Built solo in a 3h10 hackathon window ยท Claude Impact Lab London ยท 30 July 2026

Step Out

What's going on around you, matched to what you actually asked for.

Local life lives in PDF newsletters, WhatsApp groups and chalkboards, invisible unless someone tells you. Step Out puts it on one board, matches it to a plain sentence about your situation, and notices what people keep asking for that doesn't exist yet.

The two-minute tour

Three things to see, in order. Each step runs its example for you, and a floating chip carries you to the next.

What's real here

  • Demo mode โ€” hosted pages open with saved responses from real model runs, so browsing costs nobody anything and asks for nothing.
  • On the day โ€” every flow here ran live against the Claude API. This archive replays those saved responses. Today's live search lives on the live site.
  • Live the product loop genuinely runs ยท Live concept real calls, but it's the backstage engine ยท Labelled prop an illustrative mock-up, labelled as one.

The pages where the product loop actually runs: browse it, ask it, feed it. Hosted copies open in demo mode with sample responses, and the banner on each page links the live version.

Concepts & mock-ups

What this could grow into. Real data and real model outputs where labelled, but these are sketches of the product, not the product.

The hackathon

Theme three of the brief asked how AI could expose opportunities locally instead of centralising them. The walk that led to this answer, the plan going in and what I'd do differently are in the writeup โ†’.

3h10solo build window โ€” 28 features, each stamped with a verify command at a commit
28real entries on the board โ€” every one with a named source
เฆฌเฆพเฆ‚เฆฒเฆพreplies in your language โ€” tested in Bengali and Somali, the venue neighbourhood's own languages
86%of one newsletter's 21 listings changed within a year โ€” why every entry carries a freshness flag

Exactly what existed at the freeze is kept, never edited: browse the frozen hackathon build โ†’