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Andrew Deighan

work / decision-intelligence

03Decision Intelligence

AtlasOra

A guest-facing feature that weighs homes against a guest’s priorities, labels its judgement separately from measured fact, and falls back to facts when the model fails.

1The problem

Guests choosing between homes on AtlasOra, a vacation rental marketplace, need to weigh them against their own priorities.

2What I built

A guest-facing feature that weighs homes against a guest’s priorities using measured map and listing data.

AI output is labelled as judgement, separately from measured fact.

Guest asks, facts first, judgement labelled
Guest asks, facts first, judgement labelled1. Guest asks for a comparison (Person): Nothing runs until they do 2. Measured map and listing data (Data) 3. Weigh homes against priorities (Model) 4. If it fails: Model fails: Falls back to measured facts alone 5. Shown as fact and judgement (Labelled): Judgement labelled separately 6. Guest decides (Person): It never books, never reordersGuest asks for a comparisonNothing runs until they dopersonMeasured map and listing datadataWeigh homes against prioritiesmodelModel failsFalls back to measured facts alonefallbackShown as fact and judgementJudgement labelled separatelylabelledGuest decidesIt never books, never reordersperson
stepa personfailure pathright-hand tag: model or rule used

3How the AI is controlled

It may
  • Weigh homes against the priorities a guest gives it, using measured data. d1
It may not
  • Run unless the guest asks. d2
  • Book anything, or reorder results. d2
  • Present its judgement as fact. AI output is labelled as judgement. d3
Who approves
  • The guest starts it and makes every decision. d2
When it fails
  • If the model fails, it falls back to measured facts alone. d4

4The result

Run log5 rows · source: fact file
MeasureValueFact
Runson guest request onlyd2
Bookings made by the AInoned2
Results reordered by the AInoned2
Model outage, Sep 2026On measured facts alonekept workingd4
Measured guest-behaviour resultsnot yetd5

No measured results on guest behaviour are available yet.