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Computer Vision (iBeta Level 3) • CV-07

Smart City

Operational intelligence for public space at city scale.

Scope

What the engagement covers.

City camera estates are large, heterogeneous and mostly unwatched. This capability converts them into measured traffic, safety and incident intelligence under a governed access model.

Included capabilities

  • Traffic flow, congestion and incident detection
  • Crowd density, movement and event safety monitoring
  • Public safety incident detection and response coordination
  • Infrastructure condition observation from existing feeds
  • Multi-agency access governance with logged, purpose-bound queries

Outputs and deliverables

  • Camera estate and network capacity assessment
  • Prioritized use case deployment plan
  • Multi-agency access governance model
  • Operational reporting and oversight pack
Workflow

How it is delivered, step by step.

Each step has an owner, an entry condition and an artefact that has to exist before the next step begins.

01AssessExisting camera estate, network, ownership and legal framework.
02PrioritizeUse cases with clear public value and lawful basis.
03DeployAnalytics on selected feeds with edge processing where needed.
04CoordinateMulti-agency workflows, escalation and information sharing rules.
05GovernPurpose limitation, access logging and independent oversight.
Use cases

Where this is typically applied.

Use case 01

Cities with large legacy camera estates and no analytics

Use case 02

Event safety management in dense public spaces

Use case 03

Traffic authorities needing continuous flow measurement

Delivery model

The operating pattern for Computer Vision (iBeta Level 3).

The same delivery discipline applies across every capability in this line, so combined engagements stay coherent.

Define
Use case, lawful basis, accuracy targets and acceptance thresholds.
Prove
Bench test on representative data, including attack and edge-case sets.
Integrate
SDK or API embedding, gallery design and decision policy.
Deploy
Edge or on-premise rollout, tuning and human adjudication workflow.
Assure
Accuracy monitoring, bias review, revalidation and retention enforcement.

Integration

  • Core banking, onboarding and case management platforms via SDK or API.
  • Physical access controllers, turnstiles and video management systems.
  • Identity registries and watchlists under a controlled matching policy.
  • SIEM and audit platforms for decision evidence and administrative logs.

Engagement approach

Every deployment is scoped with a documented lawful basis, retention schedule and human adjudication path before a single template is enrolled. Accuracy and bias are measured on the client’s own population, not on vendor benchmarks.