Certificate Request

Response Patterns (from samples)

Common openings:

• “Hi,”
• “Hello,”
• “Hey,”

Common core lines:

• “Thanks for reaching out!”
• “Best,”
• “Hi,”

Common closings:

• “Best,”
• “Please let me know if you have any further questions!”
• “Yes – when you complete the course you’ll have the option to claim your certificate.”

Phrases That Work (4-gram frequency)

• “let me know if” — 52 (24.9%)
• “me know if you” — 40 (19.1%)
• “know if you have” — 40 (19.1%)
• “if you have any” — 38 (18.2%)
• “thanks for reaching out” — 34 (16.3%)
• “a certificate of completion” — 29 (13.9%)
• “please let me know” — 24 (11.5%)
• “you have any further” — 21 (10%)
• “have any further questions” — 21 (10%)
• “for your interest in” — 16 (7.7%)

Tone Guidance (observed)

• Openings trend toward: “Hi,”
• Closings often include: “Best,”

What NOT To Do

• Don’t introduce policy details that are not present in the verified response lines above.
• Don’t paraphrase or reframe the customer’s question in a way that changes meaning.
• Don’t add refund/discount promises unless they appear in the extracted responses for this topic.

Validation

Draft must:

• Include at least one of the required phrases from the validation block
• Stay consistent with the observed response patterns above
• NOT introduce policy details that are not present in the verified response lines above.