Most hiring platforms in 2026 will happily tell you a candidate is a “92% match.” Ask what the missing 8% is and the answer dissolves into a model nobody can inspect — not the recruiter, not the candidate, and certainly not a regulator.

We built SkyScout's matching the opposite way, and it was a deliberate choice, not a technical limitation.

How citation-based matching works

An opening on SkyScout is a set of structured requirements: type rating, hours, licence, medical class, language level, base. A profile is a set of structured, labelled credentials. Matching is the comparison of one against the other — requirement by requirement, with each conclusion citing the exact profile field that satisfies or misses it.

The output isn't a number. It's a statement: meets 6 of 6 — or meets 5, with the missing one named. A recruiter can act on that immediately. A pilot can see precisely why they did or didn't surface for a role.

Why this matters more in aviation

1. The requirements are real. A type rating isn't a preference; it's a legal precondition. Probabilistic ranking adds noise to criteria that are binary by nature.

2. The regulation is coming from both sides. The EU AI Act treats opaque algorithmic candidate scoring as high-risk, and pilot unions have long resisted black-box ranking of their members. A deterministic, inspectable system doesn't need an exemption — it simply isn't the thing the rules are worried about.

3. Trust compounds. When every match can be audited down to the source field, disputes become corrections instead of arguments.

The trade we accepted

Deterministic matching will never claim to know that one fully-qualified captain is “better” than another. We consider that a feature. The judgment call belongs to the operator; the platform's job is to make sure every candidate on the shortlist genuinely belongs there — and to show its work.