I built GeoQuests where people can request photos of a place
Real-time ground truth beats stale Street View, but network effects make or break it.

Real fraud problem, but the linked URL shows AWS community posts, not the actual product.
Diaspora families sending money home for construction, construction project managers
Procore · Buildertrend · Milestone inspection services
I built Build4Me to address a trust problem in diaspora-funded construction projects.
Many families send money home to build houses but have no reliable way to verify that work is actually being done. Photos can be reused, progress exaggerated, or projects abandoned after funds are sent.
Build4Me introduces milestone-based funding where each construction milestone must be verified before funds are released.
The system verifies progress using: - geotagged photo capture - GPS location verification - AI image analysis - duplicate image detection
It runs on serverless AWS architecture using services like Rekognition, Bedrock, Lambda, DynamoDB, and Amazon Location Service.
Would love feedback on the architecture and fraud detection approach.
Real-time ground truth beats stale Street View, but network effects make or break it.
Novel crowdfunding-for-AI concept, but projects show cents raised against hundred-dollar targets.
Solana escrow pays creators 10% upfront, but oracle verification remains vague.
Crypto-signed field photos with zero backend trust, but disputes aren't new—and adoption requires both sides.
Real-time GPU pricing comparison table, but Vast.ai's own UI does this natively.
Clever crypto stack (Ed25519 + RFC 3161 TSA + GPS) but solves a niche dispute problem solo can't fix.