What the signals say. Honest read first: a large share of onesqft's 13 signals are noise for a real-estate venture — heart-disease threads, laptop-bloat tools, Claude-as-game-designer, robotics builds. The signals that actually matter are two small, vibecoded NYC local-data tools: nycstoops.com (10M lines of public data consolidated into a free tool any NYC renter can use — rent stabilization, bedbug records, complaints) and njtown.vercel.app (an app to pick your NJ commuter town). Both were built by individuals, fast, on public data. Together they describe the exact product shape onesqft should be in: consolidate messy public records into one honest surface. The OKF standard (Google's vendor-neutral knowledge format) is the storage layer that makes that consolidation maintainable.
nycstoops is a free, single-author competitor on the renter-data axis and it is already live. onesqft's $4.99/mo membership (per the prior Stack report) competes with a free tool that is good enough — which means onesqft's paid layer has to offer something nycstoops doesn't (transactional path, B2B funnel, neighborhood-level intelligence), not just the same data behind a paywall.