The non-conformity does not come from a bad process, it comes from evidence with gaps
Facing a certification body audit, a customer audit or an 8D with a five-day deadline, somebody spends one or two weeks rebuilding records, reports and signatures backwards. With Agents, every critical event leaves its evidence at the moment it happens and the dossier composes itself, organized by standard. The audit goes from project to query.
The finding almost never says the process is bad: it says the record that proves it is missing.
IATF 16949 and customer-specific audits require you to demonstrate, not to state. Today the demonstration is manufactured after the fact, with expensive quality staff digging through folders, and the outcome depends on whether the papers turn up. The finding the auditor raises almost never says the process is bad: it says the record that proves it is missing. It is a documentary non-conformity with real consequences for certification and for supplier ranking. The same happens with the PPAP file for each new program: putting it together competes in time and people with producing, exactly when the plant is most stretched by the launch.
- IATF 16949 and customer audits require you to demonstrate, not to state. Today the demonstration is manufactured after the fact, with expensive quality staff digging through folders.
- The outcome depends on whether the papers turn up, and a documentary non-conformity has real consequences for certification and for supplier ranking.
- The same with the PPAP file of every new program: putting it together competes in time and people with producing, exactly when the plant is most stretched by the launch.
Agents on top of what Edge and Connect already capture.
Agents on top of what Edge and Connect already capture.
Agents prepares the file; it does not approve it. It detects what is missing before the auditor does and flags it as an open task, which is the genuinely valuable part.
- Every variant changeover, every first part, every automatic block and every human validation leaves photo, measurement, decision and signature at the moment it happens.
- Agents classifies each piece of evidence against the standard's requirements: IATF, customer-specific requirements, PPAP file per program.
- It detects what is missing before the auditor does and flags it as an open task.
- It composes the dossier for the period, the program or the claimed batch, ready to download.
- The quality lead reviews and signs. Agents prepares the file; it does not approve it.
Rebuilding the evidence vs. having it composed
| Aspect | Current preparation | With Agents |
|---|---|---|
| Time before every audit | 1-2 weeks of quality staff | Zero |
| Source of the evidence | Rebuilt backwards | Captured at the moment it happens |
| Documentary gaps | The auditor finds them | Flagged beforehand as open tasks |
| Organization | By folders, by hand | By IATF, customer and PPAP requirement |
| An 8D with a 5-day deadline | Incomplete evidence | Full traceability of the claimed part |
| PPAP file of a program | Competes with producing | Composes itself during the launch |
From one or two weeks of rebuilding before every audit to zero. From an 8D with incomplete evidence to an 8D with the full traceability of the claimed part: raw material batch, press cycle, test result, variant changeover validation and final control.
Impact estimate for your plant — to validate against your numbers.
The block below is an estimate to be validated against your plant's actual data. We put it forward so the committee has an order of magnitude; we refine it during the assessment.
- Certification body audit, customer-specific audits and program launches through the year.
- Indicative payback between 6 and 12 months depending on the number of audits and launches.
- What gets counted is the freed quality person-weeks per year and the reduced risk of a documentary finding.
- And something not accounted for but weighty: the supplier ranking, which a documentary non-conformity can move.
Estimated payback 6 to 12 months depending on the number of audits and program launches per year, combining freed quality person-weeks and reduced risk of a documentary finding. *Estimate to validate*.
And the fair question from the production manager
“Does a dossier composed by AI hold up with an auditor?” — what Agents does is classify and index evidence that already exists and was captured at the moment: timestamped photos, measurements, decisions and signatures of people with their role. It does not generate evidence or write conclusions, and the quality lead reviews and signs before anything is handed over. For an auditor that is stronger than a reconstruction made weeks later.
[1] OpenAI paper "Why Language Models Hallucinate", 2025 — on the reliability of AI in anchored tasks.
What people ask about the IATF evidence dossier
Does the AI manufacture the evidence?
No, and the distinction is critical precisely in front of an auditor. The evidence is captured by the shop floor pieces at the moment the event happens: every variant changeover, every first part, every automatic block and every human validation leave photo, measurement, decision and signature. Agents classifies and indexes that material against the standard's requirements. It does not write conclusions or fill gaps, and it does not approve: the quality lead does.
What if evidence for something is missing?
Agents flags it as an open task, and that is the most valuable function in the case. Today gaps appear during the audit, when there is no margin left. If the system warns weeks in advance that a period is missing the first-part record for a variant, there is time to close it or document why it is not there.
Does it work for IATF and customer requirements at once?
Yes, and much of the saving is there. The underlying material is the same; what changes between IATF, each customer's specific requirements and the PPAP file is the structure it has to be presented in. Agents knows those structures and composes a different pack from the same evidence, instead of forcing the team to redo the work for every audit.
Does it help with an 8D on a five-day deadline?
It is one of its most direct uses. An 8D forces you to rebuild backwards the full traceability of the claimed part with the clock running. With the evidence already captured and linked, that part's dossier comes out with its raw material batch, its press cycle, its test result, its variant changeover validation and its final control.
Do I need the other pieces for this to be useful?
The more evidence captured at the moment, the more complete the dossier: this case leans on the previous ones more than any other. With Edge on the line and lab and startup capture running, the pack comes out practically complete. Without them it organizes whatever exists, which is already an improvement, but it does not eliminate the preparation weeks.
Tell us how many weeks a year your quality team spends preparing audits.
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