training-onboarding-email-eval

Evaluate onboarding emails by grading drafts against a weighted 5-dimension rubric covering warmth, clarity, call-to-action effectiveness, context fidelity, and length discipline to identify flaws before deployment. This independent review catches issues producers often miss during self-review.

Rubric-based email evaluation scores drafts across five weighted dimensions, applying hard-deduct rules for critical failures like missing calls-to-action or incorrect organization names. It generates a standardized YAML verdict with severity flags to block poor-quality emails from being sent.

Grade LLO onboarding email drafts in ACE Connect by running an automated evaluation during Phase 6. This produces a structured verdict with actionable feedback, addressing issues before the first automated contact with the Local Lead Operator prior to Phase 9 onboarding.

Onboarding email quality directly impacts Phase 9 response rates because poorly crafted outreach with generic tone, buried calls-to-action, or context drift causes slow LLO replies. Independent rubric grading mitigates this by catching critical flaws before the email is sent.

Yes, you can use automated email grading for ACE Connect outreach workflows by applying a calibration logic designed to align grading accuracy with real-world Phase 9 LLO onboarding response rates over time, ensuring accurate evaluation results.

A limitation of automated onboarding email evaluation is that its calibration logic currently relies on targets to align with real-world performance, meaning it requires future recalibration based on actual Phase 9 LLO response data to maintain grading accuracy over time.