Under the hood
Architecture you can trust
Your profile is evaluated against graph-powered labor market intelligence, industry signals, and deterministic scoring models to quantify career resilience, AI exposure, and long-term adaptability.
Capture your profile
You complete the guided assessment—role, industry, skills, tools, and how you actually work.
Assemble career context
Your answers are normalized into a structured profile mapped to occupational research data (including O*NET)—not improvised by AI.
Graph intelligence
We extract and traverse an occupational knowledge graph—tasks, skills, and career paths—using graph-backed machine learning to surface exposure and adjacency signals for your situation.
Deterministic CRS scoring
The Career Resiliency Score engine applies a versioned, research-informed methodology to produce your 0–100 score and component breakdown with a full audit trail. The number is never written by a language model.
Insight narration
A separate AI layer translates your scores and graph context into plain-language priorities, roadmaps, and skill guidance—interpretation only, never the math.
Validation & your report
Outputs are checked for consistency with your inputs and methodology, then delivered in your results dashboard and exportable PDF—with provenance you can inspect.
Capture your profile
You complete the guided assessment—role, industry, skills, tools, and how you actually work.
Assemble career context
Your answers are normalized into a structured profile mapped to occupational research data (including O*NET)—not improvised by AI.
Graph intelligence
We extract and traverse an occupational knowledge graph—tasks, skills, and career paths—using graph-backed machine learning to surface exposure and adjacency signals for your situation.
Deterministic CRS scoring
The Career Resiliency Score engine applies a versioned, research-informed methodology to produce your 0–100 score and component breakdown with a full audit trail. The number is never written by a language model.
Insight narration
A separate AI layer translates your scores and graph context into plain-language priorities, roadmaps, and skill guidance—interpretation only, never the math.
Validation & your report
Outputs are checked for consistency with your inputs and methodology, then delivered in your results dashboard and exportable PDF—with provenance you can inspect.
Design principle
A single numeric source of truth from the CRS scoring engine, plus a separate interpretive layer for narrative and recommendations—so you always know what is evidence and what is guidance.