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5/10

Puck Log

A shot-by-shot espresso journal for home baristas that connects to a Bluetooth scale and (optionally) a smart controller like GaggiMate, logging weight, time, and pressure, then suggesting grind and dose tweaks based on your taste notes.

Target user

Home espresso hobbyists chasing better shots

Features
  • One-tap shot capture via Bluetooth scale or GaggiMate controller
  • Taste-to-recipe suggestions (e.g. 'sour' suggests a finer grind and longer pre-infusion)
  • Side-by-side comparison of your last 20 shots across beans, grind, and dose
  • Bean aging tracker that flags when a bag is past its prime
Why now

OpenTelemetry-powered controllers are starting to stream rich shot data, and home espresso hobbyists are hungry to turn that data into repeatable recipes.

Signals · overall 5/10
Demand
5/10

Home espresso hobby market is real and active (Acaia, Decent, Bookoo hardware ecosystems), but the HN OpenTelemetry post only got 16 points and existing shot-logging apps (Portio, HomeBarista, EspressoGram, Good Espresso for Decent) already serve this exact user, suggesting saturated rather than untapped demand.Portio: Brew & Shot TrackerInstrumenting my espresso machine with OpenTelemetry

Whitespace
4/10

Market is crowded: Portio (Acaia/Bookoo BLE), HomeBarista.app (25+ params, AI bag scanning), EspressoGram (sweet-spot analysis, free), and Good Espresso for Decent (multi-scale BLE) all do dose/yield/time/tasting/grind tracking. Only pressure-profile + GaggiMate OTel integration is somewhat differentiated, and Decent machines already expose rich shot telemetry natively.EspressoGramGood Espresso for Decent

Monetization
3/10

Standalone app monetization looks weak — EspressoGram is explicitly free with a 'not trying to sell you a subscription' stance, HomeBarista.app is free-to-download, and Acaia bundles its own free apps with hardware. Users already pay $150+ for Acaia scales and $2k+ for Decent machines, but paying another subscription for a thin wrapper over data their controller/scale already exposes is a hard sell.EspressoGramOur Apps - acaia

Longevity
6/10

Home espresso hobby is durable and expanding (GaggiMate, Decent, Levercraft communities all growing), and shot-history data creates real switching cost. However, longevity is capped by the same commoditization risk — incumbents are free and well-funded by hardware sales.GaggiMate - The smart espresso machine solutionHomeBarista

Feasibility
7/10

Bluetooth scale integration is a well-trodden path (Portio, Good Espresso for Decent already support Acaia/Bookoo/Felicita/Timemore via standard BLE GATT), GaggiMate is open-source on GitHub with public docs and an OTel exporter, and per-user ML on taste notes vs. grind is a small modeling task. Buildable by a small team.GitHub - jniebuhr/gaggimateGood Espresso for Decent

Instrumenting my espresso machine with OpenTelemetry · 16 points · 5 commentsHacker News · 2026-08-02 (today)