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How Tone Inference Works

What Handlet analyses during onboarding, what is excluded, and how you stay in control.

During onboarding, Handlet can estimate a starting tone from recent outbound messages.

What is analysed

  • recent outbound messages only
  • sampled text within the tone inference window
  • redacted message text after direct identifiers are removed

What is excluded

  • attachments
  • raw long-term training datasets
  • personality labels
  • demographic traits
  • behavioural scores
  • segmentation outputs

What you can do next

After onboarding, you can open Settings -> Channels & Tone to:

  • review tone calibration
  • accept or reject AI recalibration suggestions
  • adjust tone manually
  • delete stored tone inference data

Metadata shown to users

When an AI-generated suggestion is available, Handlet shows:

  • structured reason codes
  • confidence when available

If required reason codes are missing, the suggestion cannot be confirmed.