Video analytics and camera integration engineering
Kalytera accepts scoped engineering work in areas already implemented in Kalytera VMS: on-premises detection, camera integrations, browser video delivery, and self-hosted deployment.
Available engineering services
The final scope depends on the cameras, streams, infrastructure, and required outputs. These service areas correspond to systems already used in Kalytera software.
On-premises video analytics
Detection pipelines can cover people, vehicles, project-specific classes, zones, line crossing, loitering, and counting. Required events and evidence outputs are defined as part of the scope.
- RTSP and ONVIF source streams
- CPU or GPU inference targets specified before implementation
- Validation footage and acceptance checks agreed in writing
Camera & VMS integrations
Device discovery, browser video, recording, PTZ control, and event subscriptions can be integrated through ONVIF, RTSP, or vendor-specific APIs. Vendor work depends on access to the relevant hardware and API.
- A defined application boundary for supported devices
- RTSP to WebRTC or HLS browser delivery where required
- Testing against representative devices or streams
Detection model training & validation
Work can include dataset review, class definitions, training, held-out evaluation, ONNX export, and inference profiling. Dataset responsibilities and evaluation metrics are stated in the quote.
- Dataset review and labeling guidance
- Validation against held-out footage from your cameras
- CPU or GPU inference profiling for the target hardware
Kalytera deployment and extensions
Installation, camera onboarding, system integrations, and scoped product changes are available for deployments based on Kalytera VMS. OEM, white-label, and licensing terms are quoted separately.
- Deployment environment and responsibilities documented
- Requested integrations listed explicitly in the scope
- Maintenance or support terms included only when quoted
Scoping and quotation
Work begins only after the deliverables, assumptions, acceptance checks, schedule, ownership, and commercial terms are agreed in writing.
Useful information for an initial review
- Camera manufacturers, models, quantities, and available stream types
- Target deployment environment, operating system, and compute hardware
- Required event, video, API, report, or model outputs
- Existing integrations, operational constraints, and required dates
Technical intake
We review the supplied device information, streams, environment, expected outputs, and customer dependencies. Missing inputs are identified before a quote is prepared.
Written scope and quote
The proposal lists deliverables, exclusions, acceptance checks, customer responsibilities, schedule, price, licensing, and any separate proof stage.
Milestones and handover
Delivery follows the agreed milestones. Handover includes only the source or build artifacts, documentation, deployment steps, and support terms named in the proposal.
Request a scope review
Include the camera models, deployment environment, required output, and any fixed deadline. We will review the request and either ask for missing technical details or explain the next scoping step.
Review the platform before requesting custom work
Kalytera VMS documents the camera, streaming, recording, and analytics foundations used for related engineering work.