How AI May Help Identify a Stalled Wound
One photograph offers a moment in time. A wound that seems unchanged raises a different question: what has happened across several visits? Digital records and appropriately evaluated AI tools may help organize that history for a wound specialist to review.
Compare a wound with its own history.
A useful record ties each observation to a date, the wound location, the treatment in place, and the person who recorded it. Without that context, a change in an image may be hard to interpret. Keep separate wounds clearly identified and distinguish a new measurement method from a change in the wound itself. These are documentation habits that a care team can consider whether or not it uses AI. A trend should be understandable to the clinician who sees the patient next.
A signal is a reason to review.
Research has evaluated AI-assisted wound-area and tissue measurements against expert tracings. That work also describes variation in how clinicians identify wound boundaries. It supports careful evaluation of a measurement tool, rather than assuming every automated number is reliable. Howell et al., 2021: evaluating AI-based wound assessment. A software flag could prompt a closer look, but it cannot establish why healing has slowed. It should not become a rule that delays review until an arbitrary score or deadline is reached.
Ask what the next decision needs.
The specialist may need a more complete history, an examination, or additional diagnostic information. A patient’s account of what has changed remains relevant even if photographs appear similar. CWS is developing its use of connected digital information around this decision-making process. It does not offer a promised AI prediction of healing time. If a wound is concerning or changing, contact the treating team rather than waiting for a monitoring system to identify a problem.
CWS Wound Care Insights · September 8, 2026. General educational information, not an individual diagnosis or treatment plan. Explore the CWS approach to AI and virtual wound care.
Start with a wound specialist.
Tell our team what is happening. We can help identify the appropriate next step for a virtual or in-person evaluation.