Final Pipeline

Steps marked ran as a script against the app database. Click one to see which.

01Reddit download

Arctic Shift

25,382 posts294,937 commentsAug 2023 – Aug 2026

02LLM extraction pipeline

  1. 1Extract restaurant mentions
  2. 2Rate each mention
  3. 3Find, rate, and canonicalize dish mentions

03Restaurant linking

  • Fuzzy-merge raw name spellings into canonical restaurants
  • LLM triage of names
  • Match each restaurant to its Google Places listing

04Audit, part 1

  • Pin census: every pin checked against its Reddit quotes
  • Ambiguous-name sweep with full quote context (48k judgments)
  • Shared-address pass for duplicates and dead predecessors

05Build the web-app database

Post-web-app passes

06Audit, part 2

Claude Code agents, run against the live DB

07Rating & presentation

  • Dish tiers
  • Mention glyphs (sentiment)