HoneyBee Notes

Methodology

How we help you write.

Last updated July 2026

HoneyBee Notes combines carefully engineered prompts, a curated tone system, and editorial guardrails to help you draft vows, toasts, and letters that sound like you. This page explains how the sausage is made.

Inputs we ask for

  • Names and relationships (who is writing to whom).
  • Specific memories, inside jokes, or moments you want included.
  • One or more tones — for example heartfelt, funny, silly, poetic.
  • Length target appropriate to the format (vows, toast, letter).

How drafts are generated

We send your inputs to a large language model with a system prompt authored by us. The prompt enforces structure (opening, promises or memories, close), pacing, and the tone mix you selected. Best-man and maid- or matron-of-honor toasts are capped at roughly 220–260 words so they run under two minutes when spoken.

Multiple variations

For vows we generate three drafts in parallel with different registers so you can compare and cherry-pick. You are always the editor; the model is your first draft, not your final word.

Guardrails

  • No slurs, no punching down, no jokes at anyone's expense.
  • No fabricated facts about real people — the model only uses what you tell it.
  • Print-ready formatting for love letters, in serif type on a clean page.

Your role

Read every draft out loud. Change anything that doesn't sound like you. The best speeches are the ones a partner or friend would immediately recognize as yours.