Scalable, defensible test development with agentic AI
Deliver high-quality content faster. Without compromising rigor, traceability, or control.
Operationalize institutional knowledge
We’re fundamentally reshaping test development with AI.
PSI embeds purpose-built AI into the assessment development lifecycle. Approved sources are captured once within a secure knowledge graph and applied consistently across item generation, review, analysis, and updates. The result: scalable content development without losing alignment, defensibility, or program memory.
This is not AI layered onto legacy workflows. It is a governed system designed specifically for assessment.
Human-in-the-loop by design
Multi-agent AI validation with expert SME review ensures accuracy, alignment, and accountability at every stage.
Ongoing content management
When source materials, references, or standards change, apply updates across existing items without restarting development.
The AI-driven test development lifecycle
AI agents and subject matter experts operate within a secure, connected framework grounded in a shared knowledge foundation that preserves standards at every stage.
Because sources and rules are structured within the system, aligned content can be generated quickly when standards evolve, exams are compromised, or content requires refresh. SMEs focus on review and approval, not rebuilding from scratch.
Proven impact at scale
Validated in a national licensure program, PSI’s AI-driven test development has delivered measurable gains in quality and efficiency.
- 77.4% of AI-generated items met all psychometric thresholds (vs. 75.5% human-authored).
- 65.6% approved for pretesting following SME review.
- 10% improvement in SME item retention across review cycles, reflecting system learning.
- Thousands of items delivered above target with considerable time and cost savings.
From development to preparation
One governed foundation
The same governed AI foundation that drives live test development also enables AI-assisted test prep. Practice content, adaptive study tools, and AI learning assistants draw from the same knowledge base, helping candidates focus on the competencies that drive exam readiness.
Preparation operates within a structurally separate environment from live assessments, preserving alignment while protecting exam integrity.
Governed AI for high-stakes assessment
Unlike generic AI tools, PSI embeds oversight, enhanced test security, and traceability directly into the test development lifecycle, so scale never compromises rigor.
Secure and isolated
Tenant-isolated environments, role-based access controls, and no public or cross-client model training.
Traceable and defensible
Every item is traceable to approved sources, supported by comprehensive audit trails and reviewable AI scoring.
Human-led and controlled
AI operates within defined constraints, with SMEs responsible for review, approval, and refinement.
Built to improve and scale
Standards, feedback, and prior decisions are retained and consistently applied across cycles and diverse formats.
Wherever you are in your AI journey
PSI provides a governed, defensible foundation to scale development, protect integrity, and evolve with confidence as your program grows.
