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Quality complaints: production is finished, the customer is waiting
Short answer
A quality complaint system brings together the work of production, quality and the account manager around an agreed reply package: photos, measurements and an explanation. A closed production task does not mean the package is ready. First check what your current quality system provides, and build an app when the client's package is put together from several departments' material outside that system.
How we workDetails ↓
- 01Call30 minutes with an engineer, free
- 02PrototypeA working system on your process and data, free
- 03ImplementationTarget and fixed price in the contract; 50% at signing
- 04Acceptance50% once the agreed target is met
- net per application, fixed price before contract
- from €3,000
- from signing the contract to acceptance
- 4–10 weeks
- free prototype on your documents
- €0
We belong to the OpenAI and Anthropic partner programmes and learn through their official courses. What this means ↓
Author: Syntalith · 5 min read
Statistics
Quality and AI: statistics 2026
1.2 mo.
payback of €3,000 at 150 complaints a month: €3,490 of work today, €1,048 with checking and the model. Scenario.
17.3%
According to Eurostat (2025), 17.3% of EU manufacturing enterprises with at least 10 employees used AI.
Source: Eurostat, Artificial intelligence by NACE Rev. 2 activity (isoc_eb_ain2) (2025) ↗
20.0%
According to Eurostat (2025), 20.0% of EU companies with at least 10 employees used AI.
Source: Eurostat, 20% of EU enterprises use AI technologies (2025) ↗
50%
According to the European Commission (2026), half of EU SMEs and mid-caps name high investment costs as a barrier to AI.
Source: European Commission, Flash Eurobarometer 578 (2026) ↗
47%
According to the European Commission (2026), customer service is the most common use of AI among EU SMEs and mid-caps that already use it, at 47%.
Source: European Commission, Flash Eurobarometer 578 (2026) ↗
Figures checked: 22 October 2026
- 01Reportthe agreement with the client available to the team
- 02Actionsproduction and quality, with deadlines
- 03Packagephotos, measurements and the explanation
- 04Checkthe account manager before sending
- 05Replysent with the full set of material
Production's actions and the reply to a quality complaint
Say a client reported a finishing defect on parts from a specific batch. The company agreed with the client that the reply would include a description of the actions taken, photos and measurement results. Production did the assigned work and closed its task. The photos are in the team's folder, the measurement results in the quality system, and the account manager has a request for an explanation in their mailbox.
In the proposed app, the account manager opens, on the complaint, the agreed scope of the reply and the material shared by production and quality. They see what is still missing and whom to ask for it. The quality manager reviews the package before it is sent; they may ask, for example, for an explanation that photos of the work alone do not replace.
The reply sent and the later correspondence stay with the matter. When the client asks for extra measurements, the account manager passes the request to the right person. The team has access to the agreement it needs for further work and for closing the complaint later.
The agreements with the client have to be available to the team
The app can show on the complaint which material was agreed with this client, what has already been shared and who is preparing the missing part. A shared reply template can make the work easier, and it should allow for specific agreements. A request for an extra photo must not get lost just because every field of the standard form is filled in.
Your team names who approves the content of the reply and on what basis it treats the matter as finished. The quality assessment and the agreements with the client remain those people's job. AI can be considered separately for finding messages or tidying long correspondence; the flow of the complaint and its material can work without a model.
What your current quality system provides
In quality systems, the non-conformance register can refer to a customer complaint, a sales order or a batch. Corrective actions can have an owner, a deadline and documents. These are features of a ready product worth including when you assess your current solution.
Go through the last complaint where the account manager assembled the reply outside the system with the QMS administrator. Can the material be linked to the matter and shared with the person preparing the package? Can an extra request from the client be kept? If so, what you need may mainly be configuration and tidying the way of working. Include another product in the comparison too, if its flow fits your complaints.
An extension or integration makes sense when the QMS runs actions well, and the account manager has no convenient access to the material they need. The matter can be linked to documents in existing systems, with preparing the reply added for review. Before choosing the scope, confirm that the tools let you read the right batch and share the linked material with the right staff.
Your own workflow is worth considering when agreements with different clients keep needing work outside the available modules. A first project can cover a chosen group of B2B complaints, from receiving the report to the agreed closure. Rebuilding the whole QMS is not needed for that.
Open complaints after you change tools
During migration, the complaints that matter are those where the actions are done but the client is still waiting for a reply or an addition. A moved matter should keep the reference to the batch, the available material and the latest agreement with the client. The team can then carry on from the right point. Older complaints can stay in an accessible archive.
Settle whether a later export will cover these links together with the reply sent and the closing record. For your own app, also agree ownership of the code and data, and the documentation another supplier would need to take over upkeep.
After launch, the company still updates how it serves clients and names the people who check the material. The supplier's support should have an agreed scope, covering for example a document that is already in the QMS but did not appear on the complaint. Compare the build, moving open matters and later upkeep with configuring and supporting the current product.
Let us start with one reply to a client
For preparing the content of the reply, you can consider AI for complaint material and the 8D report. That scope helps gather sources for review; it does not confirm that production's actions were done or that they worked.
Start the conversation about your own complaint system with one matter and the agreements with its client. Use it to compare your current QMS with the proposed solution: will the account manager find the material they need, and will the quality manager assess the reply without gathering the history again? Such a review helps set the connections you need and decide whether extending the tool you use is enough. Syntalith's apps start from €3,000 net, and we set the scope after a free process review (pricing).
What a quality complaint system costs and when it pays back
- Today
- 150 complaints × 40 min = 100 h × €34.90 = €3,490
- With the system, a person checks the output in 30% of the time
- €1,047
- Model, 1 call per case, Claude Sonnet 5.5
- €1
- Cost of one case
- €23.27 today, €6.99 with the system
- Saving
- €2,442 a month
Payback of €3,000
1.2 months
The volume, the time and the checking share are the scenario's assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. Model: 3,000 input tokens and 300 output tokens per call at Anthropic's rates, converted at the ECB rate of 1.1205 USD per euro.
- Time from receiving a case to the result, before and after the change
- Cases the app passed to a person
- Corrections by the person checking
- Model and maintenance cost at the target volume
Where to start
In the free process review we choose one process and count the team's volume and working time, and within 2 working days you get a written summary with a price. We build as part of AI apps, and we price maintenance separately.
Worked example · Scenario
How we count the payback: quality complaints
We run the same count for your plant in the free process review.
€2,792
a month for collecting the evidence for 80 complaints
Payback: 1.3 mo.
1 hour to collect the evidence and draft a complaint report and checking in 15% of the old time are our assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. Model cost: reading a photo at €0.0042 (0.004734 USD), measured in our field documentation system, plus the description (Claude Sonnet 5.5, about 2,000 + 400 tokens), at the ECB rate of 1.1205 USD per euro on 22 October 2026.
See the full calculation →