Purchase order handling fell from about 8 minutes to under a minute, freeing roughly 267 hours a month.
ACR Autonomous B2B Order Intake
Agentic Achievement Award
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 all 73
Make products easier to find, compare, and buy by completing the catalog details that search engines and AI assistants need.
Agentic Product Data Enrichment
Answer a supply disruption with a cited list of compliant alternative suppliers, while the ERP stays in place.
Agentic Supplier Management
Catalog teams manage their product data in plain language, and nothing changes without their approval.
Agentic Ziggy
Campaign setup is 75% faster and coupon generation 99% faster, with no developer involved.
Altitude Sports Incentive Agent
Agent Ready Award Agentic Achievement AwardShow who authorized an agent-led purchase, and prove it later, from stated intent to payment.
AP2 Shopping Agents with a Mandate Ledger
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 Award
Four recurring workflows run against the live store, lifting conversion from 0.8% to 1.1% in 30 days.
Carsncards Revenue Operations Agent
Sales teams answer quote requests in minutes instead of re-keying them, without a volume ceiling set by headcount.
commercetools B2B Intake
Customers, 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
A retailer with no developers shipped six or more changes in weeks, work that had sat in an agency queue.
Creative Bag Storefront Fix Agent
Migration mapping that ran 6 to 9 months now finishes in hours, with the write-up produced alongside.
DeepShift Migration AI
AI Exchange HackathonIn six weeks, Dr. Martens and Conscia built a prototype on-site shopping assistant for drmartens.com that could search, size, and add to cart.
Dr. Martens On-Site Shopping Assistant
AI Exchange HackathonCity-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 HackathonCopyright claims are classified against past cases in seconds instead of days, with an analyst deciding.
Fraud Detection & DMCA Takedown AI
AI Exchange Hackathon
Content operations for more than 16,000 users across multiple agencies, with 90% of metadata creation automated.
General Motors AssetIQ Content Agents
Agentic Achievement Award
Stop marketing emails from promoting products a shopper cannot buy in their size.
Greenlight Campaign Send Guard
Counter staff spend less time hunting parts, and fewer searches end with no option offered.
Harman Heavy Vehicle Specialists Parts Identification Agents
Media teams run bulk library work in plain language, and nothing sensitive changes without their approval.
ImageKit DAM Agent
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
Buyer and supplier agents from four organizations settle real commercial terms with nobody in the middle.
Meridian Crossing Cross-Organization Agent Negotiation
Working Group Prototype
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
Broken integrations surface where the team already works, and are fixed without opening the platform.
Oliver Bonas Integration Agent in Slack
One assistant replaced search and support across three business units, raising click-through 14%.
Orange Conversational Assistant
In one quarter the agents flagged more than 40% of orders as likely hit by supplier delays and priced over $3M of related cost.
Order Fulfillment Risk Agents
Campaign launch time fell about 75%, with 15% more conversions than the ads already running.
Otrium Ad Creative Agent
Agent Ready Award Agentic Achievement AwardLet shopping agents offer the right incentive without blanket codes that give away margin.
Otto Deal Concierge
A written integration specification becomes working flows and mappings in days.
PatchBuddy Integration Build Agent
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
Every integration flow gets documentation written from its actual configuration, not from memory.
Patchworks Documentation Agent
Integration teams learn why a flow failed, and get a remediation proposed, without reading run logs themselves.
Patchworks Health Monitor Agent
Integration builds start from a generated, reviewable flow instead of hand-configured connectors and mappings.
Patchworks Implementation Agent
Integrations move off an older platform from an export file instead of a manual reverse-engineering and rebuild.
Patchworks Migration Agent
Stock moves to where demand actually is, cutting stockouts and lost sales across four stores.
Psycho Bunny Store Replenishment Agent
Keep hesitating shoppers by responding in the same session, not in a batch email after they leave.
Real-Time Customer Retention 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
Nearly five times the parts interchanges, and a complete view of where the company leads the market and where it has gaps.
Seekr Automotive Parts Interchange Agents
Manual extraction and reconciliation fall from weeks to days, and days to hours.
Seekr Benefit Plan Audit Agents
Every completed load invoices itself from its own paperwork, at 10,000 to 15,000 bills of lading a month in production.
Seekr Bill of Lading Invoicing Agents
The initial deployment identified a multi-million-dollar revenue recovery opportunity across about 5% of North American locations.
Seekr Contract Intelligence Agents
Field associates find and correct shelf problems on the first visit, and every visit leaves an auditable record for the brands served.
Seekr Retail Planogram Vision Agents
More than 14,000 products updated in one run, and one of Snag's fastest launches, live in about two weeks.
Snag Product Operations Agent
Agentic Achievement AwardDemo catalogs that took days of sourcing arrive in minutes, with imagery and a mapping into the target system.
Solution Studio Catalog Generator
Solution StudioOrder questions and in-policy returns are settled in the chat, and every case that needs judgment reaches a person with the evidence attached.
Solution Studio Order Support Agent
Solution StudioShoppers 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 StudioInbound purchase orders are read and routed automatically, with people reviewing only the uncertain ones.
Solution Studio: B2B Order Intake Reference Pipeline
Solution Studio
A merchant payment journey is assessed end to end with evidence, and without a questionnaire.
SPARk Payment Journey Assessment Agent
About 21% higher watch engagement against a holdout group, and open rates up about 40%.
Streaming Lifecycle Message Agent
Agentic Achievement AwardWholesale buyers place and change orders in plain language, and see the price they will actually pay.
SynapseAI B2B Wholesale
AI Exchange Hackathon
Run more personalized loyalty campaigns without the build time that personalization usually costs.
The Loyalty Loop Campaign Agent
Campaigns that took 4 to 6 weeks now go live in days, with personalized variants up from one or two to more than 20.
Thumbtack Lifecycle Campaign Agent
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
Every promoted item is checked against the source of truth, with problems surfacing in minutes, not weeks.
Wegmans Marketplace Validation Agents
AI Exchange Hackathon
Click-to-delivery fell by more than 50%, with every order routed on live stock and carrier data.
Wyze Agentic Commerce Pipeline
Agent Ready Award Agentic Achievement Award
Agentic-driven self-service analytics, AI-built dashboards, natural language querying and AI-enabled exception reporting. From manual to automated insights.
Xfuze Agentic Insights Application
Up to 5x faster order processing than manual entry, with a confidence rate of 99%.
Xfuze Order Intake Agentic Application
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 HackathonEvery sales email arrives sorted and answered in draft, checked against the company's terms, ready for a salesperson to approve.
Your Golf Travel Sales Inbox Assistant
AI Exchange Hackathon
Merchants launch customizable products by describing them, and shoppers design a product without learning a tool.
Zakeke AI Visual Commerce Agents
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.