Agentic Resource Allocation AI for Complex Operations

AI that determines what should happen next—and then does it.

OnSeen develops agentic Resource Allocation AI for dynamic operations. It takes initiative, reasons across objectives and constrained resources, determines an executable allocation, and puts the resulting work into motion. Then it monitors execution and autonomously adapts as conditions change.

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From visibility to adaptive autonomous execution.

THE OPERATIONAL IMPERATIVE

The operating environment has changed. Threats are smarter. Disruptions move faster. Dependencies run deeper.

Across defense, emergency response, infrastructure, and complex field operations, organizations now operate through more sensors, systems, data, and connectivity than ever before. At the same time, resources remain constrained and the consequences of delay continue to grow.

Security and resilience now depend on the ability to understand, decide, and act as conditions change. That requires more than visibility. It requires agentic AI that understands the operating environment, remembers how the organization works, reasons across priorities and constraints, allocates resources, assigns work, and adapts execution in real time.

OnSeen builds that capability.

The resources every operation depends on

  • People
  • Places
  • Things
  • Time
  • Money

One Resource Allocation AI.
Two operating environments.

Dominion for defense. Harbinger for civilian operations.

Dominion

Standard blue Dominion orbExplore Defense

Agentic command, control, and execution for defense operations

Dominion is the Resource Allocation Engine inside the Intelligent Installation Management System (I2MS), OnSeen’s command, control, and execution platform for defense missions, installations, and operational environments.

Dominion connects installation knowledge, mission priorities, and changing conditions to determine what the operation requires. It develops alternative responses, tests whether available resources can execute them, and determines the next allocation. I2MS tasks teams, coordinates connected systems, monitors results, and adjusts work already underway.

Through OnSeen’s TAK Agent Framework, Airmen state an objective in voice or chat, and AI agents select and invoke the connected tools needed to act. Installation knowledge reaches the field as action.

Harbinger

OnSeen green Harbinger orbExplore Civilian

Adaptive autonomy for civilian operations

Harbinger applies OnSeen’s Resource Allocation AI to public agencies, infrastructure operators, enterprises, home healthcare, and distributed field organizations.

It reasons across changing needs, competing priorities, available resources, and real-world constraints, then reallocates people, assets, time, and work to keep operations moving. Harbinger carries that allocation into revised assignments, routes, schedules, and notifications, then keeps adapting as execution reveals what needs to change next.

What makes it agentic

OnSeen doesn’t wait for a prompt. It acts—and keeps adapting as the operation changes.

Know when the current resource allocation stops working.

OnSeen recognizes material changes and determines their consequences across the operation. It identifies affected resources, dependencies, and commitments, then initiates reassessment without waiting for someone to discover every conflict and rebuild the problem by hand.

See Resource Allocation AI in action

Bring us the operation that refuses to stay on plan.

Show us where changing conditions, competing priorities, and constrained resources force people to rebuild the response by hand. We’ll show you how OnSeen takes initiative, determines the next allocation, and moves the operation.

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