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yves
HealthcareSix sites, two regions

Six-site private hospital group

300 messages. One broken callback. Nine days to the fix.

A private hospital group running outpatient, maternity, laboratory, imaging, dental and occupational health across six sites wanted a decision channel for the people who never appear in a satisfaction survey: the ones who came for a test and left.

6

Sites reporting live

8

Languages accepted

300

Messages in 14 days

12

Decisions surfaced unaided

Deployment model

Fully isolated stack, dedicated database, dedicated hosting, own keys

Live since

August 2026

Languages

English · Español · Français · العربية · हिन्दी · 中文 · Português · Kiswahili

The challenge

Most people who walk into a hospital leave the same day. They came for a scan, a filling, a vaccination, a repeat prescription, or to sit with a relative who was admitted. Every existing instrument was written around an inpatient journey, which left the majority of the visiting population with no route to leadership at all.

The group also carried a category problem that was costing it real money. Complaints about a clinician's manner and reports of staff soliciting cash landed in one bucket, so the second kind averaged away inside the first and reached the executive floor as a mild service issue.

What we did

A healthcare-native taxonomy went in before a single message was collected, with staff conduct held separate from clinical care and solicited-payment reports escalated straight to critical by the enrichment layer itself.

The portal was written to keep clinical detail out. The safety note asks for it, the placeholder covers only the non-clinical surface of a visit, and the on-device coach steers people toward the site and the date. Health information is a special category under GDPR and equivalent regimes worldwide, and Yves is designed to leave it where it belongs.

Eight languages went live on day one, chosen against the group's real catchment population.

What happened

Inside fourteen days the daily briefing named the site under most strain, a conclusion no single message contained, and traced a missing results-callback system through the shape of eleven separate reports about waiting. The fix shipped in nine days.

Integrity screening returned 219 clean, 70 suspect and 11 quarantined. The quarantined eleven matched the adversarial rows planted to test it, precisely: three spam messages and an eight-message burst from one handset. A six-message coordinated praise wave from six distinct devices held at suspect, exactly as designed.

Twelve decisions reached the executive floor with the evidence attached, every one of them surfaced by Yves before a human asked.

“Yves handed us a broken results-callback system in week one, traced to a single handoff, with the evidence attached. We shipped the fix in nine days.”

Chief operating officer, Six-site private hospital group

Illustrative composite, attributed to a role. Full disclosure on the stories index.

Next step

Run the same engine
on your own corpus.

Seven days, your own tenant, your own taxonomy, card-free.