Using AI to Investigate Domestic Violence and Monitor Inmate Communications
- Rory McBryde
- Apr 17
- 3 min read

Introduction
Domestic violence-related crimes continue to pose significant challenges for law enforcement agencies. They psychological cycle of trauma and control domestic violence offenders hold over their victims often causes victim's to recant and withdraw their testimony or avoid being subpoenaed for court. Resulting in defendants walking free. WireTap, a powerful AI-driven transcription, search, and analysis tool, enables law enforcement agencies to efficiently analyze calls and video chats, providing actionable intelligence to combat victim and witness interference on the part of domestic violence defendants.
In this post, we’ll explore how WireTap can use AI to help investigate domestic violence-related crimes, catch witness intimidation, and hold more defendants accountable.
The Challenge of DV Investigations
DV defendants often talk directly to their victims through jail phone calls, or through third-party contacts to evade detection. When DV defendants are incarcerated, they continue to harrass, intimidate and threaten their victims through any and every available avenue, Traditional methods of monitoring these communications are time-consuming and require extensive manpower, making it difficult to identify and catch these threats in a timely manner.
Common Challenges in DV Jail Call Investigations:
Coded Language: Defendants frequently use slang and code words to conceal their intentions.
High Volume of Data: Jails and prisons monitor thousands of calls and messages daily, but inmates make MILLIONS of calls, making manual review impractical.
Victim collaboration: More often than not, victims recant their statements and are actively helping get the Defendant out of jail.
How WireTap AI Helps Domestic Violence Investigations
WireTap simplifies and enhances DV investigations by leveraging AI-powered transcription, keyword detection, and AI Evidence analysis. This allows investigators to quickly identify patterns, extract critical intelligence, and streamline evidence collection. Here’s how WireTap can be a game-changer for law enforcement agencies investigating incarcerated defendants:
1. Lightening Fast Transcription of Communications
WireTap provides fast AI-driven transcriptions of phone calls and voice messages, converting speech into searchable text. This eliminates the need for manual review of irrelevant calls and allows officers to quickly analyze conversations for relevant information.
Speaker Identification: WireTap distinguishes between different speakers in a conversation and you can input names to help identify the Defendant, the victim, and other potential collaborators or parties.
2. Keyword Search and AI-Driven Alerts
WireTap's AI flags critical and relevant calls, allowing investigators to focus on high quality calls for terms associated with criminal witness intimidation or the true facts underlying the DV case.
Customizable Keyword Search: Agencies can input known terms, phone numbers, phrases, and names.
Automated Alerts: WireTap's AI flags the most critical and potentially relevant calls notifies investigators when high-priority keywords or potential illicit activity appears in conversations.
3. Enhanced Investigative Efficiency
With WireTap, agencies no longer have to sift through countless hours of audio recordings manually. The platform’s AI-driven analysis saves time and resources, allowing officers to focus on actionable intelligence.
Case Organization: Easily tag and categorize conversations.
Collaboration Tools: Investigators can share insights securely across departments.
Export Transcripts: WireTap provides customizable transcripts with timestamps and speaker identifications.
Current Investigative Challenges
Jails and investigating agencies struggle to monitor massive volumes of communications efficiently, especially when defendants use coded language. The presence of contraband phones and digital fraud techniques further complicates traditional surveillance methods.
Legal Considerations and Compliance
While monitoring inmate communications is legally permitted under most circumstances, agencies must ensure compliance with federal and state laws. WireTap helps maintain legal integrity by:
Securely Storing Data with encryption to protect sensitive information.
Automatic PII redaction, with access to redacted and unredacted transcripts.
Working with your agency to Adhere to Correctional Facility Policies regarding monitoring and privacy.
Conclusion: WireTap as a Vital Tool for Inmate Domestic Violence Investigations
DV defendants continue to adapt their communication strategies, making it essential for law enforcement to leverage cutting-edge technology like WireTap. With AI-driven transcription, keyword detection, and AI Evidence Analysis, WireTap enables officers to proactively investigate DV activity, prevent violence, and disrupt the cycle of violence.
By incorporating WireTap into their investigative toolkit, law enforcement agencies gain a powerful, scalable, and efficient solution to combat DV-related crimes when inmmates are talking about their outside crimes pending trial or committing new crimes while in custody.
Drive Action Now
If your agency is facing challenges in monitoring and investigating DV inmate communications, it’s time to deploy WireTap. Contact us today to schedule a demo and see how our technology can transform your investigations.
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