A damaged shipment, a short delivery, a quality hold. Each one starts the same way: a coordinator opens six screens, cross-references an order against a packing slip, chases a warehouse supervisor, and hopes the answer arrives before the SLA does.
The Case Coordinator is an AI agent that runs inside Microsoft Dynamics 365 Finance and Operations and does that work directly against live ERP data. Not a chatbot bolted onto the side, and not a reporting layer, but an agent with read access across the system of record and a strict rule about what it is allowed to write back.
Why ERP case management is breaking down
Exception handling is where ERP investment usually stops short. The transactional core is automated; the moment something goes wrong, the process reverts to a person with a spreadsheet and a phone.
That worked when exception volume was low. It does not scale with multi-plant operations, tighter customer SLAs, and supply chains where a single late receipt cascades into production, dispatch and invoicing. AI agents in ERP address exactly this gap: the judgement-heavy, cross-module work that rules engines were never able to reach.
One agent across your Dynamics 365 F&O modules
A supply chain failure is rarely confined to where it was reported. A damaged product logged in Sales may be rooted in a report-as-finished variance in Production, a packing error in the warehouse, or a carrier dispute in transportation.
Which modules the agent reads
- Sales Orders and Customers
- Items and Inventory Management
- Purchase Orders and Procurement
- Production Control, including report-as-finished variances
- Quality Orders and Bills of Material
- Routes and Dispatch
- Workers and Transportation Management
- Warehouse Management
- Accounts Receivable and Accounts Payable
- Project Management and Accounting
Why cross-module access finds root cause faster
Because the agent queries all of these in one pass, it can move from symptom to cause without a coordinator manually pivoting between screens. The difference is not speed of reading. It is that connections nobody thought to check get made anyway.
Investigate Case mode: working a customer complaint in Dynamics 365
In Investigate Case mode the agent queries live data, not a nightly extract or an external copy. Every finding reflects the current state of the business.
Contextual retrieval
Customer history, open orders and related transactions assembled on one screen, in the order a coordinator would need them.
Date and delivery validation
The agent checks packing slips, shipment dates and delivered quantities against what the customer has claimed. A complaint either is or is not supported by the system of record, and the agent says which, before anyone offers a credit.
Pattern recognition across past cases
Similar historical cases are surfaced alongside the current one. This is what moves a team from closing tickets to fixing the process that keeps generating them.
SOPs and work instructions, surfaced in context
Relevant standard operating procedures, work instructions and troubleshooting guides appear during the investigation itself. A new coordinator follows the same approved path as your most experienced one.
Creating cases: validated triggers and confirm-before-write
The known risk with AI in an ERP is invented or orphaned records. The Case Coordinator handles this with a confirm-then-write rule: every detail is validated with the user before anything is committed to Dynamics 365. Cases are linked to the correct customer and transaction from the outset, with no manual re-typing.
Automated exception triggers by module
Beyond user-initiated cases, the agent raises exceptions on its own, narrowly, so the alerts stay worth reading.
Module and exception | Trigger condition | Validation logic | Exclusion |
Sales: late delivery | Confirmed date passed, open quantity above zero, or a customer prompt via portal or chat | Compares confirmed delivery date against despatch records | Order fully delivered or rescheduled |
Sales: over / under delivery | Delivered quantity variance exceeds tolerance | Compares delivered against ordered quantity | Line short-closed or intentionally cancelled |
Procurement: late receipt | Vendor-confirmed date passed with open PO, or a buyer or vendor prompt | Checks open PO lines against confirmed receipt dates | PO already receipt-closed or short-closed |
Inventory: count variance | Counted versus on-hand variance above threshold | Validates physical count against system on-hand | Adjustment already reviewed and posted |
Production: output variance | Report-as-finished quantity differs from estimate | Checks output variance against tolerance | Production order manually ended or closed |
AP: invoice matching | Three-way match variance across PO, receipt and invoice | Identifies unresolved price or quantity discrepancies | Match exception already approved or cleared |
Closure awareness, and why alert fatigue kills adoption
Every trigger carries an exclusion. A short-closed line, a cancelled backorder, a posted adjustment, an approved match exception: all are variances someone has already accepted on purpose. The agent ignores them. This is the difference between a system people act on and one they mute in week three.
SLA management in Dynamics 365 that comes to you
An SLA is worthless if breaches surface in a post-mortem. The familiar version of this is the Monday morning discovery that three cases sat untouched all weekend.
The agent monitors SLA targets in real time. When one is breached or at risk, it sends an actionable notification through Outlook to the owner, with their manager copied. The message carries the case summary, the specific issue and the required action, enough to decide and respond from the inbox without opening the ERP. Reports you have to go and read become an agent that comes and tells you.
Security, certification and where your data sits
For an agent with this much reach into the system of record, provenance matters as much as capability.
Data residency – business data stays inside your Microsoft cloud tenant. Nothing is exported to third-party servers for processing.
Write protection – the confirm-then-write rule governs every interaction that changes ERP data.
Inherited compliance – the agent operates within the identity, security and compliance frameworks you already run in Microsoft 365.
See the agent working on live data
AI Agent for Customer Complaints in Dynamics 365 F&O | Live Demo (Case Coordinator). Add VideoObject schema. Almost nobody ranking for these queries has demo footage, so this is the strongest ranking asset on the page.
What this changes
Case management stops being a cost centre absorbing coordinator hours and becomes a source of signal about what keeps going wrong. Faster resolution is the immediate return. The larger one is the pattern data: the evidence that tells you which supplier, which line or which route is generating the complaints in the first place.
To see the Case Coordinator run against your own Dynamics 365 data, talk to the Samadhan team.
Watch the actual agent investigate a sample case, start to finish, recorded inside Dynamics 365.

