Applying AI to Terrorism Investigations: The 2015 San Bernardino Attack

Applying AI to Terrorism Investigations: The 2015 San Bernardino Attack

On December 2, 2015, a holiday gathering at the Inland Regional Center became one of the deadliest U.S. terrorist attacks since 9/11. Syed Rizwan Farook and Tashfeen Malik, clad in tactical gear, opened fire on Farook’s coworkers within minutes killing 14, wounding 22, and leaving explosive devices designed to target first responders.

Those minutes of violence were the result of years of radicalization, meticulous planning, and hidden digital communications. With AI-powered evidence analysis, investigators could have uncovered extremist affiliations, tracked weapons purchases, and identified online indoctrination in hours instead of months...or even disrupt the plot before it unfolded.

TimePilot’s AI Assistant

Evidence Retrieval in Seconds

Question: What motivated the Farooks to attack the holiday party?

TimePilot’s Assistant revealed that religious extremism and ISIS allegiance, not workplace conflict, were at the heart of the attack. Malik’s Facebook pledge to Abu Bakr al-Baghdadi during the assault, her resentment of attending a non-Muslim celebration, and FBI confirmation of no workplace dispute motive were all surfaced instantly from testimony, digital evidence, and open-source intelligence.

Pattern Analysis

Question: How significant was social media in their radicalization?

TimePilot quickly linked radicalization milestones: early jihad discussions in 2013, Malik’s extremist Facebook messages in 2012 and 2014, and her ISIS-related searches on the morning of the attack. Farook’s discreet connections to terrorist-linked individuals, including members of Al Nusra Front and Al Shabaab,were cross-referenced with phone and social media metadata.

Tactical Device Analysis

Question: Did the Farooks place IEDs to harm first responders?

TimePilot identified the three-pipe-bomb device rigged with a toy car remote detonation system as a secondary strike weapon. Evidence showed it was positioned in the conference room to kill first responders during triage or scene processing, matching known terrorist tactics.

Timeline Construction

Question: What was the minute-by-minute sequence of the attack?

TimePilot synthesized surveillance footage, dispatch logs, and witness accounts into a precise operational timeline, from Farook’s departure from home at 8:37 AM to the final shootout around 3:00 PM. Critical moments like Malik’s Facebook pledge at 11:14 AM were highlighted as real-time indicators of extremist intent.

Breaking Down Complexity with Modern AI Tools

With AI-assisted analysis, investigators could have:

  • Linked online relationships, radical statements, and weapons acquisition into a unified threat profile.

  • Flagged pre-attack IED placement as an established terrorist tactic.

  • Integrated training activity, travel patterns, and financial transfers to anticipate the attack.

  • Detected coordinated digital concealment behaviors as a high-risk alert allowing investigators to act before.

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Meet with a member of our team to understand why TimePilot is right for you

You can also email us at info@tranquility-ai.com

Book your demo

Meet with a member of our team to understand why TimePilot is right for you

You can also email us at info@tranquility-ai.com

Book your demo

Meet with a member of our team to understand why TimePilot is right for you

You can also email us at info@tranquility-ai.com

Book your demo

Meet with a member of our team to understand why TimePilot is right for you

You can also email us at info@tranquility-ai.com