Sales & Outbound

Sequence A/B Optimizer

Tests outreach variants and reports reply-rate winners.

Outreach copy usually changes based on whoever rewrote it last, not on evidence. The Sequence A/B Optimizer runs controlled tests across your outreach variants and reports which subject lines, openers, and cadences actually earn replies.

Results are stored in the team's memory, so winning patterns persist beyond any single campaign or rep. The team receives clear reports on winners and losers, and changes to live sequences are proposed for a human to approve rather than applied silently.

What it does

  • Splits outreach volume across message variants in controlled tests.
  • Tracks reply rates, positive-reply rates, and meetings booked per variant.
  • Declares winners only when the sample is large enough to mean something.
  • Reports results per segment, since what wins for one persona can lose for another.
  • Proposes sequence updates based on winning variants, queued for human approval.
  • Archives test history in memory so old losers are not retested by accident.

How it works

  1. 1Install the agent into your team's memory and pick the sequences to test.
  2. 2Connect your email and CRM integration categories through OAuth.
  3. 3New message variants queue as drafts for human approval before any test traffic uses them.
  4. 4The agent splits approved sends across variants and tracks reply and meeting outcomes.
  5. 5The team receives a results report, and a human approves promoting any winner to the live sequence.

Works with

CRM:SalesforceHubSpotPipedriveZoho CRMCloseWhere accounts, contacts and deals live.
Email (optional):GmailSendGridOutreachSalesloftInstantlySending and reading the messages this agent works with.
Calendar & scheduling (optional):Google CalendarCalendlyCal.comReading availability and booking meetings.
Call & meeting transcripts (optional):Fireflies.aiZoomMicrosoft TeamsOtter.aiGrainWhere recorded conversations come from.

You connect these from the memory's settings after installing — one provider per category is enough.

Runs on top of your team's shared memory — reads approved data only.

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