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Applied Innovation · In development

Model Evaluation & Controlled AI: mission-scoped capability

Evaluate models against the task, data boundary, risk, and acceptance criteria.

Overview

What this capability supports

A Viceroy NM capability for model selection, task evaluation, retrieval design, controlled use, and evidence-led acceptance without treating a general-purpose model as the complete system.

This capability is in development and is not presented as generally available. Its fit, maturity, configuration, and delivery path must be confirmed in writing.

  • Task Evaluation
  • Retrieval
  • Controlled Use
  • Acceptance Evidence

Evaluation frame

From reusable idea to operable solution.

Task Evaluation
Evaluate candidate models against the defined task and its acceptance criteria.
Retrieval
Identify the approved information sources and retrieval boundaries for the proposed workflow.
Controlled Use
Define permitted model use, data restrictions, and required human review.
Acceptance Evidence
Agree the evidence needed to accept or reject a model for the scoped task.
Supported by Trunnion LLM research. Trunnion AI is Viceroy NM's sister company under Duskbridge and may provide supporting engineering or technology for this capability. Viceroy NM remains the federal-facing contractor. Review the supporting technology source →

Frequently Asked

Common questions

How would Viceroy NM use Model Evaluation & Controlled AI?

Viceroy NM starts with the operating requirement, then determines whether this capability should be reused, adapted, integrated, or replaced with a custom approach.

Is Model Evaluation & Controlled AI authorized for federal use?

No blanket authorization is represented. The exact implementation, release, environment, controls, data boundary, and required approvals must be evaluated for each engagement.

Does this represent federal software past performance?

No. Viceroy NM currently represents federal past performance only for physical-product fulfillment.


Ready to get started?

Talk to our government operations team about how Viceroy NM can support your mission.

Necessary technology is always active because it provides security and remembers this choice.