Do you have a case study from a pharmaceutical plant?
Yes. DHMSCare monitors centrifuges, circulation and feed pumps, chillers and air compressors for a global maker of active pharmaceutical ingredients, on the DHMSCare AI Care plan. Active pharmaceutical ingredients are the compounds that give a medicine its effect.
This equipment runs continuously, so one unplanned stop can hold up a whole batch.
Why a pharmaceutical plant watches these machines
Centrifuges, pumps, chillers and air compressors move product and utilities between process steps. When one of them stops without warning, the batch waits and the team repairs in a hurry.
Most of these failures start small. A worn bearing or a loose mounting changes the machine's vibration well before anything breaks.
What the case shows
The plant reported that DHMSCare warned of early faults, such as outer-race wear in a rolling bearing, 4–72 hours ahead. The outer race is the ring in which the balls or rollers run.
The plant also reported that someone now responds to an alert within 15 minutes. Each alert names the likely cause and the next step, so the technician knows what to check before reaching the machine.
What to expect on site
Wireless sensors mount on the bearing housing and pair with a touch of a phone. Installation needs no downtime, so production continues while the sensors go on.
DHMSCare judges each machine against its own learned baseline, meaning its normal vibration pattern, not against one fixed limit for every machine.
Next step
The pharmaceutical deployment is repeatable: DHMSCare installs sensors without stopping the line, builds a baseline per machine, and Mina turns every alert into an actionable next step.
Read the full pharmaceutical case. The pharmaceutical industry page shows the rest of the equipment list, and the platform page explains alerts and AI diagnosis.
Questions buyers also ask
Does the case cover HVAC equipment?
No, the case covers centrifuges, pumps, chillers and air compressors. HVAC fans, motors and pumps are monitored the same way, as the help page on air handlers and purified-water pumps explains.
Can we see results in our own plant before a full rollout?
Yes. A first phase can cover one production line with 10 sensors and one gateway, and you add lines from there. DHMSCare’s own 20+ person on-site implementation team does the installation, and the first phase is priced by the equipment and installation points it covers.
How accurate are the alerts?
In real plants, 90%+ of DHMSCare alerts prove accurate. AI fault diagnosis holds at 85%+, and multi-expert review lifts it from that 85%+ base to 90%+.