Querying TBs of raw flight data in plain English? Wingbits AI brings OSINT to the masses. Here is a deep dive into the massive system design behind it.

Lately, every time someone launches an AI product, it’s just a thin wrapper around OpenAI. But once in a blue moon, a tool drops that actually solves a hard engineering problem. Enter Wingbits AI—a product built to turn you into a professional OSINT operative, letting you stalk your CEO's private jet or monitor geopolitical airspace activity from your couch.
Alex (co-founder) recently dropped this beast on Product Hunt. The frontend looks simple, but the backend is an absolute unit. They spent the last two years deploying 6,000+ antennas across 120 countries, chewing through terabytes of raw aviation data daily.
Instead of hiring a ridiculously expensive data science team to query that massive data lake, you just type in plain English. You can ask, "Where is Air Force One right now?" or "Which private jets landed in Davos last weekend?". The killer feature? No-code AI agents. You can spin up an agent to monitor airspace 24/7 for specific events (like GPS jamming spikes or route deviations) and blast an alert straight to your Slack or Telegram. No code, no infra maintenance.
With a solid 200+ upvotes, the comments quickly turned into a masterclass in system design and OSINT appreciation:
The hard truth? Wingbits isn't dope just because of the AI. It’s dope because of their proprietary data. Unlike script kiddies using a Proxy to unlock limitless web data collection to scrape public flight APIs, these guys physically deployed 6,000 antennas.
The lesson for indie hackers and devs: The AI is just a fancy UI. Proprietary data is the real moat. Stop building thin ChatGPT wrappers and start figuring out how to own your data pipeline.
Source: Product Hunt