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yves
Use case · Healthcare

Capture unprompted outpatient signal across diagnostic and ambulatory care settings.

Traditional patient satisfaction surveys predominantly capture inpatient discharge cohorts, omitting the high-volume ambulatory, laboratory, and outpatient visitors who experience the majority of scheduling and operational friction. Yves turns qualitative patient narratives into classified clinical workflows for operational review.

Operational Deficit

Structural failure modes in conventional approaches

Standard inpatient discharge surveys systematically exclude outpatient encounters—including diagnostic imaging, blood draws, ambulatory surgery, and pharmacy visits. Patients who walk in and leave the same day encounter distinct operational bottlenecks that traditional survey instruments fail to measure. Yves captures feedback at point-of-care across 40 languages.

6+

clinical facilities benchmarked simultaneously under a unified taxonomy

300

unprompted patient submissions synthesized weekly without manual coding

9 days

average time from initial signal detection to procedural callback remediation

Architectural Invariants

Four core operational commitments

01

Configured for ambulatory care volume

Intake forms are optimized for high-throughput outpatient visits, capturing administrative and operational feedback in under ten seconds.

02

Strict non-clinical boundary enforcement

Client-side regex filtering redacts personal health identifiers (PHI) while backend classifiers focus strictly on operational and administrative touchpoints.

03

Deliberate clinical separation

The platform evaluates administrative care quality and facility hygiene without attempting diagnostic inference or medical triage.

04

Immediate dispatch decoupling

Medical emergencies route immediately to local hospital dispatch, maintaining strict separation from asynchronous operational analysis.

Operational Pipeline · Patient experience

Real-Time Handset-to-Console Sovereign Stream

Watch qualitative patient experience submissions travel across the zero-knowledge encrypted pipeline into the operator's intake ledger with sub-second latency.

English

Intake Point

Night pharmacy closed on Sunday again. No emergency refill.

Transmitting
ZKP Tunnel
38ms
console.yves.africa/intake
Incoming Ingestion LedgerSub-second Sync

Awaiting encrypted inbound payload…

Zero-Distortion Verification

Automated Integrity Screening & Forensic Scoring

Every report is continuously screened for astroturfing, spam collisions, and dialect authenticity before it enters production analytics.

console.yves.africa/integrity
Integrity Engine · Live Scoring FeedZero Distortion Assurance
Live Scoring

Clean Records

73%

Flagged Suspect

23%

Quarantined

4%

Total Audited

1,247

Streaming Submissions Queue

Stable View · 5 Active Records

Three hours without any result notification at Northgate

Zero synthetic entropy

English
98%
clean

El personal fue amable pero el tiempo fue excesivo

Natural native tone

Español
96%
clean

aaaaaaa good good good good spam pattern repeated

Repetitive token collision

Unknown
12%
quarantine

Personnel demandé argent pour avancer le dossier

High urgency whistleblower

Français
94%
clean

Night pharmacy shut every weekend with zero notice

Verified clinical context

English
97%
clean
Patient experience

Capture unprompted outpatient signal across diagnostic and ambulatory care settings.

Engineered Capabilities

Production-grade operational tooling

Healthcare operational taxonomy

Specialized categories isolate appointment scheduling, diagnostic callbacks, pharmacy queues, and facility hygiene.

Informal payment alert routing

Submissions describing unauthorized fee demands or billing irregularities escalate immediately to compliance executives.

Facility-specific baselining

Individual clinics, laboratories, and surgical centres are evaluated against localized historical baselines.

Multilingual point-of-care collection

Engage diverse patient populations across 40 native dialects without language-barrier attrition.

Constructive feedback isolation

Classifiers separate constructive procedural recommendations from general complaints, routing ideas to clinic directors.

Clinical governance dossiers

Produce printable 30-day compliance dossiers complete with Wilson confidence intervals and PII-redacted excerpts.

Systems Topology

Institutional boundaries and integrations

Yves maintains strict functional boundaries, orchestrating unprompted qualitative intelligence while routing structured records directly to existing enterprise case management and operational dispatch systems.

Clinical adverse event reporting belongs in formal incident monitoring systems under statutory duty of candour protocols.

Active medical emergencies must route directly to clinical staff and emergency dispatch services.

Electronic health records (EHR) management belongs in dedicated clinical databases. Yves is architected to keep clinical records out.

Next step

Deploy patient experience intelligence
on isolated infrastructure.

Evaluate this operational workflow against sample organizational data in a dedicated sandbox environment with automated PII redaction and full audit verification.