- How is this data collected?
- AI-assisted, with human review. We pull candidate venues from public sources and confirm happy-hour details against each venue's own website and social channels before anything goes live.
- How do I submit a change?
- Click the edit prompt on any venue, fill in the corrected value (and a source link if you have one), pass the captcha, and submit. Most verified low-risk changes apply within about a day.
- How do you prevent fake submissions?
- A trust score per submitter, AI verification against the venue's own channels, and community corroboration. Big changes — like 'this place stopped doing happy hour' — need multiple confirmations or a human's sign-off, never one anonymous edit.
- I'm a restaurant — how do I correct my listing?
- For now, use the regular submission form. A verified-owner claiming flow is coming.
- Why is some data missing?
- We'd rather show nothing than guess. If we can't verify a venue's happy hour, we show a 'help us add it' prompt instead of inventing details.