Make products easier to find, compare, and buy by completing the catalog details that search engines and AI assistants need.
MACH Alliance Agent Ecosystem
Agent Solutions Hub
A curated collection of real agentic solutions from the MACH Alliance community. Each one shows the problem, the results, and how it is built.
One solution can credit several organizations. The MACH Alliance is excluded from the count.
Real agents. Real results.
Three solutions running in production, and what changed.
Ask Frasers Shopping Assistant
A shopping assistant that lifted conversion 25%, taken from a split test to all traffic.
ACR Autonomous B2B Order Intake
Purchase order handling fell from about 8 minutes to under a minute, freeing roughly 267 hours a month.
Altitude Sports Incentive Agent
Campaign setup is 75% faster and coupon generation 99% faster, with no developer involved.
Browse the solutions
Showing 28 of 73
Answer a supply disruption with a cited list of compliant alternative suppliers, while the ERP stays in place.
Agentic Supplier Management
A shopping assistant that lifted conversion 25%, taken from a split test to all traffic.
Ask Frasers Shopping Assistant
Shoppers see relevant products from sister brands without being redirected off the site they are on.
Athena AI Cross-Brand Recommender
AI Exchange Hackathon
Shoppers who engaged converted 35.2% higher over Black Friday weekend, with revenue per visit up 39.8%.
Bash Conversational Shopping Agent
Agentic Achievement Award
A search that finds nothing in stock still ends in an order, with alternates found across nine branches.
Betts Truck Parts Agent Suite
The conversational agent returned 13x ROI, and an AI-timed birthday SMS flow returned 25x.
boohooMAN Loomi Shopping and Messaging Agents
Agentic Achievement Award
Prototyping runs 10 times faster, seven dashboards became one, and developers reclaimed 2 hours a day.
CarParts.com Multi-Agent Ecosystem
Agentic Achievement AwardCustomers, employees, and buyers reach grounded answers and product decisions by describing what they need.
Conversational Search and Product Discovery
Merchandisers act on performance questions without leaving their workspace, and nothing the agent proposes applies without approval.
Coveo Merchandising Agent
City-break shoppers see every hotel on a map next to the points of interest they care about, with walking routes and what guests say.
easyJet holidays Hotel and Points of Interest Map
AI Exchange HackathonCounter staff spend less time hunting parts, and fewer searches end with no option offered.
Harman Heavy Vehicle Specialists Parts Identification Agents
Product recommendations arrive with a reason a shopper can read, not only a score.
IPSY Customer Preference Knowledge Graph
AI Exchange Hackathon
Guided, sourced product recommendations on the storefront, live in under 90 days and owned by the brand end to end.
Jason, Therabody's AI Shopping Assistant
Gift shoppers who cannot phrase a keyword search get a curated recommendation out of a conversation instead.
Kate Spade AI Gift Concierge
Call to action clicks rose 274% and lead conversions 190%, with more configurations completed.
Lexus Europe AI Concierge
Shoppers describe the room they are furnishing and get the right fixture back.
Lightopia Ask Cleo
Agent Ready Award Agentic Achievement Award100 product descriptions in 30 minutes, against 100 a day by hand.
Matalan Product Description Generation
Product and content teams delegate catalog-wide enrichment and copy to a governed agent team instead of working SKU by SKU.
Ocula Product Discovery Optimization Agents
One assistant replaced search and support across three business units, raising click-through 14%.
Orange Conversational Assistant
Support answers arrive inside the product, so integration teams stop leaving their work to search three sources or wait on a ticket.
Patchworks Answers Agent
Products stay eligible, competitive, and actionable when an AI shopping agent does the researching, comparing, and buying.
ReFiBuy Agentic Commerce Optimization
Shoppers get answers about a product, in their own language, without leaving the page they are on.
RONA Bilingual Product Insights Agent
Shoppers get an answer on the product page in under a second, grounded in documents the brand controls.
Solution Studio Product Insights Agent
Solution StudioA stated goal becomes a finished look, so a shopper who cannot phrase a query still gets a usable answer.
Solution Studio Shopping Greeter
Solution Studio
Add to cart rose nearly tenfold among engaged shoppers, measured against a control group.
Trail Appliances Storefront Assistant
Take a shopper from search to confirmed order in one conversation, personalized from the first message.
Valtech Agentic Commerce Agent
Golfers describe a trip in their own words and get resorts ranked on what similar groups actually booked, with the reasons shown.
Your Golf Travel AI Trip Advisor
AI Exchange Hackathon
We've had 100,000 customer reviews on our website for years. As part of the MACH AI Exchange at MACH X, we finally made them useful.
About the hub
Real work, shown in full
The Agent Solutions Hub is a curated collection of real agentic solutions, published by the MACH Alliance as part of the Agent Ecosystem. Every entry carries the problem it addresses, what changed as a result, how it is built, and, where the contributor offers it, the code to go build it yourself.
Built something worth showing?
Put your agentic solution in front of the enterprise leaders who use the hub to decide what to build next. Submissions are open to MACH Alliance Members, Collaborators, or Ambassadors.