Quality & SPC · QA · QC · AI ballooning

SPC and inspection, straight from the gauge.

Live X̄-R charts, Cp and Cpk for every critical characteristic, fed by Bluetooth gauges. Operator in-process checks, scheduled QC patrol inspections and AI ballooning of drawings, in one quality system on the shop floor.

X̄-R · Cp · CpkBluetooth gaugesOperator QA + QC patrolsAI CTQ ballooning
VMC-07 · OP20 · #1 BORE Ø44 H7LIVE SPC
BORE GAUGE · BLUETOOTH44.012mm
SUBGROUP0/5
CPK—
ILLUSTRATIVE DATAX̄-R · n = 5 · SPEC 44.000 – 44.025
Live SPCX̄-R charts, Cp and Cpk per characteristic
BluetoothGauges from multiple brands, straight to the record
QA + QCOperator checks and scheduled patrol inspections
2h → 4mInspection setup with AI CTQ ballooning
Why quality slips

Most plants measure plenty. Very little of it arrives in time to act.

Retyping

Every reading written twice

Read the gauge, write it on the sheet, type it into Excel. Two chances to get a digit wrong, and hours between the part and the data.

Late

SPC drawn after the batch shipped

Control charts built at week end describe a process that has already moved. The drift that caused the rejects was visible on day one.

Skipped

Patrol checks that quietly don't happen

On a busy shift the two-hourly inspection slips. Nobody notices until a customer complaint arrives.

How it works

One quality flow, from drawing to decision.

Every step writes to the same record, so a reading, its control chart and the part it came from are never more than a click apart.

01

Drawing

PDF, DXF or photo, revision-controlled and shown at the machine.

02

Balloon

MachineWise AI numbers every CTQ dimension with nominal and tolerance.

03

Plan

Each characteristic gets an owner and a frequency: operator QA or QC patrol.

04

Measure

Bluetooth gauges send the reading straight into the right characteristic.

05

SPC

X̄-R charts, Cp and Cpk update with every subgroup, per characteristic.

06

Act

Out-of-control alerts, reject root cause and inspection reports on demand.

Quality assurance vs quality control

Operators build quality in. Inspectors verify it.

Two different jobs, two different people, one set of characteristics. MachineWise gives each its own screen and its own schedule.

QUALITY ASSURANCE · AT THE MACHINE

Operator and in-line inspection

The parameters assigned to production are checked where the part is made, at a frequency the quality engineer sets: first-off, every N parts, after a tool change.

  • The next characteristic to measure, shown at the machine
  • Bluetooth gauge readings or quick entry for visual and go/no-go checks
  • Instant pass or fail against the drawing tolerance
  • First-off approval recorded before the batch runs
  • Out-of-tolerance readings raise an alert to the supervisor
OPERATOR TERMINAL · VMC-07 · OP20IN-PROCESS · EVERY 25 PARTS
#CHARACTERISTICREADINGSOURCE
1Bore Ø44 H744.013GAUGE✓
2Hole Ø24 ±0.0524.021GAUGE✓
5Face Ra 1.6 max1.2ENTERED✓
6Thread M8 go/no-goGOENTERED✓
Part 150 of 400 · First-off approved 08:12ACCEPTED
QUALITY CONTROL · ON PATROL

Scheduled line inspection

QC line inspectors inspect parts routinely at fixed intervals. Every machine and part has its patrol plan mapped in the app, so nothing is left to memory.

  • Intervals by time or by part count, per machine and part
  • What is due next across the floor, in one list
  • Overdue checks flagged in red, and escalated
  • Each patrol recorded with inspector, time and readings
  • On-time patrol percentage by shift and inspector
QC PATROL PLAN · SHIFT ACLOCK 10:40
MACHINEPART · OPINTERVALSTATUS
VMC-07HSG-114 · OP20Every 2 h
VMC-03HSG-114 · OP10Every 50 parts
HMC-01BRK-220 · OP10Every 1 h
CNC-L12SFT-031 · OP10Every 2 h
VMC-11FLG-090 · OP20Every 1 h
Patrol checks done on time today94%
Bluetooth gauge integration

Press the gauge. The reading is already in the record.

MachineWise works with Bluetooth-enabled measuring instruments from multiple brands. No retyping, no transcription errors, and every reading carries its gauge, operator, machine and time.

Digital calipersOD · ID · DEPTH · STEP
MicrometersOUTSIDE · INSIDE
Bore gaugesBORE Ø · TAPER · OVALITY
Dial & digital indicatorsRUNOUT · FLATNESS
Height gaugesHEIGHT · POSITION
Depth gaugesDEPTH · SHOULDER
Faster

Seconds per characteristic

The app shows which characteristic is next; the reading drops into the right cell. A five-characteristic check takes about as long as measuring it.

Accurate

No digit ever retyped

What the gauge measured is what the record holds, to the gauge's own resolution. Transposed digits and wrong columns disappear.

Traceable

Every reading has a story

Gauge, operator, machine, part, time and tool age are stored with each value, ready for an audit or a root-cause review.

SPC, live

X̄-R charts, Cp and Cpk. Try it on sample data.

This is the same calculation MachineWise runs on every characteristic, live. Load a sample or paste your own readings; the free SPC calculator has more room.

Cp
—
Cpk
—
Pp
—
Ppk
—
X̿ (grand mean)
—
R̄ (mean range)
—
σ within
—
Signals
—
X̄ chart · subgroup means- - spec
R chart · subgroup ranges
Capability histogramnormal fit

RUNS IN YOUR BROWSER · NOTHING YOU PASTE IS STORED OR SENT · AIAG SPC CONSTANTS · RULES: BEYOND LIMITS, RUN OF 7, TREND OF 6

Start from the drawing

The inspection plan writes itself.

AI CTQ ballooning

From drawing to inspection plan in four minutes.

Upload a PDF, DXF or a clear phone photo. MachineWise AI balloons every critical-to-quality dimension, extracts the nominal and tolerance and builds the inspection table. Your quality engineer assigns each characteristic to operator QA or QC patrol, sets the frequency, and signs it off.

Manual ballooning
≈ 2 h
With MachineWise AI
≈ 4 min
More on MachineWise AI →
DRAWING HSG-114 · REV CAI
#FEATURENOMINALTOLERANCEPLAN
1Bore Ø44.000H7 · +0.025/0QA · every 25
2Hole Ø24.000±0.05QA · every 25
3Boss width46.000±0.10QC · every 2 h
4Overall length330.00±0.20QC · every 2 h
5Face Ra1.6maxQC · every 2 h
Root cause

When a part is rejected, the evidence is already there.

Reading

The measurement history

  • Control chart of that characteristic
  • The subgroup the reject belonged to
  • Cp and Cpk before and after
  • Gauge and operator on record
Machine

The state at that moment

  • Spindle load, temperature and alarms
  • Program and cycle time
  • Tool age from tool life monitoring
  • Setup and offset changes
Action

From evidence to fix

  • Structured rejection reasons
  • Why-why report drafted by AI
  • Containment on the affected batch
  • Quality events on the traceability record
Before and after

What changes when quality runs live.

Paper sheets + ExcelMachineWise
Taking a readingRead the gauge, write it down, type it again laterPress the gauge button: the reading lands in the record
Control chartsDrawn after the batch has shippedLive X̄-R chart per characteristic, every subgroup
Out-of-controlFound at the monthly review, or by the customerRule breaks flagged the moment they happen, with an alert
Patrol inspectionsRemembered, or notScheduled per machine and part, due and overdue visible
Capability (Cp, Cpk)A spreadsheet someone rebuilds for auditsAlways current, per characteristic, per machine
Evidence for a rejectAn argumentReading, gauge, operator, machine state and tool age on one record
Questions

Straight answers.

What is SPC software?
SPC (statistical process control) software collects measurements from production, plots them on control charts such as X̄-R, and flags when a process drifts out of statistical control, before it produces out-of-tolerance parts. It also calculates process capability (Cp, Cpk, Pp, Ppk) against the drawing tolerance.
How does MachineWise do SPC?
Every characteristic on the inspection plan gets its own live X̄-R control chart. Readings arrive from Bluetooth gauges or operator entry, subgroups are formed automatically, control limits and Cp/Cpk are calculated, and rule breaks such as a point beyond a limit or a run on one side of the centre line raise an alert. Try the maths yourself with the free SPC and Cpk calculator.
Which measuring gauges can connect to MachineWise?
Bluetooth-enabled digital calipers, micrometers, bore gauges, indicators, height gauges and depth gauges from multiple brands. Tell us the gauges on your floor and we will confirm them before the pilot.
What is the difference between quality assurance and quality control in MachineWise?
Quality assurance is built into production: operators and in-line checks measure the parameters assigned to them at the machine, at a set frequency such as every 25 parts. Quality control is independent verification: QC line inspectors patrol the floor and inspect parts at fixed intervals, with every patrol mapped in the app so due and overdue checks are visible.
How are QC patrol inspections scheduled?
Each machine and part gets an inspection interval by time (for example every 2 hours) or by part count (for example every 50 parts). Inspectors see what is due next across the floor, overdue checks are flagged, and each patrol is recorded with the inspector, the time and the readings.
What is CTQ drawing ballooning?
Ballooning numbers every critical-to-quality dimension on a drawing and lists it in an inspection table. MachineWise AI does this from a PDF, DXF or a clear photo, cutting inspection setup from about two hours to four minutes; your quality engineer reviews and signs the result.
How does it find the root cause of rejects?
Every reject is linked to the machine state at that moment: spindle load, temperature, alarms, the tool's age and the operator, alongside the SPC history of that characteristic. MachineWise AI can draft a why-why report from that evidence.
Does it help with IATF 16949 and customer audits?
Yes. Inspection records, control charts, capability figures and reject analysis are kept per characteristic, part and batch, which supports the evidence auditors and customers ask for.
Ready when you are

See your own characteristics on a live control chart.

Bring a drawing and a gauge to a 30-minute walkthrough, then run a free 2-machine pilot. Your data stays on-premises throughout.

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FREE 2-MACHINE PILOT
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Software-first setup in under an hour each · your data stays on-premises · plant-specific ROI model included.