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Refrigeration, logistics, restaurants, pharma

Every fridge, every truck, every degree.

Every guest WiFi connection is a data point. Across every venue, every hardware vendor, normalized into a single queryable format that your AI agents understand.

The challenges

1

Spoilage is reported, not predicted

A walk-in cooler trends warm overnight. Nobody finds out until the chef does prep at 6am. By then $1,200 of inventory is in the dumpster — and the POS doesn't know why ribeye is 86'd.

2

Door-propped events go uncorrelated

The walk-in door was propped open for 18 minutes during a delivery. The fridge temp went up 4°F. Nobody connected those two events because they're in two different vendor portals.

3

Compliance logs are paper

HACCP and FDA cold-chain audits still rely on a clipboard hanging on the cooler. One missed entry, one fine. Sensor data exists, but it doesn't go anywhere auditable.

How GuestNetworks solves it

Temperature + door state + POS, fused

Disruptive, Aranet, and Senseware probes; Square or Toast POS; door-contact sensors — all in one time-series store. Spoilage events get a complete root-cause timeline automatically.

Predictive spoilage alerts

Rule: "Cooler temp > 38°F for > 15 min" → SMS the GM, ticket the technician, flag affected SKUs in POS for tomorrow's prep. No more 6am surprises.

Audit-ready cold-chain logs

Continuous temperature record per unit, exportable to PDF for HACCP / FDA / customer audits. Hash-chained for tamper resistance.

ROI Calculator

A refrigerated logistics warehouse with 48 monitored units and $8–12M annual inventory faces roughly 6 temperature excursion risks per unit per year. Each undetected excursion averages $3,500 in spoilage write-off (blended across food-grade and pharmaceutical SKUs). Predictive alerting (threshold + door-state correlation) prevents ~80% of those events — recovering ~$202K/year in spoilage avoidance. Add HACCP audit labor savings (~$15K/yr) and avoided FDA penalty exposure (~$50K/yr per incident) and total annual uplift reaches $250–300K for a full-scale warehouse operation.

Daily Traffic
48/day
Capture Rate
80%
Avg. Value
$3500
Annual Impact
$202K
in trackable, attributable revenue

Key metrics you will track

Coolers monitored
48
Walk-ins, reach-ins, prep tables, delivery vehicles
Spoilage events prevented
↓ 80%
Detected before food crossed the safety threshold
Mean time to alert
< 90 sec
From threshold breach to GM's phone
HACCP audit prep
↓ 95%
From days to minutes; export is a button
Door-prop events / wk
14
Correlated to temperature excursions automatically
Energy anomalies
6 / yr
Failing compressors caught before warranty expires

Popular connectors for cold chain

Disruptive
Disruptive
Aranet
Aranet
Senseware
Senseware
Square
Square
Toast
Toast
Case Study

A refrigerated logistics warehouse recovers $200K in annual spoilage avoidance

150,000 sqft warehouse, 48 refrigeration units, pharma + food-grade mix

Connected Disruptive temperature probes, walk-in door contacts, and inventory system into one canonical event stream. Predictive alerts caught 80% of would-be spoilage events; HACCP audit prep dropped from 6 hours to 10 minutes.

We caught a failing compressor on a Tuesday at 11pm. By the time the morning shift started, the repair was already scheduled and affected inventory was flagged.

Stop discovering spoilage at 6am

Free tier covers one location and 30 days of history. Most operators find their first prevented spoilage event in the first month.