EspressFlowCV vs Kaffedex

Perfect your espresso shots with computer vision and machine learning. Turn your iPhone into a professional espresso analyzer! EspressFlowCV uses advanced computer vision and machine learning to evaluate your espresso shots in real-time, helping you brew consistently perfect coffee. How It Works Record: Capture a 22-second video of your espresso extraction Analyze: Our model examines flow patterns, timing, and extraction quality Learn: Get instant feedback - "Good" or "Under-extracted" with confidence scores, along with barista feedback Track: Build your personal espresso journal with detailed shot history Key Features - Real-time Analysis - Advanced Random Forest ML model trained on hundreds of shots • Instant Results - Know your extraction quality in seconds • Shot History - Track your progress with beautiful charts and statistics • Privacy First - All your data stays on your device • No Accounts - Start analyzing immediately, no signup required • Offline Capable - View history and stats without internet Perfect For - Home Baristas wanting to improve consistency - Coffee Enthusiasts tracking extraction experiments - Café Owners training staff on optimal extraction - Anyone serious about espresso quality The Science Our computer vision algorithm analyzes: - Flow rate and consistency - Extraction timing patterns - Visual stream characteristics - Color development over time Combined with machine learning trained on expert-classified shots, you get professional-level analysis in your pocket. Why EspressFlowCV? Accurate: 91% classification accuracy on test data Fast: Results in under 30 seconds Private: Your shots never leave your device Simple: Just point, record, and learn Proven: Built by coffee enthusiast using real-world data Pro Tips Included Built-in guidance for: - Optimal recording angle and distance - What to look for in good vs. under-extracted shots - How to use results to improve your technique - Troubleshooting common extraction issues Your Privacy Matters - Videos processed securely then immediately deleted • Shot history stored only on your device • No tracking, no ads, no data collection • Complete control over your coffee data Download now and start brewing better espresso today! Requires iPhone with camera. Works with all espresso machines and setups.

Dial in espresso in 1–2 shots, not 15. Kaffedex is the espresso companion for baristas and serious home enthusiasts who are tired of wasting beans guessing dose and grind. Log a pull and Kaffedex tells you the next move — dose and grind direction — converging on a great shot in a couple of calibration pulls instead of a dozen throwaways. DIAL IN FASTER • Log dose, yield, time, grind setting and basket — get a suggested next pull with a dose and a grind adjustment. • The reasoning runs fully offline. It reads your actual shots; roast level, varietal and process fine-tune the call. • Grind advice is shown in your grinder's own clicks or marks AND in plain "finer / coarser" — because no two grinders agree on which way the numbers go. KNOWS YOUR GRINDER • Hand-drawn dials for Niche, Timemore, Lagom, EK43, Mazzer, Weber, Acaia Orbit, Zerno and more — including aftermarket burrs. • Per-burr calibration that sharpens the more you pull. MEASURE LIKE A PRO • Extraction dashboard: TDS, extraction yield, and a live shot graph with flow. • Pair a Bluetooth scale or refractometer to capture weight, time and TDS automatically. THE CODEX — PRO • A built-in coffee encyclopedia: 60+ variety stories, processing methods, origin countries with shaded-relief terrain maps, Cup of Excellence farms, and a sensory guide. LIVES ON YOUR PHONE • Home-screen widgets and a Live Activity / Dynamic Island shot timer. • iCloud sync across iPhone and iPad. • Share any recipe as a scannable card and import a teammate's dial-in in seconds. Free: up to 4 beans with 20 pulls each, the complete rule-based dial-in engine, every grinder dial, and the full extraction dashboard. Kaffedex Pro: unlimited beans and pulls, the entire Codex, and AI coaching — turn a taste note like "sour and thin" into a concrete adjustment, plus varietal-aware guidance. Less guessing. Fewer wasted shots. Better coffee. — Legal Terms of Use (EULA): https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://octolabo.app/kaffedex/privacy/