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Complaint management process: steps, ISO 9001 duties and KPIs

Nine steps from intake to closure, the ISO 9001 clauses that apply, six KPIs with definitions, and a clear line between what an AI agent prepares and what people decide.

9 min readUpdated 11 October 2026

The complaint management process in nine steps

A complaint management process runs in nine steps, from intake and acknowledgement through initial assessment, evidence gathering, investigation and decision to response, remedy and closure. The sequence follows the complaints-handling process set out in the ISO 10002 guideline, with remedy in the ERP and analysis added at the end.

Delays build up at the hand-offs between systems and people. The batch sits in the ERP, the photos in a field engineer's inbox, the inspection record in the quality system and the contract terms in document management. Every question to the customer or a colleague starts another wait, and meanwhile nobody sees the customer's deadline approaching. In automotive supply chains the investigation in step 5 runs as an 8D report, whose gathering work an AI agent can prepare as well, while root cause and corrective action stay with the quality team.

StepWhat happensSystemsTypical delay
1 IntakeThe complaint arrives by email, customer portal, phone or field sales and is logged against customer, order and itemInbox, customer portal, CRMIt sits in a shared inbox until someone reads and assigns it
2 AcknowledgementConfirmation with case number, contact person and next dateQuality or ticket system, emailThe acknowledgement waits until the order has been found
3 Initial assessmentSafety, series defect, urgency, ownership and containment clarifiedQuality system, ERPOwnership bounces between sales, service and quality
4 EvidenceOrder, delivery note, batch, photos, inspection records, contract and past cases brought togetherERP, quality system, document management, inboxQuestions to the customer and colleagues; photos or parts missing
5 InvestigationPart analysis and root cause analysis, as an 8D with containment where neededLaboratory, quality system, 8D templateThe part is in transit or queued in the lab
6 DecisionAccept, reject or offer goodwill, and choose the remedy under contract and policyERP, policy, contract fileGoodwill waits for approval from sales or management
7 ResponseDecision and reasoning sent to the customer, plus a supplier complaint where the supplier caused the defectEmail, customer portal, CRMThe wording goes back and forth between quality, sales and legal
8 RemedyCredit note, replacement, rework or return, and cost recovery from the supplierERP with sales, purchasing and financeCredit or replacement depends on a second transaction in another department
9 ClosureEffectiveness checked, case closed, KPIs and management review updatedQuality system, reportingThe case stays open because the effectiveness check has no date
Nine steps based on the ISO 10002 sequence, plus remedy and analysis. The delays describe typical mechanisms, not measured values.

Complaint handling under ISO 9001: the clauses that apply

ISO 9001 has no single clause on complaints; the duties are spread across customer communication, customer satisfaction, management review and corrective action. That is how the ISO 9001 Auditing Practices Group sets it out in its guidance on customer complaints; the group brings together experts from ISO/TC 176 and the International Accreditation Forum to write guidance for auditors.

ISO 10002:2018 adds guidance on complaints handling in organisations and is aligned with ISO 9001:2015. It contains recommendations rather than requirements, so an auditor cannot raise a nonconformity against it, only against ISO 9001 itself. Interpretation in a specific case belongs to your quality function and your certification body.

The clause numbers below are the same in ISO 9001:2015 and in ISO 9001:2026, published on 16 September 2026. Certified organisations have until 30 September 2029 to transition, and from 31 March 2028 initial accredited certifications are issued only against the new edition.

  1. 01

    Clause 8.2.1 covers customer communication; in the 2015 text, item c) requires obtaining customer feedback on products and services, including customer complaints.

  2. 02

    Clause 8.4 requires evaluating, selecting, monitoring and re-evaluating external providers and recording the resulting actions, which is where supplier complaints sit.

  3. 03

    Clause 8.7 requires records of each nonconformity, the actions taken, any concessions and the authority that decided the action.

  4. 04

    Clauses 9.1.2 and 9.1.3 require monitoring of customers' perceptions and analysis of customer satisfaction data, which includes complaint data.

  5. 05

    Clause 9.3 lists customer feedback as an input to management review.

  6. 06

    Clause 10.2 requires reacting to nonconformities, in the 2015 text explicitly including those arising from complaints, evaluating the cause, taking corrective action and reviewing its effectiveness, with documented information as evidence.

Customer complaints and supplier complaint management

A customer complaint is raised against your company; a supplier complaint is one you raise against a supplier. The principles mirror each other, and a customer complaint often triggers a supplier complaint, or at least a check for one, as Germany's quality association DGQ notes in its article on process, law and goodwill.

On the supplier side the clock starts at goods receipt. Under German commercial law, section 377 of the Commercial Code (HGB) requires the buyer in a purchase that is a commercial transaction for both parties to inspect the goods promptly after delivery, insofar as this is practicable in the ordinary course of business, and to notify the seller without undue delay if a defect becomes apparent; otherwise the goods are considered approved, unless the defect was not apparent on inspection. For cross-border sales governed by the UN Convention on Contracts for the International Sale of Goods (CISG), Articles 38 and 39 set comparable duties, with an outer limit of two years from handover unless a contractual guarantee period says otherwise. How these rules apply to your contracts, your incoming inspection and individual cases is for your legal department or counsel to assess.

In the automotive industry the VDA, Germany's automotive industry association, describes a common complaint process for carmakers and suppliers in its volume on the standardised complaint process, second edition 2020, and its QDX format carries complaint notices, acknowledgements and 8D reports between systems. Carmakers rate suppliers, among other things, by rejected parts per million; Ford requires suppliers to share the ppm measured at Ford plants with everyone in the supplying plant. In the workflow the supplier complaint therefore stays linked to the customer complaint that triggered it, so that cost recovery is not lost.

Complaint management KPIs: six measures and how to define them

Six KPIs are enough to run a complaint process: two for speed, one for cost, two for the quality of decisions and one for the supply chain. Each needs a fixed definition, otherwise every site measures something different. In a published 8D case study at an automotive supplier, customer assistants interpreted the same response time rules differently, so the existing measurement could not be relied on.

A Workflow Assessment measures exactly these values as a baseline from twelve months of system data and a sample of real cases, before an agent changes anything. With case volume and handling time, the AI ROI calculator estimates how many hours an agent frees up and when a build pays for itself.

KPIDefinitionWhy it matters
Time to first responseHours from intake to the first substantive reply with case number and contact personCustomers set it; Ford expects a response within 24 hours of its notification
Time to decisionWorking days from intake to the decision communicated to the customer, as median and 90th percentileShows how long cases wait for evidence and approvals
Cost per complaintInternal handling time times hourly rate, plus credit, replacement, freight, inspection and sorting, per closed caseBasis for goodwill limits and for the business case of an agent
Repeat complaintsShare of complaints with the same defect and cause as a case closed within the previous twelve monthsShows whether corrective action under ISO 9001 clause 10.2 works
Share justifiedComplaints accepted as justified as a share of all decided, per handler and per customerLarge gaps between handlers point to inconsistent decisions
Supplier ppmRejected parts from a supplier divided by parts delivered, times 1,000,000A comparable measure for supplier evaluation under ISO 9001 clause 8.4
Suggested definitions; what matters is that every site uses the same one.

Where an AI agent changes the complaint management process

An AI agent changes the steps that consist of searching, matching and writing: gathering evidence, preparing the decision and requesting what is missing. The complaint stays a single record in the system of record, the ERP or the quality system, instead of being spread across emails and spreadsheets.

The agent follows the same five steps as every workflow, namely intake, context, proposal, release and write-back. It reads the notification, pulls context from the ERP, the quality system and document management, files its proposal with sources in the record and writes back status and response only after release. Five tasks move to the agent as preparation work.

  1. 01

    It assembles the case file from order, delivery note, batch, photos, inspection records, contract terms and correspondence, with the source of every statement.

  2. 02

    It checks the claim against policy, contract and earlier decisions on the same defect and proposes a resolution with its reasoning and the rule applied, so differences between handlers become visible and need a reason.

  3. 03

    It drafts requests for missing evidence to the customer, such as photos, a return or a delivery note number, and to internal teams, each with a due date and the case number.

  4. 04

    It tracks each customer's deadlines and escalates before they expire, instead of a deadline surfacing only when the customer chases.

  5. 05

    It spots repeats by part number and defect and triggers an 8D where needed.

What stays with people: refusals, goodwill above the threshold and payments

A person always decides refusals, a complaints or quality specialist decides goodwill above the threshold, and the agent never triggers payments such as credit notes or refunds. All three have legal and financial consequences and shape the customer relationship. In the complaint handling workflow, proposals below the threshold are released with one click, and every refusal goes to a person.

The DGQ points out that offering goodwill needs careful wording so that it does not create an unintended legal effect, such as an acknowledgement of the claim or a longer limitation period. Agree the templates for such letters with your legal department; the agent uses only approved templates and flags any deviation.

Finance sets the thresholds for one-click release and reviews them monthly. Every decision records the evidence considered, the rule applied and the person who decided, in line with ISO 9001 clause 8.7, which asks for the authority that decided on a nonconformity. The ISO 9001 Auditing Practices Group's guidance of May 2026 also asks auditors to check whether complaints involving AI outputs are recorded, analysed and addressed, and whether decisions influenced by AI outputs can be traced.

Before the agent prepares one-click proposals, it runs in shadow mode on live cases. The comparison with the handlers' decisions per category is the evidence for widening release rights.

Questions

Common questions

What does ISO 9001 require for the complaint handling process?
ISO 9001 does not require a separate complaints procedure, but it does require obtaining customer feedback including complaints (8.2.1), using it in customer satisfaction analysis and management review (9.1.2, 9.3) and treating nonconformities with cause evaluation and corrective action (10.2). The clause numbers are the same in the 2015 and 2026 editions.
Is ISO 10002 a certifiable standard?
ISO 10002 is guidance with recommendations, not a requirements standard. According to the ISO 9001 Auditing Practices Group, an auditor cannot raise a nonconformity against its recommendations, so your complaints process is audited against ISO 9001 instead.
Which complaint management KPIs should we report every month?
Six are enough: time to first response, time to decision, cost per complaint, repeat complaints, share justified and, for suppliers, ppm. A fixed definition that every site applies matters more than the choice of KPIs.
How is supplier complaint management different from handling customer complaints?
In a supplier complaint you are the buyer, so inspection and notice duties apply to you, such as section 377 HGB in German commercial sales and Articles 38 and 39 CISG in cross-border sales governed by the convention. ISO 9001 clause 8.4 adds the duty to evaluate and monitor suppliers. The legal assessment of individual cases stays with your legal department.
Did ISO 9001:2026 change the clauses on complaints?
Clauses 8.2.1, 8.7, 9.1.2, 9.3 and 10.2 keep their numbers in ISO 9001:2026. The revision adds requirements on quality culture and ethical behaviour, separates risks from opportunities and tightens the rules on changes to the quality management system. Certified organisations have until 30 September 2029 to transition.

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