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A virtual observer wearing a headset watches a monitor showing a grid of live video feeds from hospital patient rooms in LookDeep's eSitting view, with a patient movement chart in the corner

3 Nov 2026

LookDeep Health

LeanTaaS buys LookDeep to give hospital software eyes in patient rooms

LeanTaaS announced on Tuesday, Nov. 3, 2026, that it has acquired LookDeep Health and launched iQueue for Virtual Care, the first product in its plan to add ambient intelligence across its hospital operations software.

Hospitals are short on nurses and long on patients who might fall, and paying a person to sit in every room doesn't scale. A camera that flags who's about to get out of bed lets one observer watch a whole wall of rooms. The other side: that's AI video in patient rooms all day, so privacy, consent and how often it cries wolf will decide whether nurses love it or mute it.

LeanTaaS, based in Santa Clara, Calif., makes iQueue, software for hospital capacity, staffing, and patient flow. The company says nearly 200 health systems use it across more than 1,200 hospitals, centers, and clinics. Those counts are LeanTaaS's.

It has acquired LookDeep Health, whose computer-vision technology watches patients and was evaluated in peer-reviewed research. Computer vision is software that looks at video and picks out what is happening. Terms of the deal were not disclosed. Fierce Healthcare notes this is LeanTaaS's second acquisition in roughly two months, after Aidin.

The new product is iQueue for Virtual Care, introduced at the Transform Executive Summit held with Becker's CEO + CFO Roundtable. LeanTaaS calls it the first product in a plan to add ambient intelligence across its hospital software. Ambient, here, means the software notices what is happening in the room without someone typing it in. It has three parts. Virtual Observation is continuous AI monitoring across enrolled rooms, so one observer can cover more patients, redirect them, and call bedside staff. Virtual Nursing is remote support for admissions, rounding, education, and discharge prep. Virtual Medicine puts remote physicians and specialists on the same system.

The examples LeanTaaS gives are a patient trying to stand without help, or a patient who has not been out of bed in many hours. Those alerts become a prioritized list for staff. Hospitals can use compatible cameras and in-room devices they already have, or deploy supported hardware.

LookDeep reports results across different deployments: more than 70% fewer falls, twice as much nursing contact, an 80% reduction in medication errors, and 3x cost savings versus traditional virtual sitting. More than 70% fewer falls means the fall count dropped by more than seven tenths. An 80% reduction means those medication errors fell by four fifths. Traditional virtual sitting is paying a person to watch a patient, often through a camera, so the patient does not fall. Those figures are the company's report, not an independent tally.

Mohan Giridharadas, founder and chief executive of LeanTaaS, said: "Computer vision is the next phase of iQueue becoming the central nervous system of the hospital so the front line can sense, understand, act, and learn from every decision." Narinder Singh, LeanTaaS senior vice president of ambient intelligence and former LookDeep chief executive and co-founder, said: "Nurses and physicians cannot be in every room at every moment, and too often technology has added to their work instead of taking it away."

The picture is a virtual observer wearing a headset, watching a monitor that shows a grid of live video feeds from hospital patient rooms in LookDeep's eSitting view, with a patient movement chart in the corner. The credit is LookDeep Health.

In plain terms, LeanTaaS bought LookDeep and launched a product that watches enrolled rooms, helps with nursing tasks from a distance, and lets remote doctors in. LookDeep says falls dropped by more than 70% in its deployments. The price was not disclosed.

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