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CCTV & AI Video Analytics
Lens selection by pixel density, storage sized to retention, AI intrusion and loitering alerts with privacy masking.

Coverage is specified by pixel density for the task, not by camera count. Storage is sized backwards from the retention period with headroom. AI alerts — intrusion, loitering, crowding, illegal parking, camera tampering — are tuned on site to avoid alarm fatigue. Privacy masking and audio restrictions are addressed at design stage.