AI Agents for SAP Quality Management
Turn every COA and lab report into recorded QM results โ automatically.
Artificio's AI agents read supplier certificates of analysis and lab reports, match each value to your SAP inspection characteristics, record the results, and propose the usage decision โ without manual keying into QE51N.
Business case
See what manual results recording is costing you.
Adjust the numbers to match your quality lab. The estimate updates instantly.
Your inspection volume
Based on fully-loaded QA technician cost and time saved per inspection lot.
// Directional estimate. Assumes 250 working days. We'll build a precise model against your actual lot volumes on the demo call.
What it does
Every certificate that feeds an inspection lot โ read, evaluated, recorded.
Quality data arrives as supplier COAs, third-party lab reports, and in-house test results in every layout imaginable. Artificio reads them all, maps each value to the right SAP inspection characteristic, evaluates it against your spec, and records the result โ no manual entry into QE51N, no re-keying from PDFs.
Certificate intake
- Supplier certificates of analysis
- Third-party lab reports
- Certificates of conformance
- In-house test sheets & PDFs
Match & compare
- Value โ inspection characteristic mapping
- Unit-of-measure conversion
- Spec-limit valuation per characteristic
- Out-of-spec detection & flagging
Record & decide
- Results recorded to the inspection lot
- Usage decision proposed
- Out-of-spec results routed for review
- Full audit trail on every result
How it fits
From any certificate to a recorded inspection lot.
One flow that both your quality and SAP teams can follow end to end.
characteristic ยท limits ยท UoM
Why Artificio
Not OCR with extra steps. An AI agent that understands QM.
Traditional capture tools stop at reading a certificate. Artificio understands the result, maps it to the right SAP characteristic, evaluates it against spec, and records it โ the work that actually takes a QA technician's time.
| Capability | Manual entry | Traditional OCR | Artificio |
|---|---|---|---|
| Reads PDF certificates | โ | โ | โ |
| Handles any supplier COA layout | โ | โ | โ |
| Maps values โ SAP characteristics | โ | โ | โ |
| Converts units of measure | manual | โ | โ |
| Evaluates against spec limits | manual | โ | โ |
| Records results to the lot | by hand | partial | โ |
| Proposes the usage decision | โ | โ | โ |
| Full audit trail for compliance | partial | โ | โ |
SAP's new AI is cloud-only. Your quality lab doesn't have to wait.
Joule and SAP Business AI are reserved for RISE and S/4HANA Cloud. If you run quality management on ECC or a hybrid landscape, Artificio brings modern AI results recording to the system you have today โ and carries the same workflows forward when you migrate.
Implementation
Live in four weeks โ no SAP core changes.
Artificio connects through standard SAP interfaces, so there's no ABAP development and no risk to your clean core.
Connect SAP
Secure connection via OData / RFC. Read access to inspection plans, characteristics, and lots โ no core changes.
Set your rules
No model training. The vision model already reads any COA โ you just define the extraction rules and how values map to your SAP characteristics.
Pilot
Record results in parallel. QA reviews every lot before it closes and tunes valuation tolerances.
Production
Switch on touchless recording for in-spec lots; out-of-spec results route to QA, explained.
For SAP teams
Recorded in QM through standard SAP interfaces โ no screen-scraping.
BAPI_INSPOPER_RECORDRESULTS, OData, and RFC. It reads the live inspection plan, characteristics, and spec limits before it writes anything, so every result is evaluated against your real SAP configuration โ not a stale copy. Every recorded value and usage decision carries a full audit trail.From a supplier COA to a recorded inspection lot.
A regulated manufacturer runs incoming supplier COAs through Artificio โ each value matched to its SAP inspection characteristic, evaluated against spec, and recorded to the lot with a proposed usage decision. In-spec lots close straight through; out-of-spec results arrive at the QA desk explained characteristic by characteristic.
Questions quality & SAP teams ask
Answers before the demo.
Does it work with SAP ECC QM?
Yes. Artificio records results on ECC 6.0 today via OData and RFC โ no upgrade required. The same workflows carry forward when you move to S/4HANA.
Does it support S/4HANA QM?
Yes โ on-premise and private cloud S/4HANA, through OData and BAPI, covering both ECC and S/4 across a hybrid landscape from one platform.
Do we need to train it on our documents first?
No. There's no model training and no template building. Artificio uses a vision language model that already understands documents, guided by the extraction rules and SAP mappings you define. It reads certificates from new suppliers on day one โ you're configuring rules, not waiting for a learning phase.
How are COA values matched to inspection characteristics?
A vision model reads the certificate directly and maps each value to the characteristic in the inspection plan by name, method, and synonym โ following the rules you define. It handles supplier layouts it has never seen before, with no templates to build. Unmatched values route to review rather than guessing.
Does it handle quantitative and qualitative characteristics?
Yes โ numeric results are evaluated against lower/upper spec limits, and qualitative results are mapped to your coded valuation catalog.
Can it convert units of measure?
Yes. Values reported in supplier units are converted to your SAP characteristic's unit before valuation, so comparisons are always like-for-like.
Does it propose the usage decision?
It proposes a usage decision based on the valuation of all characteristics in the lot. Whether the UD posts automatically or waits for QA sign-off is your configuration โ many regulated sites keep UD as a human step.
Does it require SAP customization or ABAP development?
No. Artificio connects through standard interfaces (OData, BAPI, RFC) with no core changes and no custom ABAP โ protecting your clean-core strategy.
What happens when a result is out of spec or low-confidence?
Nothing closes unchecked. Out-of-spec or below-threshold results hold the lot and route to a QA reviewer with the specific characteristic and reason flagged.
Is it suitable for regulated / audited environments?
Every recorded value, valuation, and usage-decision proposal is logged with source, timestamp, and confidence โ giving auditors a complete, traceable record from certificate to lot.
Not ready for a demo?
Take something useful with you.
3-minute product tour
Results-recording ROI worksheet
Live demo
See your own COAs become recorded results.
Send us ten real supplier certificates. We'll show them read, matched, evaluated against spec, and recorded to inspection lots in a sandbox โ live on the demo call.



