Validation
Research today.
External validation next.
A clear distinction between controlled evidence and airline operational results.
Where we are
The next proof point is external.
- Research framework
- Developed
- Controlled research
- Completed studies
- External airline validation
- Next stage
- Commercial deployment
- Future stage
Validation path
The 72-Hour Validation Path.
Historical replay
Reconstruct what was actually knowable 72, 48 and 24 hours before departure from a bounded set of historical flights.
Expert review
Independent review of the reconstructed decision alternatives and their economics.
Read-only shadow evaluation
Side-by-side evaluation with the airline retaining every operational decision.
Controlled pilot, if evidence supports it
A bounded pilot only if the preceding evidence justifies moving forward.
No retrospective analysis will be described as realized revenue uplift.
What the evidence means
Research findings, with a defined scope.
Current evidence comes from controlled research, public observational data and engineering validation. It does not establish live airline revenue improvement or production deployment.
Further evaluation with airline partners is needed before operational integration.
Further enquiry
Verification materials available on request.
Journalists, academic reviewers, aviation partners and award evaluators may request additional research and verification materials.