Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

HotelRoost

Hotel rankings with the formula printed on the box

Details

External ID
1255573
Source
PH
Company
—
Product
HotelRoost
Website domain
producthunt.com
Launched
Sept. 22, 2026
Cohort
—
Upvotes
2
Upvotes percentile
0.7405388069275176
Tags
Travel, Search, Data & Analytics
Fetched at
Sept. 23, 2026, 1:01 a.m.
Updated at
Sept. 23, 2026, 1:01 a.m.

Description

Every hotel list is an ad. HotelRoost ranks 245,901 hotels with a single published formula: guest ratings weighted by how much evidence is behind them, then re-based against the country they sit in. A 10/10 from twelve guests does not outrank a 9.1 from four thousand. No listing fees, no promoted placement, and the commission is identical whichever hotel you pick, so nothing can buy a position. 28,534 cities, 221 countries, four languages. The formula is published in full.

Enrichment

Theme
financial and labor market data tools
Vertical
Travel & hospitality
Function
Search & retrieval
Audience
B2C
AI stance
Not AI
Project type
Commercial product
Normalized one-liner
transparent hotel rankings for travelers
Manually corrected
False

Could you build this?

Partial The public formula and ranking frontend are easy to build, but aggregating, normalizing, and continuously scraping or licensing clean review data across nearly 250,000 global hotels is an intensive data-engineering challenge.

What it would actually take: Building this requires large-scale data ingestion pipelines that scrape or license structured data from hundreds of OTAs (Booking, Google Places, TripAdvisor) while bypassing anti-scraping and deduplicating 250,000 global entity records across 221 countries. The backend would need distributed crawlers, proxy pools, entity resolution models (matching hotel names, geolocations, and facilities), and an automated Bayesian normalization pipeline. Data engineering at this volume requires continuous infrastructure maintenance and anti-bot mitigation expertise.

Competitors

Other products that read as similar to this one — 75 launches clear the similarity bar, closest 8 shown.

Attention rank: #14 of 76 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 255 days after the earliest competitor.

Other launches for this product