WFRLoop Docs
Features

AI Note Writer

"Help me write this" generates a 2–4 sentence note via Anthropic Claude

The AI note writer turns a rough description of what happened into a polished coaching or recognition note.

How it works

  • The send form exposes a button labelled "Help me write this".
  • The manager describes what happened — typed, or spoken via the same voice input used on the note field.
  • The manager picks a tone.
  • The system calls Anthropic Claude and returns a 2–4 sentence note that populates the note field.

This feature is critical for adoption. It ensures notes feel like coaching, not warnings — which is what determines whether managers actually use the tool and whether employees actually read it.

Tone options

Tones are scoped to the message type:

  • Corrections: Gentle nudge, Direct, Firm.
  • Recognition: Warm, Enthusiastic, Professional.

Model

The note writer uses the following Anthropic model:

ANTHROPIC_MODEL=claude-sonnet-4-20250514

Prompts

The brief states that the exact prompts live in the prototype source. Treat any system prompts currently in this codebase as placeholders — they should be sourced from the prototype and replaced before production. Until that happens, output may not match the tone calibration the prototype demonstrates.

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