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analyze_outreach

Compare outcome rates across audience, angle, sender, and other available dimensions.

Before you start

Choose acceptance, reply, or positive_reply and the enrollment-date window. Scope to a sequence or group when needed.

Example request

Compare reply outcomes for last week's enrollment cohort by angle. Show denominators and evidence tiers before suggesting a change.

A task request for your connected assistant. It may require several tool calls; it is not an API payload.

Check the result

Read the cohort, failed sends, coverage, and evidence tiers together. Inspect reply tags before interpreting positive replies.

Boundaries

Rates use enrolled minus failed sends, including pending and stopped people. Dimensions are tested independently, not as intersections; small samples and untagged replies can mislead.

Next tools

  • list_analysis_fields

    Discover which dimensions and custom fields the current cohort can support.

  • get_sequence

    Inspect campaign copy, performance, and the work waiting to send.

  • tag_conversation

    Classify a conversation with a canonical tag or custom labels.