Blog / Asif Mustafa

Asif Mustafa

Asif Mustafa works with VIDIZMO's partner channel and directly with customers on AI and evidence platforms. He has spent more than a decade in enterprise technology sales, including corporate relationship management in banking and go-to-market leadership for an AI and automation division. He holds an MBA from SZABIST and a Bachelor of Business and IT from Curtin University.

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RTCC, EOC or Situational Awareness Center: What Each Room Is For

RTCC, EOC or Situational Awareness Center: What Each Room Is For

Walk into a real-time crime center, then into a city's emergency operations center, and you will see much the same thing: a wall of screens, a map, ...

Real-Time Crime Centers for Small Agencies: Run Your Own or Share One

Real-Time Crime Centers for Small Agencies: Run Your Own or Share One

A police chief in a town of twelve thousand people, with a department of twenty officers, has usually assumed that a real-time crime center belongs ...

Budgeting a Real-Time Crime Center Past the Grant Period

Budgeting a Real-Time Crime Center Past the Grant Period

When a real-time crime center closes, or goes dark on the night shift, the cause is rarely that the technology stopped working, and much more often ...

Running a Camera Analytics Pilot for a City: What to Measure and What to Report to Council

Running a Camera Analytics Pilot for a City: What to Measure and What to Report to Council

Every vendor that sells camera analytics to a city will offer a demonstration, and almost every demonstration uses the vendor's own footage, chosen ...

Weapon Detection in Schools: Detection, Verification, Response

Weapon Detection in Schools: Detection, Verification, Response

No school safety technology carries more emotional weight than weapon detection, and no school safety technology is sold with less precision. ...

Unusual Activity on Campus: Beyond the Preset List

Unusual Activity on Campus: Beyond the Preset List

Veteran campus security officers develop an instinct that no training manual fully captures: the sense that something is off. The person moving ...

From Detection to Lockdown: Automation and the Human in the Loop

Every school emergency plan contains a sentence like "upon confirmation of a threat, initiate lockdown procedures," and buried in that sentence is ...

Unsafe Behavior You Cannot Put on a Preset List

Unsafe Behavior You Cannot Put on a Preset List

Every safety manager carries a private catalog of the incidents that taught them something, and the striking thing about those stories is how few of ...

Asking Questions of Plant Footage in Plain Language

Asking Questions of Plant Footage in Plain Language

There is a ritual every operations and security team knows, and nobody has ever defended it: scrubbing. An incident happened sometime Tuesday, ...

Forklift and Pedestrian Proximity on the Plant Floor

Forklift and Pedestrian Proximity on the Plant Floor

Ask any plant safety manager to name the scenario that worries them most and the answer is rarely exotic. It is a forklift backing out of a trailer ...

From Detection to Escalation How the Agent Decides to Look Closer

From Detection to Escalation: How the Agent Decides to Look Closer

The hardest problem in monitoring was never detection. It is deciding what deserves a human, and every failed deployment in this industry failed ...

Correlating a Line Stop With What the Cameras Saw

Correlating a Line Stop With What the Cameras Saw

Some of the most valuable facts in a plant are not events at all. They are relationships between events: the stop that follows the same visual ...

Connecting Video AI to MES, SCADA and Your Maintenance System

Connecting Video AI to MES, SCADA and Your Maintenance System

Every monitoring technology eventually faces the question that decides whether it becomes infrastructure or remains an island: how does it talk to ...

Anomaly Detection Without a Preset List

Anomaly Detection Without a Preset List

Ask a veteran shift supervisor how they knew something was wrong, on the night they caught the problem everyone still talks about, and the answer is ...

Agentic AI for Manufacturing Investigations

Agentic AI for Manufacturing Investigations

Strip the vocabulary away and an investigation is a procedure: something happened, so gather what is known about it, from the systems that know, in a ...

The Judicial Viewer: How Judges Review Digital Evidence Before and During a Hearing

The Judicial Viewer: How Judges Review Digital Evidence Before and During a Hearing

Give a judge a login to the evidence system and you have solved an access problem while leaving a usability problem. A judicial viewer for digital ...

AI Drafting Support and the Review Gate

AI Drafting Support and the Review Gate

AI drafting rulings in courts has moved from hypothetical to deployed faster than the governance around it. Products that distil motions and produce ...

From Search to Analysis: Working a Case File Without Reading Every Page

From Search to Analysis: Working a Case File Without Reading Every Page

AI case analysis for judges is easiest to understand as a spectrum with a hard stop at one end. At the near end is search, which nobody objects to. ...