Quality
Quality built on reliable dimensional data — not manual entry
Standards, procedures, and audits only work when the data behind them is reliable, traceable, and comparable. IVR 5.0 AI structures Quality from the source of dimensional results, reducing human noise between drawing, measurement, reporting, and decisions.
What this Quality stack delivers
- Structured characteristics aligned with QIF (ISO 23952)
- Trustworthy measurement with MSA before SPC
- SPC on real characteristics, captured automatically
- Audit-ready evidence linked to parts, processes and history
- End-to-end traceability across CAD, measurement and reports
QIF as the foundation of Quality
The Quality Information Framework (QIF) is not just a file format. In IVR, it is the structural foundation of Quality.
Characteristics, tolerances, datums, and requirements stop being interpreted differently by different people and become structured, reusable, and traceable.
Without QIF, every measurement starts from zero.
MSA — trust before control
Statistical control without a trustworthy measurement system is an illusion. IVR treats MSA as a prerequisite, not a formality.
With QIF-structured characteristics and consistent execution, IVR supports repeatability/reproducibility studies and exposes the impact of operator, equipment, and method — always tied to the real measured characteristic.
Before controlling the process, make sure the measurement system deserves trust.
SPC — control driven by real characteristics
In IVR, SPC does not manage disconnected numbers. It controls QIF characteristics, measured consistently and captured automatically.
Less manual adjustment, fewer “paper fixes,” and higher confidence for containment, correction, and continuous improvement decisions.
Quality Management System: audits and ISO/QS with real evidence
Audits fail when they depend on documents disconnected from the process reality. In IVR, product, process, and system audits are anchored in traceable dimensional evidence.
ISO / QS / IATF documentation is fully indexed and linked to processes, products, characteristics, and measurement history — not as a repository, but as an evidence system.
Audits stop being document hunting and become evidence reading.
APQP — the natural closure of the Quality loop
In IVR, APQP is not a checklist. It is the result of well-defined data, well-executed measurement, and well-built evidence.
Structured inputs (QIF), trustworthy execution (MSA/SPC), audit-ready evidence, and output as reusable knowledge across programs and plants.
DMIS and dimensional reports with full traceability
DMIS is treated as a measurement execution standard, enabling consistency across machines, programs, and time windows.
Dimensional reports stop being isolated PDFs and become data with context: part, characteristic, equipment, strategy, and history.
Automatic import from any IMTE — Inspection Measuring and Test Equipment
IVR automatically imports data from any IMTE: CMMs, portable systems, manual stations, and legacy solutions.
No typing. No transcription. No human-error risk. If the data exists, IVR imports it, interprets it, and makes it traceable.
CAD to QIF — reports that show where the issue is
Before talking about full integration, IVR uses CAD as a Quality communication tool. Dimensional reports with geometry context and clear visual highlighting make analysis, escalation, and audits faster and more objective.
CAD + QIF + DMIS — Quality without heroes
CAD defines intent. QIF structures it. DMIS executes it. IVR turns it into evidence.
Mature Quality does not depend on key people. It depends on reliable data.