VOYGR: Validate & enrich your place data at scale

Could you build this?

Partial The search and validation API endpoints can be vibe-coded, but building and maintaining a global, verified point-of-interest (POI) dataset requires massive web-scraping infrastructure.

What it would actually take: A production version needs distributed web scraping clusters using headless browsers to extract operating hours, menus, and addresses across hundreds of platforms while bypassing anti-bot protections. It requires an entity-resolution and record-linkage pipeline using probabilistic models and embeddings to deduplicate and verify place data with high precision. This requires experienced data engineers and large-scale web scraping infrastructure.