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Input 04 · partner

AEGIS classification.

AEGIS is the classification engine licensed by FrameBright and used by ParentProof under the disclosed non-cash partnership. AEGIS is one of six inputs; it is not the rating.

Scoped · engine bootstrapped

The AEGIS classification engine is scoped and the engineering repo is bootstrapped (RelayOne/aegis). The .org site references AEGIS as the engine in the rating model. The engine is not yet shipped as a commercial product; classification calls for ParentProof listings run on internal infrastructure during the build-out period.

What AEGIS sees

AEGIS produces structured classification signals across category, age suitability, content type, and policy alignment. For ParentProof, AEGIS output is logged on every listing as one input among six and is fully inspectable on the listing page.

What AEGIS does not see

  • Community member identity or contact details.
  • Individual review text.
  • Donor information.
  • Council deliberations before they are published.

How AEGIS weights into the score

AEGIS is treated as one of six inputs at parity with the others. It does not set the rating. The community council can override AEGIS classification on appeal; the override is logged with reasoning.

The FrameBright relationship

FrameBright provides AEGIS to ParentProof at no cost. FrameBright has no rating influence, no board seat, and no access to community member data. Full disclosure: /funding/framebright. Commercial product context: framebright.ai.