The goal of this clinical trial is to test the use of voice personalization through artificial intelligence (AI) voice cloning on speech entrainment tasks to improve language production of persons with aphasia (PWA). The main question the study aims to answer is:

- What is the impact of personalized voice on speech entrainment in PWA compared to traditional speech entrainment?

Speech entrainment is a technique used by speech-language pathologists to improve the speech production of PWA. Traditionally, speech therapists act as the model for participants to speak along with to improve their speech production. This study proposes the use of one's own voice (digitally altered) to improve speech production.

The study uses a mobile health approach to administer speech entrainment treatment through a mobile app.

• Smartphones with the mobile app pre-installed will be mailed to participants at no cost.
• Participants will complete treatment in the comfort of their homes.
• The experimental treatments involve: mirror speech entrainment (speaking along to one's own voice) and traditional speech entrainment (speaking along to someone else's voice).

Inclusion Criteria:

• Adults between the ages of 18-70 years old
• Dominant English-speaking
• Aphasia due to left hemisphere stroke

Exclusion Criteria:

• Individuals with aphasia due to other causes such as dementia, Alzheimer's disease and Parkinsonism
• Non-dominant English adult speakers
• Persons with significant difficulties with language comprehension
• Persons with concomitant cognitive disability
• Persons with uncorrected sensory deficits.

Individual participant data will only be shared with approved members of the research team.