
Demand Intelligence, Meet Kitchen Execution
Forecasting tools tell you what to expect. KDS systems show what’s ordered. ClearCOGS + Fresh KDS is the first platform that puts the AI prep forecast directly on the kitchen screen, closing the gap between prediction and production at every location. Live in production today across Groucho’s® Deli, with a roadmap to a fully self-improving kitchen intelligence loop.
Contact Our TeamTwo ways the integration delivers value
Predict + Display, Live Today
Each morning, ClearCOGS analyzes POS history, weather, local events, and seasonal patterns to produce an item-level prep sheet. One webhook per location pushes that prep sheet to Fresh KDS, appearing on every kitchen tablet before the shift begins, synced in real time via MQTT.
– Item-by-item prep quantities on the kitchen screen
– Real-time MQTT sync across every tablet, every shift
– No new hardware. No new training. No app updates.
– Live today at Groucho’s® Deli across 6 locations
Score + Improve, The Complete Loop (Roadmap)
Fresh KDS’s On the Fly app scores kitchen performance shift-by-shift, speed, accuracy, throughput. Connecting those scores back to ClearCOGS closes the loop: each location’s forecast model gets sharper based on how that kitchen actually executed.
– On the Fly scores tied to ClearCOGS prep expectations
– Per-location ML models learn from real performance
– A self-improving kitchen stack no competitor offers
Powering smarter restaurant kitchens with ClearCOGS forecasts
See how the forecast lands on every kitchen tablet, before the shift starts.
Why partner with Fresh KDS + ClearCOGS
Webhook data flowing across 6 Groucho’s® Deli locations, not a slide, a shipping integration.
Works with the tablets Fresh KDS customers already use. Layout updates daily without app updates.
One webhook per location per day. Most multi-unit deployments are live within 2–4 weeks.
Fresh KDS’s On the Fly scores feed back into ClearCOGS forecasts, sharpening predictions location by location.
Have a question we haven’t covered? See our full FAQ →
For assistance, please visit our Contact Us page. Our team is happy to answer your questions and help you get started.
Each morning, ClearCOGS sends one webhook per location to Fresh KDS containing item-level prep quantities. Those values render on every kitchen tablet before the shift starts, synced in real time via MQTT. No hardware install, no new training, no app updates.
Just tell your ClearCOGS Implementation rep, reply to one of your daily prep sheet emails to let us know, or book a quick call with a sales rep and we’ll switch on the Fresh KDS feed so your prep forecast lands on the kitchen display every morning. No new hardware, no new training.
Great news! Book a meeting with the ClearCOGS team and let us know you’re interested in the Fresh KDS integration. We’ll connect your POS and push the daily prep forecast to the tablets you already use. Most multi-unit setups are live in 2 to 4 weeks.




