. Every layer names the portal and dataset it came from, and when it was fetched.

What if the data I need isn’t published anywhere?

Aino tells you it’s unavailable and documents what it searched. It never invents or estimates data to fill the gap.

How is this different from using data already inside Aino?

Aino’s built-in connectors cover global sources like OpenStreetMap and Census data. aino_search goes further, reaching individual government portals that no catalogue includes.