Lesson Content Question

Response Patterns (from samples)

Common openings:

• “Hi,”
• “Hey there,”
• “Hello,”

Common core lines:

• “>>”
• “Best,”
• “>”

Common closings:

• “Best,”
• “Thanks!”
• “If you have coding questions, you can ask them in the community Discord channel we’ve set up here.”

Phrases That Work (4-gram frequency)

• “thanks for reaching out” — 49 (11.8%)
• “insights can help others” — 47 (11.4%)
• “can help others too” — 46 (11.1%)
• “your questions and insights” — 43 (10.4%)
• “questions and insights can” — 43 (10.4%)
• “and insights can help” — 43 (10.4%)
• “plus your questions and” — 42 (10.1%)
• “hope this helps best” — 39 (9.4%)
• “help others too i” — 38 (9.2%)
• “others too i hope” — 38 (9.2%)

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.