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
Broadcom resolves 88% of IT support requests automatically with Moveworks AI, down from days to under 60 seconds
Broadcom deployed Moveworks as a conversational AI assistant for internal IT support, achieving 88% autonomous resolution of IT requests and reducing average resolution time from days to under 60 seconds—with more than 75,000 total issues resolved.
Zalando Transforms Thousands of Postmortems into Strategic Infrastructure Intelligence Using a Multi-Stage LLM Pipeline
Zalando's SRE team built a multi-stage AI pipeline — now powered by Claude Sonnet 4 on AWS Bedrock — that analyzes its entire postmortem corpus to surface recurring datastore failure patterns, cutting analysis time from days to hours while requiring ongoing human curation to address a persistent ~10% attribution error rate.
AI-Driven Ticket Routing Delivers $3.70 Return per Dollar Invested, IDC Reports
A 2024 IDC study finds 63% of enterprises are adopting AI-driven automation for ticket handling; generative AI investments yield an average 3.7x return, driven by faster classification, reduced manual triage, and improved service reliability.
Autodesk reduces incidents by 69% and cuts MTTR by 85% with BigPanda AI correlation
Autodesk, facing 100,000 monthly alerts across 25 monitoring tools, deployed BigPanda's AIOps platform and reduced incidents by 69% while improving MTTR by 85%—reclaiming engineering time for feature development.
Datadog's Bits AI Drafts Postmortems from Incident Metadata and Slack Threads, Cutting Engineer Documentation Load
Datadog built an LLM-powered postmortem assistant inside its Bits AI product that combines structured incident metadata with unstructured Slack discussion, producing draft reports that give engineers a structured starting point rather than a blank page.
IBM Instana customers achieve 219% ROI and cut developer troubleshooting time by 90%
A Forrester Total Economic Impact study commissioned by IBM found that Instana observability customers achieved a 219% ROI over three years, reduced developer troubleshooting time by 90%, and cut mean time to repair by 70%.
Klarna's AI Assistant Handles Two-Thirds of Customer Service Chats in Month One — Then Course-Corrects Back to Humans
Klarna's OpenAI-powered assistant handled 2.3 million conversations in its first month, doing the equivalent work of 700 full-time agents, cutting resolution time from 11 minutes to under 2 minutes, and projecting $40M in 2024 profit improvement — but by May 2025 the company reversed course and began rehiring human agents for complex cases.
nib Health Insurance's Nibby AI Assistant Handles 4 Million Queries and Delivers $22M in Savings with 60% Automation Rate
Australia's nib Health Insurance deployed Nibby — now powered by Anthropic's Claude 3.5 Sonnet on AWS Bedrock — to handle routine member inquiries, achieving a 60% automation rate, a 15% reduction in live phone calls, and over $22 million in cumulative savings since the 2021 launch.
Vodafone's TOBi and SuperTOBi Handle Up to 70% of Customer Interactions at Less Than One-Third the Cost of Live Chat
Vodafone's virtual assistant TOBi, now evolving into the GenAI-powered SuperTOBi across 13 European and African markets, resolves up to 70% of all customer inquiries autonomously — at less than one-third the cost of live agent chat — while SuperTOBi's first-time resolution rate jumped from 15% to 60% in Portugal.
WEC Energy Group achieves 99.95% noise reduction and 98.8% deduplication with BigPanda AIOps
Following a post-acquisition surge in alert volume, WEC Energy Group deployed BigPanda and achieved 99.95% total noise reduction, 98.8% event deduplication, and a 53.9% alert-to-incident correlation rate—dramatically reducing MTTR and reclaiming engineering capacity.
Canva Uses GPT-4 to Auto-Generate Post-Incident Review Summaries, Reducing Engineer Toil
Canva's reliability engineering team built a production pipeline that fetches incident reports from Confluence, strips sensitive data, and passes them to GPT-4 for blameless summaries — with most AI-generated drafts accepted by engineers without modification.
BT Business's 'Albert' AI Knowledge System Lifts First-Contact Resolution 8% and NPS 5% Across 10,000 Contact Centre Agents
After merging four separate agent knowledge bases following the EE, BT, and PlusNet integration, BT Business deployed an eGain-powered AI guided-help system called Albert — achieving an 8% improvement in first-contact resolution, a 5% NPS increase, and a 50% reduction in agent time to competency.
Marks & Spencer reduces MTTR by one-third and ends 2 a.m. incident rooms with New Relic
After shifting to digital-first retail in 2018, Marks & Spencer deployed New Relic to gain end-to-end observability, reducing MTTR by one-third, cutting incident team sizes from 80 people to a targeted notification, and achieving full service visibility across thousands of digital touchpoints.
Shopify's Spy Chatbot Centralizes Incident Response in Slack, Cutting Manual Coordination Overhead
Shopify built a ChatOps model around an Incident Manager on Call role and an internal bot called Spy, which automates channel creation, alert routing, and task reminders inside Slack — shrinking the feedback loop and eliminating fragmented communication during outages.