McFadyen Digital · Case Studies
Real-world AI in Commerce
205 documented AI implementations across commerce — filterable by industry, value chain, technology, and outcome. Every entry is sourced and quantified where the data exists.
- 205
- Implementations
- 12
- Industries
- 16
- AI technologies
Carson Group Achieves 96% Lead Conversion Accuracy with AWS-Powered ML Scoring
Financial advisory firm Carson Group, managing $57B in assets, deployed a machine learning lead scoring model built by Provectus in five weeks — reaching 96% prediction accuracy and 20× faster lead evaluation.
Ulta Beauty Deploys AI Recommendation Platform to Personalize Product Combinations for 46M+ Members
US beauty retail leader Ulta Beauty built Quazi, a proprietary AI personalization platform, to recommend individualized product combinations across marketing, social, and sales channels — leveraging insights from its 46M+ member loyalty base.
Coca-Cola's Project Fizzion generates hundreds of localized campaign variations across 130+ languages using AI-encoded brand guidelines
Built with Adobe Firefly generative AI, Fizzion encodes Coca-Cola's brand rules into machine-readable 'StyleIDs' that allow creative teams to produce localized content up to 10x faster—while pilot programs in AI-driven localization claimed 7–8% sales growth and 20% higher engagement.
Amazon internal tests find AI-generated advertising imagery produces average 5% sales lift for participating brands
Internal Amazon testing of its AI Image Generator tool between October 2023 and June 2024 found that brands using AI-generated lifestyle imagery in advertising campaigns saw an average of nearly 5% more sales per advertiser — with click-through rates up to 40% higher for lifestyle versus plain product images.
Amazon uses A/B testing and causal ML to validate AI-enhanced catalog data improves customer experience
Amazon's Catalog team applies generative AI to enrich product data at scale and uses causal random forests and Bayesian structural time series to rigorously measure whether enrichments improve customer decisions and conversion.
Celonis cuts translation turnaround time 70% and halves time-to-market with AI-powered localization for its global training platform
Process mining software leader Celonis deployed Transifex's AI-powered localization hub for its Celonis Academy training platform, reducing translation cycles from ten days to two days and achieving 5x more monthly course completions across five languages.
Demandbase Qualifies $3.5 Million in Pipeline in One Quarter Using G2 Buyer Intent Integration
By routing G2 buyer intent signals through its own ABM platform, Demandbase identified in-market mid-market accounts, surfaced 22 competitive and direct opportunities in a single quarter, and qualified $3.5 million in pipeline — demonstrating how intent data closes the gap between signal and revenue.
Hisense lifts Walmart ad ROAS 227% with AI-powered dayparting via Pacvue
By concentrating ad spend on peak-performance hours using Pacvue's dayparting feature, Hisense achieved a 227% increase in return on ad spend, a 184% lift in conversion rate, and an 18% reduction in cost per click on Walmart's retail media network.
Nike Hong Kong lifts automation revenue 110% and grows site visits 32.5% with SAP Emarsys AI-driven segmentation
Nike's Hong Kong division moved from zero lifecycle campaigns to ten in its first year with SAP Emarsys, achieving a 110% increase in automation-driven revenue, a 32.5% rise in website visits, and a 28% increase in average order value over 90 days.
Sinclair Broadcast Group streamlines metadata enrichment with Fabric Studio on AWS, boosting network ratings
Sinclair used Fabric Studio (powered by AWS) and IMDb licensed data to automate metadata management for its film and television catalog, reducing manual data entry and achieving year-over-year ratings increases across its Comet, Charge, and TBD networks.
Smartling's BDRs Send 10x More Personalized Emails After Deploying Apollo AI Research Automation
By replacing hours of manual prospect research with Apollo's AI Power-ups, Smartling's sales development team expanded targeting into new verticals and multiplied outbound email volume tenfold without sacrificing personalization quality.
Square Enix lifts overall email marketing performance 20% and game retention 10% with AI-driven Customer Data Platform
Square Enix built a proprietary AI-driven Customer Data Platform (Single Gamer View) on Google Cloud, achieving a 20% overall increase in email marketing performance and a 10% increase in game retention and completion rates through personalized communications.
Walmart uses LLMs to enrich 850 million product data points — a task that would have needed 100x the headcount manually
Walmart deployed large language models across its product catalog to create or improve more than 850 million pieces of data, dramatically improving search accuracy, store associate efficiency, and inventory operations.
Zara's AI virtual try-on cuts size-related returns by double digits and lifts conversions 22%
Within the first year of deploying AI-powered virtual try-on, Zara recorded a double-digit decline in size-related product returns and a 22% uplift in conversion rates among users who engaged with the tool — establishing a direct link between synthetic fitting and purchase confidence.
Zara uses real-time AI trend intelligence to shift from months-long to days-long manufacturing response cycles
By aggregating store sales, e-commerce interactions, and social media data through AI, Zara/Inditex can identify local demand shifts — such as patched pants outperforming plain ones in specific markets — and adjust production runs within days rather than months.
Mimeo launches its platform in 15 languages using AI-enabled localization without straining internal teams
Cloud-based B2B printing and content distribution company Mimeo deployed Localize's AI-powered translation platform to release its product in 15 languages — processing over 5,000 words — expanding global reach across 140+ countries without placing additional burden on engineering or content teams.
TELUS unifies 15 data sources with Adobe Customer Journey Analytics to proactively reduce call volumes
By stitching together 15 siloed data sources — including web, app, billing, chatbot, and call center — into a single customer journey view, TELUS identified that call spikes occur 3–4 days after bills are sent and implemented targeted push notifications to address billing confusion before customers call.
Atlanta Hawks drives 127% video view growth and 170% Facebook audience expansion using Sprout Social analytics and sentiment tools
The Atlanta Hawks NBA franchise used Sprout Social's content analytics, A/B testing, and social listening features to achieve 127.1% growth in video views and 170.1% Facebook audience growth in a three-month period, while delivering measurable results to 35+ corporate partners.
Hydrant triples revenue per customer with Pecan AI predictive winback in 2 weeks
Hydrant, a wellness DTC brand, used Pecan's predictive AI to identify churned customers most likely to return — achieving a 260% higher conversion rate and 310% more revenue per customer versus control.
Monwell Achieves 6× Conversion Rate and 7× Revenue per Visit with AI-Powered Product Discovery
UK media ecommerce operator Monwell deployed Athos Commerce's intelligent search and personalized recommendations across four brand stores, driving 6× higher conversion from search users and 7× higher revenue per visit — with 34% of total revenue attributed to search.
OneRoof boosts email click-to-open rate 23% and property listing clicks 218% with AI-personalized email timing
New Zealand property platform OneRoof used Braze Intelligent Timing's machine-learning send time optimization alongside behavioral segmentation and localized listing recommendations to increase click-to-open rates by 23%, drive a 218% uplift in total clicks to property listings, and achieve a 57% increase in unique clicks.
Red Wing Shoe Co. creates single golden record for 9M+ customers with Semarchy MDM
By consolidating fragmented multi-store and online records into one master data platform, Red Wing gave marketing, sales, and service real-time access to accurate customer profiles — eliminating the 'four customers for the price of one' problem.
Slazenger achieves 49× ROI and 700% customer acquisition growth with AI-powered omnichannel alerts via Insider
The British sportswear brand deployed Insider's cross-channel journey orchestration to send contextually relevant price-drop and cart-abandonment notifications via email, web push, on-site, and SMS — delivering 49× ROI and a 700% lift in customer acquisition.
Walmart's AI supply chain: automated contract negotiation saves 1.5% and unit cost automation improves averages by 20%
Walmart's automated contract negotiation system using Pactum AI secured agreements with 68% of suppliers and generated ~1.5% cost savings, while supply chain automation improved average unit costs by 20%.
Allergan Aesthetics generates over $1 billion in direct-to-consumer sales by embedding CLV into Allē loyalty program
Using Snowflake, Segment, and machine learning, Allergan Aesthetics relaunched its Allē loyalty program, generated over $400 million in new revenue in 2021, and reduced JUVÉDERM cost per acquisition by 10%.
Brand Collective lifts ROAS 220% and doubles new customer acquisition with Lexer CDP segmentation
Australia's multi-brand apparel and footwear group pivoted from brick-and-mortar to digital-first during COVID-19 using Lexer's customer data platform, achieving a 220% increase in ROAS, 2× new customer acquisition, and 5× revenue from paid channels.
Turkish streaming provider BluTV lifts subscription sign-up rate 42%+ through mobile UI/UX redesign and testing
BluTV overhauled its mobile subscription page using data-driven interface redesign and testing, achieving a 42%+ uplift in subscription conversion rate across an 89,290-visitor test over 19 days.
Puma Europe grows email revenue 5x and lifts open rates 5–10% with AI send time optimization
By deploying SAP Emarsys AI-powered send time optimization alongside behavioral segmentation across multiple European markets, Puma Europe achieved a 5–10% lift in email open rates, triple-digit year-over-year email revenue growth, and a 5x increase in email's share of total business revenue — all within six months.
Virgin Holidays lifts email open rates 2% and generates millions in revenue with AI-written subject lines
Virgin Holidays adopted Phrasee's AI-powered natural language generation tool to write brand-compliant email subject lines, raising open rates by 2 percentage points — a gain worth several million pounds in additional revenue given the brand's 22 million annual email volume.
Flos USA Lifts Checkout Conversion 125% with Full-Funnel A/B Optimization
By combining session recordings, heatmaps, and 30 targeted A/B tests over 17 months, the luxury lighting retailer turned a chronic conversion problem into an 18× ROI.
Nike's 'Dream Crazy' campaign shows AI-monitored brand alignment with audience values driving 31% online sales spike
Nike's 'Dream Crazy' campaign featuring Colin Kaepernick, supported by real-time reputation tracking, drove a 31% increase in online sales in the 72 hours after launch and added approximately $6 billion to Nike's market capitalization—demonstrating how AI-enabled sentiment alignment can amplify campaign impact.
Shiseido's CDP-powered 'Beauty Key' drives 20% in-store revenue lift and 38% net income growth
By uniting fragmented loyalty, POS, and digital data under a single customer ID, Shiseido's marketing team delivered personalized experiences that increased in-store revenue per loyalty member by 20% and grew net income 38% year-over-year.
Ashley Furniture boosts checkout conversions 15% by eliminating a redundant address-entry step
Using AB Tasty's experimentation platform, Ashley Furniture identified and removed a duplicate address-entry step from its online checkout flow, raising conversion rates by 15% and reducing bounce rates by 4%.
Brazilian e-commerce app Dinda lifts direct open rate 25% and grows app revenue 60% over desktop with push notification personalization
Dinda, a Brazilian children's and baby fashion retailer, drove a 25% increase in direct push notification open rates and generated 60% more revenue from its mobile app than its desktop website by combining category-based segmentation, daily A/B testing, and rich media notifications via Airship.
The Economist's programmatic audience-modeling campaign delivers 10:1 ROI reaching 650,000 prospects
Investing £1.2 million in AI-driven programmatic display advertising, The Economist reached 650,000 targeted potential subscribers, achieved a campaign ROI exceeding 10:1, and drove £12.7 million in subscriptions and supplementary revenue — while a separate Google Display campaign generated a 50% lift in brand awareness and a 30% CPM reduction.