FortyGuard Hackathon ’26Resilient cities · Data analysis

See where heat hurts.Know what to fix first.

KAIRO turns street-level temperature into a ranked action plan for city teams. It shows where exposure concentrates, what amplifies it, and which places deserve attention first.

Live API verified Explainable scoring No hidden LLM dependency
A 3D urban digital twin showing three concentrated heat zones across Phoenix
Live field

40.1°C

mean air temperature

Priority signal

North Phoenix thermal pocket

High persistence · Low canopy

1,055

live temperature cells

verified run

30

urban zones

one operating view

03

priority areas

ranked for review

The problem

A city average hides the block that needs help.

01

Heat is local

Two nearby streets can create very different exposure.

02

Causes overlap

Canopy, surfaces, density, and time all shape the signal.

03

Budgets are finite

Cities need a defensible order of operations, not more layers.

The KAIRO system

From temperature
to triage.

A single, inspectable path from FortyGuard temperature intelligence to the next field assessment. Every handoff is visible; nothing is hidden behind a black box.

01

See

Ingest street-level air temperature and reveal the pattern a city average hides.

02

Explain

Connect heat with canopy, land cover, density, and the surrounding urban form.

03

Prioritize

Rank zones with a transparent exposure model. Every score keeps its evidence.

04

Act

Turn the finding into an assessment brief a city team can take into the field.

A 3D urban block transitioning from exposed heat to tree canopy, cool roofs, and shaded public space
Before · exposed surfacesAfter · targeted cooling

Decision simulation

The output is a choice, not a chart.

KAIRO does not pretend to prescribe a construction project from a browser. It identifies the places and hypotheses worth validating next, then packages the evidence for planners, resilience teams, and field partners.

01

Canopy opportunity

Validate shade gap along pedestrian routes

02

Roof and surface audit

Inspect high-persistence parcels first

03

Cooling pilot

Compare impact before scaling investment

Inspect the action brief

Why it can stand out

Built for the questions judges ask next.

01

A decision layer, not another heat map

The map is only the first frame. KAIRO carries each signal through explanation, prioritization, and an action-ready brief.

02

Evidence stays attached

Observed values, derived features, assumptions, and limitations remain visible. A judge can inspect why a zone ranked first.

03

Live and demo are never blurred

Provider-backed temperature is labeled as live. Scenario context is labeled as modeled. The product earns trust by being explicit.

Phoenix operating picture

Start with the hottest question.

Where should a city investigate first, and what evidence supports that choice?