18 environments, each with its own question.

Why current workflows fall short

Manual monitoring can't track flow and movement events across hundreds of cameras, and post-incident review means scrubbing hours of footage by hand.

The GaitAI approach

CrowdSense keeps operators ahead of density and queue problems; SuspiciousMotion surfaces movement-defined events privacy-aware; ReID supports authorized investigations that need cross-camera continuity.

Why this matters

Passenger flow, movement-event alerts and authorized cross-camera investigation support.

What it produces

• Zone density and queue lengths
• Flow-direction trends
• Movement-event timeline
• Authorized cross-camera trails

Why current workflows fall short

Cities need crowd-risk awareness and workable post-event investigation, but public deployments cannot be built on unrestricted identifiable video.

The GaitAI approach

CrowdSense produces privacy-aware (aggregated) flow and density intelligence for city operations; ForensicSearch narrows authorized post-event review; PrivacyGuard enforces blur, skeleton-mode, access control and retention across everything.

Why this matters

Crowd-risk insight, privacy-aware (aggregated) spatial analytics and audited post-event investigation.

What it produces

• Privacy-aware (aggregated) crowd heatmaps
• Zone density trends
• Crowd-risk alerts
• Audited case-scoped investigation results

Why current workflows fall short

Campuses span many buildings and after-hours situations that security staff cannot continuously supervise, and identity-first monitoring is unacceptable in work and study spaces.

The GaitAI approach

CampusShield provides the campus-wide event timeline; SuspiciousMotion supplies the underlying anomaly detection; AccessMotion adds a passive second factor and tailgating indicators at controlled entries.

Why this matters

Workplace/campus safety, after-hours movement alerts, tailgating indicators and access consistency.

What it produces

• Campus event timeline
• After-hours movement alerts
• Fall-detection events
• Entry-consistency and tailgating indicators

Why current workflows fall short

Falls and unsafe-zone entries in large facilities often go unnoticed until harm is done; safety reviews happen after incidents instead of during them.

The GaitAI approach

IndustrialSafety flags candidate safety events and summarises evacuation flow; SuspiciousMotion covers the security side — perimeter, after-hours and restricted-area movement — on the same camera estate.

Why this matters

Worker fall/slip events, restricted zones, evacuation status and movement-safety analytics.

What it produces

• Fall / slip alerts
• Restricted-zone events
• Evacuation-flow summaries
• Zone-level safety trends

Why current workflows fall short

High-density events change by the minute; without continuous density and flow indicators, operations teams learn about bottlenecks when they've already formed.

The GaitAI approach

CrowdSense provides the aggregate movement analytics; EventShield specialises them for events — gate flow against plan, density against capacity, abnormal crowd-motion indicators and evacuation summaries.

Why this matters

Density, entry/exit flow, bottlenecks and high-density crowd movement alerts.

What it produces

• Per-gate entry/exit flow
• Zone density vs capacity
• Bottleneck-formation indicators
• Evacuation movement summaries

Why current workflows fall short

Safety events on large installations are found after the fact and access relies on credentials alone — while the people being observed are owed a duty of care that identity-first monitoring does not respect.

The GaitAI approach

DefenceMotion is the module the installation is configured around, in the Army, Navy or Air Force mode that matches it. SuspiciousMotion carries the wider movement-event awareness — restricted-zone entry, perimeter events, tailgating-like patterns — for operator review; AccessMotion adds a passive consistency signal at controlled doors and compartments; PrivacyGuard controls — retention, roles, audit logs and skeleton-only processing — apply to all of it.

Why this matters

Facility movement-event alerts, access consistency indicators and a privacy and audit record across defence installations.

What it produces

• Facility movement-event alerts
• Perimeter and restricted-zone events
• Access consistency indicators
• Privacy and audit record