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Services · Software for hardware

Machines are only as smart as the software reading them.

Scanners, inverters, vehicles, lab instruments and robots produce data all day. We build the software that turns it into a dashboard, an alert, a result or a decision.

DEVICEEDGECLOUDDASHBOARD

In business

Warehouse

  1. DEVICEBarcode scanners
  2. EDGEBatches and retries offline
  3. CLOUDValidated, stored, secured
  4. DASHBOARDPicks / hour · Accuracy

AlertAisle 7 scanner offline · rerouted

Solar & energy

  1. DEVICESolar inverters
  2. EDGEReadings every 30 seconds
  3. CLOUDAggregated per site
  4. DASHBOARDOutput (kW) · Battery

AlertSite 3 inverter below forecast · ticket opened

Delivery fleet

  1. DEVICEVehicle GPS units
  2. EDGELocation every 5 seconds
  3. CLOUDMatched to routes
  4. DASHBOARDOn time · Active vans

AlertVan 12 delayed 18 min · customer notified

In labs and research

Biology lab

  1. INSTRUMENTPlate reader, 96 wells
  2. SOFTWAREReads every well, flags outliers
  3. STOREDSaved with the run’s settings
  4. RESULTWells read · Outliers

AlertWell C7 out of range · re-run queued

Chemistry

  1. INSTRUMENTIR spectrometer
  2. SOFTWAREBaseline cleaned, peaks found
  3. STOREDMatched against your references
  4. RESULTPeaks · Best match

AlertNew peak at 1,720 cm⁻¹ · flagged for review

Physics

  1. INSTRUMENTParticle detector
  2. SOFTWAREEvery hit timestamped, noise filtered
  3. STOREDRuns kept side by side
  4. RESULTEvents · Rate

AlertChannel 4 noisy · masked for this run

EEG & neuro

  1. INSTRUMENTEEG headset, 8 channels
  2. SOFTWAREBlinks removed, bands split
  3. STOREDStored per session, de-identified
  4. RESULTAlpha power · Signal quality

AlertElectrode O2 loose · participant told

Psychology

  1. INSTRUMENTReaction-time task on a tablet
  2. SOFTWAREEvery answer logged with its timing
  3. STOREDAnonymous, ready for analysis
  4. RESULTTrials · Slower when mismatched

AlertParticipant 14 answering too fast · trials excluded

Robotics

  1. INSTRUMENTRobot with lidar
  2. SOFTWAREMaps the room, plans around obstacles
  3. STOREDEvery run logged for replay
  4. RESULTDistance · Re-plans

AlertObstacle ahead · new path found

On-device AI

  1. INSTRUMENTCamera or microphone
  2. SOFTWAREThe model runs on the device
  3. STOREDOnly the summary leaves it
  4. RESULTLatency · Sent to cloud

AlertRaw video never uploaded

Every alert above is an example, shown to explain its flow.