Developers

Structured vision for builders and integrators.

Hive exposes structured visual events that can power applications, automations, dashboards, and operational workflows.

Spatial awareness • Behavioral events • Queryable history

Build with structured visual events

Hive transforms camera activity into structured, machine-readable events that can be consumed by external systems

Instead of working from raw footage or generic motion alerts, developers can work with meaningful event outputs tied to space, time, behavior, and context.

What Hive exposes

Hive makes vision data usable beyond the camera feed.

Structured events

Behavioral events represented as usable application data.

Spatial context

Zone-aware event information tied to where activity occurred.

Temporal history

Event records that capture time, duration, and sequence.

Automation-ready outputs

Outputs that can feed workflows, dashboards, and downstream systems.

Designed for integration

Hive fits into modern operational and product stacks by exposing structured event data that can be consumed by internal tools, external applications, automations, and monitoring workflows.

Integration patterns

  • Dashboards
  • Alerts
  • Workflow engines
  • Internal tools
  • External apps
  • API consumers

Core capabilities

Understand activity within defined zones and environments.

Spatial awareness

Understand activity within defined zones and environments.

Object tracking over time

Follow movement across time, not just isolated moments.

Behavioral event detection

Detect meaningful patterns instead of generic motion.

Queryable history

Search and retrieve visual events as structured data.

Automation-ready output

Use detected events to trigger workflows and downstream actions.

API and integrations

Connect Hive to products, dashboards, and external systems.

Biometric signature

Facial recognition, and fingerprint recognition integration.

Digital & Wireless signature

Presence detection based on Wi-Fi and Bluetooth

Telemetry and Analytics

Data and telemetry on connected devices, battery, health, and offline.

Structured outputs, not generic alerts

Hive represents visual understanding as structured event data that can describe what happened, where it happened, when it happened, and how long it lasted.

Example event records

  • Person entered entry zone at 3:42 PM
  • Occupancy threshold exceeded in workspace
  • Object remained in restricted area for 90 seconds
  • Path crossed from loading zone to exit corridor
  • Non resident detected in living room
  • New wireless signature detected
  • Presence detected in office - Confidence: 95%
  • Object last seen in living room at 2:15 PM
  • Person 02 zone: living room at 10:12 AM > zone: kitchen 10:17 AM
  • Unrecognized personnel, new profile created
  • 4 objects on kitchen counter, zone activity normal
  • No presents detected, alarm set, executed away routine at 6:12 PM
  • Presence detected in restricted zone, incident report created
  • 7:15 PM, bio recognition unsuccessful, checking for wireless signature

Built for operational environments

Hive is designed for environments where reliability, context, and actionable outputs
matter more than passive recording.

Local-first friendly

Useful where privacy or local processing matters.

Operationally usable

Built around events that can be consumed by systems and teams.

Extensible by design

Fits into broader automation and application workflows.

Explore the API and developer resources.

Review the API, understand the event model, and see how Hive can fit into your workflows.