Geospatial future intelligence — by IZILab

Read the territory.
In the present and the next 20 years.

Chorema turns public and proprietary geospatial data into diagnoses, trajectories, and scenarios. A research environment, not a dashboard. A conversation, not a query.

>
14
specialized agents
171
analytical tools
80,000+
geospatial indicators
100+
validated indices
500+
foresight reports
5
foresight methodologies
10+
academic partners
107
Italian provinces
The origin

From the Greek χώρα (chōra) — space, territory, place. A chorema is the elementary graphic model that captures the structure of geographic space. The atom of analytical cartography.

What Chorema does

Not a dashboard. A territorial reasoning system.

— 01

Query in natural language

Ask "Compare healthcare accessibility between Milan and Naples". Chorema picks agents, data, methods.

— 02

Compose cross-domain evidence

An Opus 4.8 coordinator orchestrates agents in parallel. A CriticAgent validates against 6 criteria. Validated indices co-developed with Politecnico di Milano, Aalborg University, LUM, and Padova.

— 03

Produce publishable outputs

H3 hexagonal maps, provincial choropleth, time series, scenario simulations, NotebookLM-style studies exportable to DOCX.

The structural difference

The difference isn't in the model. It's in the knowledge infrastructure underneath.

Same question. Four different answers.

ClaudeChatGPTGeminiChorema
Data granularityNoNoPartialYes
Traceable sourcesGenericGoodUncertainCurated, 18 sources
Hallucination riskLowLow–mediumHighContained (CriticAgent)
Time horizonsNoNoNo5, 10, 20 years
Scenario modelingNoNoNoYes
Validated indicesNoNoNo100+, academic peer-review
ActionabilityNonePartialApparentFull
Diagnosis, trajectory, scenario

Chorema doesn't just describe the present. It reads where the territory is heading.

Historical data reveals trajectories. Five foresight methodologies — PESTEL, STEEP, Three Horizons, Backcasting, Scenario Matrix — build scenarios over 5, 10, 20-year horizons. Foresight is not an extra domain: it's a way of reading every domain.

— 01

Diagnosis

Where we stand. Cross-domain evidence, point-in-time indicators, territory comparisons.

— 02

Trajectory

Where we're heading. Time series, trends, correlations across domains.

— 03

Scenario

Where we could go. Stress testing, weak signal detection, futures thinking anchored to data.

Thematic intelligence

Heterogeneous public data, a single interface.

ISTAT, ISPRA, Copernicus, CAMS, Eurostat, UN, CEDEFOP — orchestrated by a multi-agent coordinator. Custom domains added via Index Crafter, with academic validation.

Urban H3

accessibility on hexagonal grid

7 regions

PNRR

Italian recovery plan monitoring

1,606 projects

BES

Italian wellbeing index

67 indicators

Patents

public research patents

117 institutions

Health

Health For All Italy

4,726 indicators

Climate

ERA5 + CMIP6 projections

40 indicators

Air quality

CAMS PM2.5 / PM10 / NO₂ / O₃

H3 r6/r7

Hydrogeological risk

landslides, floods, coastal erosion

nationwide

Innovation

Lombardy R&D (SIIHST)

56 indicators

Labour and migration

Excelsior, ForeSkill, CEDEFOP

107 provinces

Colombia labour

GEIH DANE

33 departments

SDG

17 UN goals

708 indicators

Documentary

semantic RAG on PDFs

custom collections
⌖ transversal

Cross-domain foresight

PESTEL, STEEP, Three Horizons, Backcasting

applicable to every domain

Your domain

Index Crafter, on-demand

academic validation
From platform to verticals

One platform, multiple intelligence verticals.

Each vertical inherits the full Chorema stack — indices, agents, data lake — and adds domain-specific data and logic.

ForeSkill

Europe's first SaaS for medium-term labour mismatch forecasting, applied to migration diasporas. Integrates CEDEFOP, Eurostat, Excelsior.

GeoSentinel

Predictive IoT monitoring for critical infrastructure, territorial resilience, and environmental health. Alerts in under 60 seconds.

StratoHealth

Cross-references 4,000+ health indicators (Health4All) with Copernicus environmental monitoring.

How it works

Four steps, one reasoned answer.

01

You write a question

in natural language, no schema or query

02

The coordinator picks agents and routing

SINGLE · SYNTHESIS · CATALOG

03

Agents work in parallel

extract data, compute, map, model

04

The CriticAgent validates and synthesizes

6 criteria, confidence tagging per output

In practice

Real territories. Real decisions.

— Case 01

Ministry of Infrastructure and Transport

PNRR portfolio

"The largest national PNRR portfolio in the transport sector: 1,606 railway projects, €40 billion in investments, 20 regions. Chorema integrated fragmented data sources into a single territorial intelligence platform, built a coherent taxonomy classifying 1,547 projects by type, scale, and impact, and produced interactive geospatial dashboards supporting strategic monitoring and resource allocation."

— Case 02

Italian energy operator

Innovation foresight

"A leading Italian energy operator navigating decarbonization, electrification, and shifting consumption patterns. Chorema mapped emerging trends through systematic horizon scanning, built competitive benchmarks on innovation trajectories of key players, and identified patterns of technological and behavioral evolution to anticipate customer needs and inform future-oriented service design."

Who it's for

One platform. Four strategic audiences.

National institutions and ministries

Infrastructure portfolios, investment monitoring, policy impact assessment.

Cities and regional governments

Climate adaptation, 15-minute city planning, cultural observatories, S3 monitoring.

Corporate and energy

Innovation foresight, competitive benchmarking, consumer trend anticipation, service design.

Defense and strategic planning

Wargaming scenarios, network analysis, resource inventorying, parametric simulation.

Methodologically validated

Indices co-developed with leading research institutions.

Politecnico di MilanoAalborg UniversityLUMUniversità di Padova+ 10 universities across Italy and Europe

Indices peer-reviewed against international scientific literature. Knowledge infrastructure scanned by an AI-powered Index Crafter that ingests top journals and conferences in real time.

Trusted by
National institution
Energy leader
City government
Agrifood consortium
Cultural services
International migration consortium
Access tiers

Four levels, domain by domain.

Basic
€20–30k / year
urban + labour/migration
Standard
entry tier expansion
+ climate, SDG, health
Premium
€40–120k / year
+ patents, innovation, environmental risks, PNRR, Colombia
Enterprise
bespoke
custom indices, proprietary data ingestion, on-premise option

Research Partnerships from €30–80k per project — co-design of sector-specific indices with academic validation. API Marketplace launching H1 2027.

Chorema is developed by IZILab. Headquartered in Rome, with research partners in Copenhagen, Milan, Bari, and Padova.

Ready to read your territory
in the present and the next 20 years?

Reply within 48h — access evaluated case by case.