How it works

City signals.
Shared understanding.

The app, venue sensors and Vibe AI already contribute to Vibe’s network. The lab brings their signals together, analyses them and turns the insights into useful tools.

App, sensors and AI → connected insightConceptual view
01 / The whole picture

Different signals.
One connected view.

The Vibe app contributes signals from the way people use it: check-ins, interests, events, plans and sharing. Venue sensors add another view of activity in physical places.

Vibe AI contributes to the network alongside these sources. Together, they give the lab more context for understanding the city than a single source could provide.

02 / From input to outcome

How activity becomes useful.

01

Collect signals

Bring together information from the app, venue sensors and Vibe AI. Different sources have different permissions, coverage and limits.

02

Process and check

Prepare the data for analysis and examine its quality. A missing reading, an old listing and a current observation should not be treated as the same thing.

03

Understand the patterns

Study how activity changes across places and time. Look for relationships, test explanations and distinguish estimates from observations.

04

Put the insight to work

Use what we learn in the app, tools for venues and research about city life. The goal is a useful outcome for the people behind the data.

03 / The sensor network

A closer view of a place.

In the room

Venue sensors contribute readings about activity in a physical space. They complement the signals people contribute through the app.

Across time

Repeated readings can show how a place fills, changes and quietens. Their value comes from context and analysis.

Connected to the lab

The readings become one input to the wider network. Sensor data and personal app data have different roles and privacy considerations.

04 / Data and people

The distinction matters.

A picture of city activity is different from a personal app feature. Seeing an area become busy does not require displaying the people in it.

Features such as friend location sharing depend on a person choosing to share. Read our approach to data and privacy ↗ for more context.