Amp AI: Bundles

At a glance: Amp AI creates and optimizes product bundles based on your store's real purchase patterns and product performance data — including an inventory clearance feature that helps move slow-selling stock.

Overview

Amp AI runs two agents for bundles:

Bundle Setup Agent

What it does: Identifies product pairs that customers frequently buy together but don't have a bundle yet, and creates them.

What it works off: - Your current bundles — pulled from the Bundles app to avoid duplicates - Frequently Bought Together (FBT) data — real purchase co-occurrence, filtered to high-confidence pairings only - Bundle effectiveness metrics — performance data from any existing bundles, used to prioritize opportunities

How it works: - Finds FBT product pairs not already in any bundle - Creates 2-product bundles from the strongest opportunities - Deduplicates — won't suggest A+B if B+A already exists - Each bundle includes a default 10% discount and an estimated revenue uplift

Bundle Optimization Agent

What it does: Monitors bundle performance, pauses non-converters, creates replacements, and generates inventory clearance bundles.

What it works off: - Your current bundles — the full list from the Bundles app - FBT data — purchase co-occurrence, filtered to high-confidence pairings - Bundle effectiveness data — impressions, conversion rates, revenue, and how long each bundle has been running - Product P&L data — sorted by sales velocity (slowest first), including inventory levels, margins, and revenue

Three types of action:

Pause underperformers

A bundle is paused when it has been active long enough to collect meaningful data and is consistently not converting. Amp AI ensures every bundle gets a fair trial before any action is taken.

Create replacements

When bundles are paused, the agent creates new ones from FBT data to keep your catalog active.

Inventory clearance bundles

The agent identifies products with zero sales velocity but remaining inventory and pairs them with your fastest-selling products. This moves stale stock by bundling it with items customers are already buying — informed by P&L data to protect margins.

Autopilot

You can let Amp AI manage bundles automatically — no manual approval needed. Go to Amp AI → Settings and toggle on Automated bundles.

When enabled, Amp AI will create new bundles, pause underperformers, and generate clearance bundles on its own. All actions appear in the History Log with full details, so you can review changes and track performance at any time.

Getting Started

Available through the AMP Bundles app. Once enabled, both agents run automatically from the Amp AI dashboard.

Tips

• Let bundles run. The optimization agent needs enough data before pausing anything — give new bundles time to collect views.
• Watch for clearance bundles. These are a low-effort way to move stale inventory without running a sale.
• Don't recreate paused bundles. If a bundle was paused, it had real data showing <1% conversion. Trust the signal.