All Case Studies

How Context Optimization Increased Bose ROAS by 24%

Predictive creative analysis revealed why high CTR wasn't driving conversions — and how contextual optimization improved performance across retailers.

Results

+24%
Increase in Return on Ad Spend
100+
Ad visuals analyzed
3
Major online retailers optimized

Performance improved within the first campaign cycle after contextual creative adjustments.

The Problem

Bose's digital campaigns were optimized using surface metrics like CTR, but high engagement wasn't translating into purchases. Mobile ads generated clicks. Conversions happened elsewhere.

  • CTR used as proxy for purchase intent
  • Mobile clicks, desktop conversions mismatch
  • Same creative used across different buying contexts
  • No visibility into how visuals performed across the shopper journey

Budget was being allocated to high-click placements that weren't driving revenue.

The Approach

1

Mapped the shopper journey

Identified how users moved from discovery to purchase across devices and platforms.

2

Analyzed creative performance by context

Evaluated visual attention, messaging clarity, and CTA placement across 100+ creatives.

3

Optimized creative by placement

Adjusted message hierarchy and CTA intensity based on where and how users encountered each ad.

4

Built reusable performance guidelines

Created a framework for future campaigns based on contextual performance data.

What Changed

Before

  • Mobile creatives optimized for clicks, not purchases
  • Same messaging used across all placements
  • Visual hierarchy not aligned with purchase intent

After

  • Creative structure aligned with user intent by platform
  • Messaging adapted to discovery vs purchase environments
  • Weak visuals removed before deployment
  • CTA hierarchy tailored to context

This shift reduced wasted spend and improved conversion efficiency.

Key Insights

High CTR doesn't guarantee conversions

Engagement without purchase intent can distort performance metrics.

Context determines performance

Creative effectiveness changes based on platform, device, and stage of journey.

Visual hierarchy drives action

When key elements aren't seen in the right order, conversion drops.

Pre-launch analysis reduces wasted spend

Predicting performance before deployment improves efficiency immediately.

See how optml predicts creative performance before launch

optml analyzes visual attention, context fit, and cognitive clarity to show what to fix before you spend budget.