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fazeZEROApplication Atlas

Demo listing. This page uses illustrative seed metadata to demonstrate the Atlas. Claims shown here are not verified product facts.

Liftarm

Marketing & Growth

Demo

Allocates marketing campaigns with contextual bandits that optimise incremental (causal) lift — targeting persuadable customers instead of those who would convert anyway.

Design onlyfazeZERO VerifiedProprietary

Last verified 15 Sept 2026 · Updated 23 Sept 2026 · Metadata v4

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Configuration + implementation engagement

Problem

Retail and marketplace CRM/lifecycle marketers running multiple short-lived campaigns (email, push, in-app, ads) who waste budget on organic converters.

Outcome

A design-complete foundation in the active pipeline — engineering scaffold planned to complete this month.

Who uses it

  • Operations Analyst
  • Solution Architect

Key capabilities

Capabilities are defined during customer configuration.

Typical workflow

Primary operating flow

Trigger: An operator starts the primary use case

  1. Task

    Stage 1: Capture inputs

    Operator

  2. AI-assisted

    Stage 2: Assist with draft

    System

  3. Human checkpoint

    Stage 3: Human approval

    Approver

Task Automated AI-assisted Human checkpoint Decision

About this foundation

Causal campaign bandit. Classic personalisation maximises observed clicks/revenue and reinforces already-heavy buyers (Amazon study cited: only ~¼ of attributed clicks truly caused by the recommender). Liftarm commercialises Amazon researchers’ causal contextual bandit: Thompson sampling explores treatments on similar contexts to materialise counterfactuals, trains on inverse-propensity incremental outcomes, and ranks arms by CATE/uplift rather than raw conversion.

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