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Cases / Healthcare
MVP CASE 07

Reads 78% faster, safety incidents down 85%

Imaging support, diagnostic assistance, and patient safety monitoring built for a general hospital over 16 months. It never reads in place of the radiologist — it reorders the queue and flags what may have been missed.

78%
Faster reads
85%
Fewer safety incidents
23%
Diagnostic accuracy gain
Duration
16 months
Team
4 people
Started
2024 Q3
Market
Korea general hospital
SITUATION

What was blocking them

ISSUE 01
The reading queue kept growing
Study volume outstripped radiology staffing, so non-urgent images waited an average of 2.1 days to be read.
ISSUE 02
Safety events were recorded after the fact
Medication and fall-risk signals were logged only after an incident, so the window for preventive action was already gone.
ISSUE 03
Clinical acceptance was the gate
A tool that reads in place of the radiologist does not get used. The intervention had to be one clinicians could trust.
APPROACH

The order we worked in

Each phase began from what the previous phase measured. We kept that order because without the earlier step there is no way to verify the next one's effect.

01
Priority queue
Image analysis reorders the reading queue, lifting studies with likely urgent findings to the top. The read itself stays with the specialist.
6 months
02
Second-look findings support
After the specialist's read, a separate step surfaces findings that may have been missed. It is offered as reference, never enforced.
5 months
03
Patient safety monitoring
Medication records, vitals, and movement logs combine into real-time risk alerts on the ward.
3 months
04
Clinical validation and training
Six months of parallel operation validated performance, followed by department-by-department training. This was the longest phase — acceptance takes time.
2 months
RESULTS

Baseline at kickoff, measured after delivery

Metric
Before
After
Non-urgent read wait
2.1 days
→
11 hours
Safety-related incidents
baseline
→
-85%
Diagnostic accuracy
baseline
→
+23%
Urgent finding recognised at
At read
→
18 min after intake

How each figure is measured is set out in the measurement notes on the cases page. Revenue and cost figures come from the client's own accounting and are published only within the scope they approved.

“We could adopt it because it never claimed it would read for us. Just changing the order changed the ward.”
Healthcare · Chief of radiology
Medical imaging AI Diagnostic support Safety monitoring Clinical validation Priority queue
Free · 1 business day
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