How to triage warranty claims and RMAs with AI, and what stays with your warranty team

Where claim time goes

A warranty claim arrives from a dealer or straight from the end customer with some mix of a serial number, a failure description, photos, operating hours and the parts that were replaced. Before anyone can decide it, the warranty administrator has to check entitlement, look for duplicates and earlier repairs on the same serial, code the failure, decide whether the part must come back and write to the claimant. When a purchased component failed, someone should also file a recovery claim with the supplier. When the queue is long, that last step is the easiest one to skip, because the claimant is not waiting for it.

Most of those minutes go into reading and cross-checking: finding the commissioning date, comparing operating hours with the warranty term, searching the service history and matching photos to a failure mode. Entering the decision in the ERP or the dealer portal is the quick part.

Deloitte's 2026 manufacturing outlook names this work directly. Among the agentic AI uses it lists for the aftermarket are systems that read telemetry from industrial machinery to detect misuse and validate claims. You can start without telemetry, from the claim and the documents attached to it, and keep every decision with a person.

Get entitlement data in order first

An agent can only check entitlement against data that exists. For most equipment makers that means four facts per serial: the ship date, the commissioning date if the warranty runs from commissioning, the warranty term in months and hours, and whether the machine was registered. If commissioning dates live only in service reports, or hours appear only in dealer emails, the agent will route more claims to a person, and you will know exactly why.

Check the terms too. Many makers run more than one warranty program, such as a standard term and an extended warranty sold with a service contract. Each program needs to be readable as a rule, with an owner. Decisions outside the terms, such as goodwill (Kulanz in German-speaking markets), stay a commercial call, and the agent should never propose one.

German-speaking teams will know the difference between Gewährleistung, the statutory liability for defects, and Garantie, the manufacturer's voluntary promise. The agent's rules should keep them apart as well, since one rests on statute and the other on your own warranty terms.

What to automate and what to keep with the warranty team

The agent prepares each claim and the administrator decides it. That line holds for every claim, including the clear-cut ones, until you have months of evidence that a narrow category can be approved on rules alone.

The RMA mechanics are standard in most field service tools. In Dynamics 365 Field Service, for example, an RMA is followed by an RMA receipt, Microsoft's documentation lists the processing actions for each returned item, including a return to vendor, and the customer can receive a credit. The agent drafts inside that flow and leaves the flow itself as it is.

Claims are also your earliest quality data. When the same failure code shows up on several serials from one build period, the agent flags the cluster for the quality team, which decides whether to open an 8D or a corrective action. That only works with consistent codes, which is one more reason to let the agent propose codes from a fixed list instead of free text.

Safety signals skip the queue

Most claims are about cost. A few are about safety, and those cannot wait in an approval queue. Any claim that mentions an injury, smoke or fire, a failed guard or a safety function that did not work goes straight to quality and product safety, with the agent's draft attached and nothing sent to the claimant. Agree the escalation target and a fallback alert path during scoping.

There are legal reasons for the speed. Under the EU Machinery Regulation, which applies from 20 January 2027, a manufacturer that has reason to believe a machine it placed on the market does not conform must take corrective action immediately, and must inform the national authorities immediately when the machine presents a risk. The regulation also expects a register of complaints and non-conforming products where necessary. A pattern spotted in warranty data can be the first sign, so the workflow escalates it to a named person and keeps the claim open.

Connected machines add a second clock. Since 11 September 2026, the EU Cyber Resilience Act has required manufacturers to report actively exploited vulnerabilities in products with digital elements, including products already on the market, with an early warning within 24 hours. A claim or ticket that hints at tampering through a remote access port, or at unexplained firmware changes, goes to product security at once.

Records matter as well. Member states have to bring the new EU Product Liability Directive into national law by 9 December 2026, and it covers products placed on the market or put into service after that date. Under it, courts can order a defendant to disclose relevant evidence once a claim is plausible. Have counsel set retention periods and legal-hold rules for the drafts and approval records, and confirm which national rules apply to you. US exporters have one more check. Under the Export Administration Regulations, servicing an item with knowledge that a violation has occurred is itself prohibited, so RMAs and repair dispatches get the same party screening as parts quotes.

This is general information, not legal advice. Have your legal and product safety teams confirm the duties that apply to your products and markets.

Supplier recovery claims

When a purchased component fails under warranty, such as a gearbox or a drive motor, the cost can often go back to the supplier under your purchase terms. Recovery needs the same evidence the warranty decision used: serial, hours, failure description, photos and the inspection result. Because the agent has already assembled that file, drafting the recovery claim takes little extra time.

Track the share of eligible claims that reach a supplier and the share the supplier accepts. If the first number is low today, a draft that is ready and waiting is often the cheapest fix.

Worked example: what the hours look like

This is an illustrative example with assumed numbers, not a client result. Take an equipment maker receiving 120 warranty claims a week from dealers and direct customers. Triage takes 40 minutes per claim on average today, covering entitlement, history, coding, the return decision and the reply. That is 4,800 minutes, or 80 staff hours a week.

Now assume 65% of claims, 78 a week, are clear-cut: in warranty with a known failure mode, and fully documented. With the agent preparing each one, the administrator spends about 8 minutes reviewing and deciding, so 624 minutes. The other 42 are complex and still take 40 minutes, another 1,680 minutes. Total time falls to 2,304 minutes, or about 38 hours, which gives back about 42 staff hours a week.

Supplier recovery can add a second line. Assume 15% of claims involve a purchased component that qualifies for recovery, 18 a week, and only a third of those are filed today. If staff approve and submit all 18 drafts, about 12 more claims a week reach suppliers. Put your own average recovery value against that number before you attach a dollar figure to it.

Starting small with warranty claims

Take one product line and, as an illustrative starting sample, its last 100 claims with the decisions your team made. Check how many had complete entitlement data and how many involved a purchased component. Then run the agent on copies of those claims with nothing sent, and compare its entitlement result and proposed code with what your administrators decided.

Agreement on those historical claims is a fair acceptance test, and with us it is written into the agreement before the build. We build the workflow in your ERP or field service system in two weeks, and you pay $10,000 only after every acceptance criterion passes. Running it afterwards starts at $1,200 a month.

Common questions