MODERN TECH

Flagship product

QRI

Quality Report Intelligence

Evidence-grounded quality reports from approved records.

From approved quality records. Every released factual claim cites a retrievable source. Preflight is a rule engine, not a model. The package returns to the QMS you already run.

Not a QMS platform. A report-intelligence layer over the QMS you already have.

QRI is model- and runtime-neutral. It can run with a Modern Tech qualified local model or with a customer-approved internal AI platform, while retaining claim provenance, deterministic preflight, approval separation, and QMS-return controls.

Status

Interactive demo: workflow UI you can run today. PoC backend and customer integration are engagement-scoped. Roadmap items are labeled in docs.

Capabilities

  • Evidence-grounded report drafting
  • Claim-level source tracing
  • Deterministic preflight checks
  • Eight interactive demo configurations (NCR/CAR, 8D, FRACAS, GQA defect, counterfeit part, QA plan, FAI/AS9102, PPAP). Production templates need customer validation.
  • Role-separated review and approval (demo e-signature is simulated)
  • External submission / GQAR-style lifecycle when the customer workflow requires it
  • Model- and runtime-neutral AI (local or customer platform)
  • Bilingual Korean/English controlled terminology

Report types

TemplateVersionStandards
NCR/CARdemo v3.2KDS 0050-9000 8.7 · 10.2 · KS Q ISO 9001
8Ddemo v2.1AIAG 8D methodology · IATF / customer-specific corrective-action requirements
FRACASdemo v1.4MIL-HDBK-2155 · KDS 0050-9000 10.2 · 10.3.1
GQA-DEFECTdemo v1.0KDS 0050-9000 8.5.5.1 · 별지 제18호 · AQAP 2110 (configurable)
COUNTERFEITdemo v1.0KDS 0050-9000 8.1.4 · 8.1.5 · AS5553 · AS6174
QA-PLANdemo v1.0KDS 0050-9000 8.1.2 · 8.7.3 · 별지 제18호
FAI/AS9102demo v1.0AS9102C · AS9100D 8.5.1.3
PPAPdemo v1.0AIAG PPAP 4th Ed. · IATF 16949 8.3.4.4

Eight interactive demo configurations. Production templates require customer-specific requirements review, configuration, and validation.

FAQ

What is QRI?

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 released factual claim traces to a retrievable source, and a deterministic preflight check gates release.

How does QRI prevent AI hallucination in quality reports?

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.

Does QRI replace our QMS?

No. QRI connects to the existing QMS (quality events, CAPA, suppliers, document register remain the system of record), imports cases, prepares and validates the report package, and returns it. Where required by the customer workflow, QRI can also track external submission, witness activity, acceptance, rejection, and resubmission. Legal effect and discharge conditions remain customer- and contract-specific.

Can QRI run in an air-gapped network?

Yes. QRI runs on-premise with no external API requirement. It is model- and runtime-neutral: use a Modern Tech qualified local model (typically 7B-32B class) or a customer-approved internal AI platform. Either path keeps claim provenance, preflight, and QMS return. A model must pass measured qualification gates before production use.

Which standards does QRI support?

Report templates cite governing clauses: KDS 0050-9000 (Korean defense QMS), KS Q ISO 9001, AS9102C first-article inspection, AIAG PPAP 4th edition, AIAG 8D methodology with IATF/customer-specific corrective-action requirements, IATF 16949, MIL-HDBK-2155 FRACAS, AS5553/AS6174 for counterfeit parts, and configurable AQAP 2110-pattern government quality assurance where required.

Is QRI available in Korean?

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