Airbnb / Atlas.
A journey begins with an intent.
An idea.
Another perspective.
Independent travel exploration concept inspired by Airbnb: preferences that transform into comparable options and an editable itinerary.
The challenge
The traveler describes ambiguous needs, availability changes and the total cost can get lost among alternatives. The challenge is turning intent into an informed decision without inventing availability or prices.
The proposed direction
We propose an assistant with tools restricted to an authorized catalog, geographic filters, API-confirmed totals and option comparison. The booking maintains explicit user confirmation; an observability system logs sources and failures without storing unnecessary information.
Architecture and technologies
Engineering challenges and decisions
- Pricing: live quotes and confirmation before booking.
- Availability: explicit states and result expiration.
- AI: permitted tools, budget limits, and human review.
Modelled monthly commissions
Concept projection, calculated from the following assumptions.
Visible assumptions
500,000 visits/month in both scenarios. Baseline: 1.1% conversion and 42 USD average commission. Hypothesis: 1.45% conversion and 45 USD average commission. Exploration model assumptions.
500.000 × 0,011 × 42 = 231.000 USD → 500.000 × 0,0145 × 45 = 326.250 USDHow we would validate it
Measure net completed bookings minus cancellations, satisfaction, and support cost. The increase is a hypothesis, not a return promise.
A conversation can open up a whole universe.