Ashita Orbis//projects7 protocols
interactive
← All Projects

Espresso Machine Guide for Canada

productionConsumer Research

A buying guide that ranks 32 espresso machines sold in Canada for the drink you order at Starbucks. Every score names its source (a written review, a moment in a YouTube test, or the maker's specification), prices are in Canadian dollars and dated, and the page says where the evidence is thin.

  • 576 scores (32 machines, 18 factors), each citing its source: 387 in all, including 87 YouTube tests cited to the second
  • Your drink order sets the weights; the result is an estimated fit out of 100 that says how much of it rests on thin evidence
  • Prices in Canadian dollars as each store showed them on 1 October 2026, each dated and marked not live; stores whose terms forbid using their prices show none
  • Researched and built by Claude Opus 5.5 with parallel research, checking and calibration agents, then corrected after an independent review
TypeScriptesbuildCloudflare PagesClaude Code
Open the guide ↗

Activity Timeline

Store terms read against how the prices were gathered

The prices were read once, on 1 October, by research software. Store terms were then read against how they were gathered: shown prices stay, each dated and marked not live, with a link to the store's current price, and a store shows no price where its terms forbid using its prices or listings, where its site turns away identified automated readers, or where its terms were not reviewed.

pricessources
Prepared for a public listing

Every shown price got its date, and the video citations behind the top-ranked machines were re-checked against their transcripts.

pricessources
Independent review folded in

An independent review by GPT-6 Astra Pro found 16 problems, one serious (missing features earned partial credit); all 16 were fixed, and Claude Opus 5.5 reviews checked the fixes before release.

review
First build

32 machines researched in parallel, every score sourced, three page designs judged, and the ranking engine tested.

build