OWI Test Lab - Operational Workflow Intelligence

Fleet Overview — 1 anomaly detected across 5 instruments

Analyzer-01 NORMAL

Workflow Integrity 94% Last Run Today 08:15 Runs Today 12 Deviations (30d) 3

Analyzer-02 ANOMALY

Workflow Integrity 58% Last Run Today 09:14 Runs Today 8 Deviations (30d) 23

Analyzer-03 NORMAL

Workflow Integrity 91% Last Run Today 07:45 Runs Today 15 Deviations (30d) 5

Analyzer-04 CAUTION

Workflow Integrity 72% Last Run Yesterday 16:30 Runs Today 6 Deviations (30d) 14

Analyzer-05 NORMAL

Workflow Integrity 88% Last Run Today 08:50 Runs Today 11 Deviations (30d) 7

Total Runs Today: 52 Avg Workflow Integrity: 81% Top Deviation: Validation Step Skipped Anomalies Today: 3

Recent Anomalies

09:17 Analyzer-02 — Approval without review (0.8s)
09:14 Analyzer-02 — Reagent check skipped
08:52 Analyzer-04 — Calibration retry x3
08:41 Analyzer-04 — Cancelled mid-run
08:33 Analyzer-02 — Reagent check skipped
08:15 Analyzer-04 — Approval without review (1.2s)
07:58 Analyzer-02 — Reagent check skipped
07:45 Analyzer-05 — Unusual calibration duration (8m12s)
07:22 Analyzer-02 — Approval without review (0.5s)
07:10 Analyzer-04 — Calibration retry x4

Workflow deviation detected — machine health is normal

Hardware: NORMAL Sensors: NORMAL Self-test: PASSED Reagent Level: 34% Analyzer-02 • Workflow Session #247 • Today 09:14

Expected Workflow

1

Select Instrument

Choose target analyzer from fleet
2

Check Reagent Levels

Verify all reagents > 20% before proceeding
3

Load Calibration Standards

Place standards in correct rack positions
4

Start Calibration

Initiate calibration sequence
5

Wait for Completion

Typical duration: 3-5 minutes
6

Review Results

Verify all channels within tolerance (>5s expected)
7

Approve Calibration

Confirm results and accept calibration
8

Log Event

Record calibration in system log

Actual Workflow — Workflow Session #247

1

Select Instrument OK

09:14:01 — Analyzer-02 selected
×

Check Reagent Levels SKIPPED

Step not performed. Reagent at 34% but not verified by operator.
2

Load Calibration Standards OK

09:14:05 — Standards loaded in rack A
3

Start Calibration OK

09:14:08 — Sequence initiated
4

Wait for Completion OK

09:18:20 — Completed in 4m12s (within normal range)
×

Review Results SKIPPED

Results screen displayed but not reviewed. Operator proceeded immediately.
!

Approve Calibration 0.8s

09:18:21 — Approved in 0.8 seconds. Expected review time: >5 seconds.
5

Log Event OK

09:18:23 — Calibration logged

0.82

WORKFLOW RISK

HIGH

Pattern: Skip-and-Approve

Instrument: Analyzer-02

Frequency: 12 times this month

Steps Missed: Pre-run Validation, Results Review

Recommendation

Flag this run for manual review. Output may be unreliable due to skipped validation step.

Pre-run validation procedure on Analyzer-02 needs reinforcement — skip rate has increased from 2% to 18% over the past 30 days.

Procedural drift — deviation rates increasing over 30 days

Validation step skip rate crossed the attention threshold (10%) on May 15. Currently at 18%. 23% of recent runs on Analyzer-02 affected.

Deviation Trend — Last 30 Days

Top Deviations by Frequency

Rank	Deviation	Current Rate	Trend	Primary Instrument	First Seen
1	Validation step skipped	18%	▲	Analyzer-02	Apr 22
2	Approval without review	12%	▲	Analyzer-02, Analyzer-04	May 01
3	Repeated retry (>3x)	6%	▶	Analyzer-04	Mar 15
4	Procedure cancelled mid-run	3%	▼	Analyzer-04	Feb 10
5	Incorrect setup sequence	2%	▶	Analyzer-01	Jan 08

Business impact — estimated savings from workflow deviation detection

Support Tickets Prevented

12

▼ from 18 last month

Reagent Waste Avoided

$2,400

▼ from $3,100 last month

Sample Re-runs Avoided

8

▼ from 14 last month

Workflow Integrity

72%

▲ from 64% last month

Monthly Trend — Last 3 Months

Estimated annual impact from workflow deviation detection: $38,000 in reduced support costs, process waste, and avoided rework All figures are estimated projections based on simulated demo data. Actual impact varies by deployment.