How we built a location-based service search aggregator for a startup — a Yandex Maps-level project.

Geolocation Search: A 2GIS Competitor in 4 Months
December 5, 20246 min readAppStar Team

Geolocation Search: A 2GIS Competitor in 4 Months

How we built a location-based service search aggregator for a startup — a Yandex Maps-level project.

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About the Project

For an ambitious startup, we developed a location-based service search aggregator. Technologically, the project competed with Yandex.Maps, Google Maps, and 2GIS.

Client's Idea

Users open the app, and the system automatically shows nearby services:

  • Cafes and restaurants
  • Beauty salons
  • Auto services
  • Medical centers
  • Thousands of other categories

Key Differentiators

  • Data freshness — real-time verification
  • Verified reviews — only from actual visitors
  • Personalization — considering user history and preferences
  • Speed — results in 0.3 seconds

Technical Implementation

Architecture

Algorithms

  • Custom ranking algorithm (ML)
  • Map point clustering
  • Predictive search
  • Review sentiment analysis

Mobile Applications

  • iOS (Swift)
  • Android (Kotlin)
  • Offline mode with caching

Development Results

MetricValue
Development time4 months
Search response time<300 ms
Service categories500+
Map points2M+

Technical Metrics

  • 99.9% uptimehigh availability
  • 10K RPS — load-ready
  • <50 msAPI response time
  • 4.8★ — app store rating

Project Business Model

  1. Freemium for users — basic features free
  2. Business subscription — enhanced listing, analytics
  3. Advertising — priority placement
  4. Partner API — data integration

Project Economics

Development investment: $120,000

Potential revenue (at 100K MAU):

  • Business subscriptions: $30,000/mo
  • Advertising: $15,000/mo
  • API: $5,000/mo
  • Total: $50,000/mo or $600,000/year

Project Lessons

  1. Technology ≠ success — marketing and investment needed
  2. Competing with giants is hard — finding a niche is crucial
  3. MVP over perfection — quick launch is critical for startups
  4. Team matters — technical skills + business expertise

"We can implement a project of any complexity — from idea to App Store and Google Play launch in 4-6 months." — AppStar Team


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