QRI · Quality Report Intelligence
Quality Report Intelligence
Every quality document your customer demands, written from your evidence, proven line by line, defensible in an audit. Works with the QMS you already have.
Not a QMS platform. A report-intelligence layer over the QMS you already have.
| Template | Version | Standards |
|---|---|---|
| NCR/CAR | v3.2 | KDS 0050-9000 8.7 · 10.2 · KS Q ISO 9001 |
| 8D | v2.1 | AIAG/VDA · IATF 16949 |
| FRACAS | v1.4 | MIL-HDBK-2155 · KDS 0050-9000 10.2 · 10.3.1 |
| GQA-DEFECT | v1.0 | KDS 0050-9000 8.5.5.1 · 별지 제18호 · AQAP 2110 |
| COUNTERFEIT | v1.0 | KDS 0050-9000 8.1.4 · 8.1.5 · AS9100 |
| QA-PLAN | v1.0 | KDS 0050-9000 8.1.2 · 8.7.3 · 별지 제18호 |
| FAI/AS9102 | v1.0 | AS9102C · AS9100D 8.5.1.3 |
| PPAP | v1.0 | AIAG PPAP 4th Ed. · IATF 16949 8.3.4.4 |
QRI (Quality Report Intelligence) is on-premise software for defense and regulated manufacturers that writes customer-required quality documents from the manufacturer's own registered evidence: nonconformance and corrective-action reports (NCR/CAR), 8D problem-solving reports, FRACAS failure reports, first-article inspection reports (AS9102), and PPAP packages. Every generated sentence traces to a retrievable source, and a deterministic preflight check gates release.
QRI separates generation from release. Language models draft; a deterministic rule engine blocks release of any claim that lacks a cited source, any part number without an authorized source, and any causal conclusion without a verification requirement. The measured escape rate of ungrounded assertions into approved reports is the gating metric, reported with numerator, denominator, and method.
No. QRI connects to the existing QMS (quality events, CAPA, suppliers, document register remain the system of record), imports cases, writes and validates the report package, and returns it. The lifecycle tracks through customer acceptance. For Korean defense contracts, through GQAR (Government Quality Assurance Representative) acceptance under 방위사업 품질관리 규정 별지 제18호.
Yes. QRI runs entirely on-premise with local language models (7B–32B class), no external API calls, and a model-qualification workflow: a model must pass measured gates (extraction accuracy, retrieval quality, unsupported-claim rate, terminology accuracy) before it may serve any production task.
Report templates cite their governing clauses: KDS 0050-9000 (Korean defense QMS requirements), KS Q ISO 9001, AS9102C first-article inspection, AIAG PPAP 4th edition, AIAG/VDA 8D, IATF 16949, MIL-HDBK-2155 FRACAS, and AQAP 2110 for NATO-pattern government quality assurance.
Yes. The interface, controlled terminology register (approved Korean/English quality-term pairs), and report output are fully bilingual. Report output language is set by the template, independent of interface language.
Synthetic demo data · not an approved quality record