USE CASE

Signals as an input, not a destination

Airport operations data integration is the work of bringing an external signal into a system that already has its own job. DwellTime.aero is designed for that pattern as much as for the dashboard one: you pull scores for many airports at once and decide for yourself who needs to know. The question is not what a score means. It is which of your customers it is about.

What changes when a flight slips

One airport is never one location.

  1. Fan-out, not an event

    One airport may touch forty merchants, or a city of drivers.

  2. Picking the subset

    Too wide is noise. Too narrow misses people.

  3. Your surface, your tolerance

    A stray banner costs nothing. A stray push at 06:00 costs a user.

  4. Support load arrives anyway

    A message sent earlier replaces the support queue.

The signals you would watch

Read all three, then route on the detail.

Headline

Demand pressure

Scoped to a business type, so one airport gives different readings.

Read the definition

Leading indicator

Confidence score

It decides what reaches a customer and what waits.

Read the definition

Context

Reason classes

For routing, not display. Weather and irregular operations differ.

Read the definition

The risk window picks the channel: short suits a push, long a digest.

From signal to shift

Illustrative examples, not instructions.

Demand pressure HIGH, high confidence

Strong enough to act without review.

Fan out automatically, log what was sent.

HIGH score, low confidence

A false alert would cost trust.

Route to an internal queue.

Disruption risk HIGH across several airports

A weather system may affect the portfolio.

Rank sites by exposure, brief ops.

Score drops back to LOW

The earlier pressure did not materialize.

Send a stand-down, clear the banner.

Irregular operations reason class overnight

The event may outlast the shift.

Move it to a morning digest.

Illustrative scenario

A worked example

A platform serving food operators receives one event: demand pressure HIGH, business type named.

The handler finds nine merchants open in the window, not forty. Eight get banners, three a push.

Ninety minutes later the score drops and the banner clears itself, where systems usually fail.

Where the signal lands

The dashboard matters least here. The developer surface covers a watchlist, change events and a stream.

  • API for a watchlist
  • Webhooks for changes
  • Event stream
  • Internal team dashboard

See all delivery channels

Honest limits

Disruption does not automatically mean more demand, and nothing here is live yet. Tell us more on the pilot page.

  • Nothing about your customers Capacity, hours and staffing are yours to map.
  • A category, not a place A cafe score describes a pattern, not one unit.
  • Contract not frozen Payload and event shapes may still change.
  • No promise of service Nothing is committed, announced or published yet.

Disruption happens. Preparation is your move.

DwellTime is in early development. Tell us about your airport and your business, and help shape the first pilot.

Join the pilot