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API / product

Exploring more useful signals for busy places.

An API-focused product exploring queue-time estimates, likely busy periods, and nearby alternatives.

APIsPythonDataDocumentation
ProjectWaitTime Intelligence API
RoleAPI product developer
Timeline2026
StatusOngoing exploration
API / product
05
01 / Overview

What this work was about

WaitTime is an API-first concept for turning location and demand signals into useful estimates about waiting and busy periods. The focus is a clean contract that developers can integrate.

02 / Challenge

The problem to solve

Wait-time information is difficult to express clearly: estimates are uncertain, demand patterns shift, and downstream teams need predictable API behavior and honest documentation.

03 / Approach

How I approached it

  • Designed API-focused workflows for estimated queue times and busy-period intelligence.
  • Explored access patterns and authentication appropriate for developer integrations.
  • Outlined response concepts that can present likely busy periods and alternative locations.
  • Created an API landing and documentation experience to make the interface approachable.
04 / Outcomes

The value and the result

API-firstIntegration approach
IteratingProduct status
This is a product exploration; estimated wait times must not be presented as guaranteed real-time ground truth.
05 / Perspective

What it taught me

Good API products balance a clear developer experience with transparent assumptions about the reliability of their estimates.

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