Under the Hood

A research-grade advisory framework, not a chatbot

CrewTransition doesn't send your answers to an AI and hope for the best. Every recommendation passes through a multi-layered analysis pipeline backed by structured knowledge documents, deterministic scoring, and domain-specific intelligence built exclusively for aviation professionals.

LAYER 01

Structured Knowledge Base

13 proprietary resource documents totaling 3,000+ lines of domain expertise — from aviation skills translation matrices to global labour market context, credential mapping, and archetype recognition patterns.

LAYER 02

Six-Component Scoring Model

Every pathway is evaluated across Interest Fit, Skill Match, Environment Preference, Feasibility, Compensation Alignment, and Risk Tolerance — each independently weighted and evidence-backed.

LAYER 03

Deterministic Scoring Engine

A rule-based engine runs independently of any AI model, applying gate flags for hard constraints (visa, financial, timeline) and producing auditable, reproducible scores for each pathway.

What powers every recommendation

Aviation Skills Translation

Maps cabin crew competencies — CRM, emergency response, cross-cultural service, de-escalation — to their ground-side equivalents across 14 industries.

Global Labour Market Context

Region-specific intelligence on visa constraints, notice periods, end-of-service gratuities, salary benchmarks, and market demand across key aviation hubs.

Urgency & Constraint Signals

Detects financial runway, contractual lock-ins, family obligations, and time-sensitivity to calibrate the realism and pacing of every recommendation.

Archetype Recognition

Identifies recurring crew profiles — the Safety Purist, the Entrepreneurial FA, the Burned-Out Senior — to tailor tone, pathway weighting, and risk framing.

Contradiction Detection

Flags inconsistencies in your responses (e.g., wanting high salary but low stress) and addresses them transparently rather than ignoring the tension.

Partial Completion Handling

Adapts analysis depth to your completion level with explicit confidence disclosures, so you always know where the evidence is strong and where it's inferred.

3,000+
Lines of domain knowledge
3
Progressive assessment stages
17
Scored career pathways
6
Independent scoring dimensions
8
Assessment modules
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