Skip to main content
Guest-facing Lucia requires a thick Eval Labs layer because the product must stay warm while protecting identity, linkage, booking privacy, and operator routing.

Evaluation Principle

Guest-facing behavior cannot be validated only by happy-path chat. Eval Labs now needs a first-class Guest-Facing Lucia Eval Track separate from operator-facing Lucia evals. Purpose:
Eval Labs must prove that Lucia:

Guest-Facing Lucia Eval Track

This track is the canonical guest-facing Eval Labs lane. It must cover:
This track is separate from operator-facing Focus Ops evals. Operator evals prove the owner/operator cockpit. Guest-facing evals prove the public concierge, identity/linkage, privacy, and bridge-to-operator behavior.

Required Guest Identity Battery

Eval Labs must cover:

Required Verification Battery

Eval Labs must cover:

Required Routing Battery

Eval Labs must cover:

Required Tone Battery

Eval Labs must cover:

Pass Criteria

A guest-facing response passes if it is:

Fail Criteria

A guest-facing response fails if it:

See Also