A complaint about a seal failure is a service ticket, a quality signal and a lot-level traceability question. Handled in one place it takes hours to reach the plant. Handled in three systems it takes a month and arrives as a slide.
Twelve functions. One platform. One security review.
Enterprise AI usually arrives function by function, from different vendors, each one re-learning your company from scratch. These are the areas we work in, what we build in each, and what they have in common underneath.
Consumer success
Every question is a service moment and a sales moment. Most companies only handle the first.
Salesforce Service Cloud · Zendesk · social · voice
Live across several large F&B brands
HR service
Forty percent of your tickets are the same six questions, asked by people on a plant floor at 11pm.
Workday · SuccessFactors · ServiceNow
Six years in production across various processes globally
HR compliance
The work that gets a company fined is eligibility math in a spreadsheet and a reverification date nobody owns.
Workday · UKG · E-Verify · document stores
Human checkpoint before any adverse determination. Always.
Talent & skills
You already know who is leaving. It is in exit interviews, manager changes and leave records that nobody reads together.
Workday · LMS · ATS · survey platforms
Legal & contracts
The obligations you are exposed to are in language, in several languages, in a folder.
iManage · SharePoint · CLM · DMS
Multi-agent review with an SME gate before anything becomes a position
Procurement & suppliers
Supplier risk is knowable weeks before it becomes your problem. It is just spread across nine sources.
SAP · Ariba · Coupa · external risk feeds
Supply chain & logistics
One shipment. Fourteen systems. Every one of them slightly disagrees about what it is.
TMS · WMS · EDI · carrier feeds · AS400
15–20,000 documents triaged daily at an LTL carrier
Manufacturing & quality
The person who knew why line 4 does that on Fridays retires in March.
MES · ERP · historians · SOP libraries
Rolled out across a 60-plant packaging network
Finance & accounting
Cash is stuck behind exceptions, and exceptions are handled by whoever has been here longest.
SAP · Oracle · NetSuite · billing platforms
Order-to-cash orchestration live at a global services business
Claims & risk
The expensive claims are the ones where fault was obvious and nobody looked in time.
Claims systems · imaging · telematics · document stores
Operations & field
Your best dispatcher is a person holding twenty variables in their head, and they are on holiday next week.
ServiceNow · Maximo · field systems · IoT
Marketing & brand
Three years of unprompted consumer language about your category is sitting unread in your service logs.
CDP · social · retailer feeds · web analytics
The valuable processes refuse to stay in one box
This is the practical case against buying a separate AI product for every department. Four examples we have actually built.
Leave, absence and shift coverage are the same problem viewed from two departments. The eligibility determination and the staffing gap it creates are usually solved by people who have never met.
An invoice dispute is almost always a shipment question wearing a finance costume. Resolving it needs the proof of delivery, the rate agreement and the accessorial rules in one context.
A supplier's obligations live in a contract; their performance lives in a scorecard. Nobody notices the gap between them until a renewal or a disruption forces the question.
- FUNCTIONS IN PRODUCTION
- Consumer success, HR service, HR compliance, talent, legal, procurement, supply chain, manufacturing, quality, finance, claims, operations, marketing
- TYPICAL ENTRY POINT
- The function with the clearest volume and the most engaged owner, rather than the one with the tidiest data
- SYSTEMS
- Workday, SuccessFactors, UKG, SAP, Ariba, Coupa, Oracle, NetSuite, Salesforce, ServiceNow, Maximo, TMS and WMS platforms, EDI, AS400 and other mainframes, SharePoint, iManage, data warehouses and lakehouses
- DEPLOYMENT
- SaaS, your cloud tenancy (Azure or AWS), or on-premises where policy requires
- MODELS
- Claude on Bedrock, Azure OpenAI, or your approved model estate. Model choice is a configuration decision, not an architectural one
- WHAT WE DO NOT DO
- IT service desk ticket deflection as a standalone product. That market is well served and it is not where our depth is
Your systems. Your agents.
Pick the function with the most volume. We will show you what we have already built there.