How we keep it trustworthy

Safety & accuracy

Aviation knowledge has real consequences. We build for traceability and human oversight — and we are honest about how each item was reviewed.

Source-controlled

Every claim traces to a source

Curriculum lives under version control. Each statement is tied to a citation from authoritative, current FAA material, so claims can be traced, checked, and updated.

Review gate

Instructional review before publication

Nothing safety-critical is published as reliable until it passes an instructional review gate: a certificated flight instructor, or — under recorded owner policy — an AI instructional-review system (AI_CFI) whose decisions are always labeled as AI review.

Honest status

Review labels tell the truth

Every review decision records who (or what) made it. AI_CFI review is disclosed as AI review; it is never presented as certificated-flight-instructor sign-off or FAA approval.

AI is a tool

AI is never authoritative

The AI instructor is retrieval-grounded to approved material and cites sources. It is treated as a study aid — never as an authoritative aviation source — and it refuses operational and medical questions.

How a claim becomes a lesson

  1. Draft against a source. An author writes original content and attaches a citation e.g. 14 CFR / FAA-H-8083 to each substantive claim.
  2. Automated checks. Content-integrity checks flag uncited claims, broken references, and drift from the source of truth.
  3. Instructional review. A certificated flight instructor or the AI_CFI review system (two independent AI reviewers, reconciled, with source verification) checks correctness and safety before the content is treated as reliable.
  4. Publish with status. Until that review clears, content stays unpublished. Published content records exactly which review cleared it.
Always verify against official FAA sources. No certificated-flight-instructor review or FAA/agency approval is claimed for AI-reviewed content. Confirm regulations and procedures against current official FAA publications and your instructor. A course-completion certificate is not an FAA pilot certificate. See the FAQ.
Safety & accuracy · PPL Free Ground School