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Outcome Intelligence in Practice

Decisions that improve
with every outcome.

Three organizations. Three industries. One platform. See how Vavoris closes the gap between AI recommendations and measurable business results — and builds judgment that compounds over time.

HO
Hospitality
VIP Recovery at Scale — Without Losing the Revenue
Luxury hotel group, 48 properties across North America and Europe

VIP arrivals were landing in unready rooms. Nobody knew until check-in.

The hotel group had a loyalty program generating significant revenue from Ambassador and Platinum guests. The problem: housekeeping, front desk, and the property management system each held partial information. When a VIP arrived with a room not ready, staff improvised. Some guests were comped. Most were not. There was no record of what was offered, what it cost, or whether the guest returned.

Vavoris connected five systems in two weeks. No migration required.

Connect™ linked the PMS, housekeeping system, loyalty database, CRM, and incident log. Observe™ surfaced VIP arrival risk signals from room inspection status, check-in queue depth, and loyalty tier. Decide™ recommended specific recovery actions per guest tier — with spending limits enforced by Govern™. Every action and outcome was captured by Learn™ and fed back to calibrate future recommendations.

73%
Reduction in unaddressed VIP incidents
2.1×
Improvement in Ambassador retention rate
$340k
Annual recovery spend brought within policy
91%
Decision explainability score — staff understand every recommendation

"We had the data. We had the loyalty program. What we were missing was a system that connected both fast enough to do something before the guest arrived at the desk. Vavoris changed that inside thirty days."

VP Operations, Luxury Hotel Group
The Decision Loop — Hospitality VIP Recovery
VIP arrival detected
Room status + loyalty tier retrieved
Recovery action selected
Spend limit enforced
Action delivered to front desk
Guest outcome recorded
Next recommendation improved
IN
Insurance
Claim Leakage Detection — Catching What the Adjusters Miss
Regional P&C carrier, 1.4 million active policies

Claim leakage was invisible until audit. By then, it was already paid.

The carrier's claims operation processed over 4,000 new claims per month. Adjusters worked from queues and tribal knowledge. Leakage — overpayment relative to comparable settled claims — accumulated silently. Analytics reports surfaced the problem quarterly. Nothing surfaced it while the claim was still open.

Vavoris scored every open claim, continuously, against settled history.

Connect™ ingested the claims management system, policy database, ISO tables, and prior settlement records. Observe™ flagged claims showing leakage signals: reserve inadequacy, billing pattern anomalies, attorney involvement without prior litigation signals. Decide™ recommended specific adjuster actions — with Govern™ routing high-value alerts to senior reviewers. Every resolved claim fed Learn™ to sharpen the next leakage detection.

18%
Reduction in average leakage per claim
$2.3M
Annualized leakage reduction on reviewed segment
4.2×
More leakage signals caught before claim close vs. prior quarter
100%
Audit trail completeness — every recommendation traceable

"The thing that convinced our compliance team was the audit trail. Every flag, every recommendation, every adjuster action — traceable back to the signal that triggered it. That's what closed the loop for regulators."

Chief Claims Officer, Regional P&C Carrier
The Decision Loop — Insurance Claim Leakage
Claim file activity detected
Reserve + settlement pattern retrieved
Leakage risk scored
Senior review routed
Adjuster action delivered
Settlement outcome recorded
Next leakage model improved
HC
Healthcare
Readmission Risk — Acting Before Discharge, Not After
Regional health system, 6 hospitals, 340,000 annual discharges

30-day readmissions were being flagged after discharge. The intervention window was closed.

The health system had a readmission risk model. It ran nightly. By the time it flagged a high-risk patient, the patient had often already been discharged. Care coordinators worked from static reports. There was no system connecting the risk score to a specific intervention, measuring whether the intervention worked, or improving the model from what happened next.

Vavoris ran the risk loop in real time — and measured every intervention.

Connect™ linked the EHR, ADT feed, care coordination notes, and prior admission history. Observe™ surfaced readmission risk signals: diagnosis pattern, length-of-stay variance, medication adherence gaps, and social determinant flags. Decide™ recommended specific pre-discharge interventions per risk tier. Govern™ routed high-risk cases to attending physicians for approval. Learn™ measured 30-day outcomes and fed results back to improve every subsequent recommendation.

22%
Reduction in 30-day readmission rate (high-risk cohort)
$4.8M
Estimated penalty avoidance (CMS readmission reduction program)
3.7 hrs
Earlier average intervention vs. prior baseline
84%
Recommendation accuracy — high-risk patients correctly identified before discharge

"The accuracy improvement between month one and month twelve was the real story. The platform learned from every discharge. By month twelve, the recommendations were materially sharper than anything we'd seen from a static risk model."

CMO, Regional Health System
The Decision Loop — Healthcare Readmission Risk
Discharge approaching flagged
EHR + prior admissions retrieved
Risk tier + intervention selected
Physician approval routed
Care coordinator notified
30-day outcome recorded
Next risk model improved

Every deployment starts with a 30-day pilot.

Connect your systems. Surface your first signals. Make your first governed decisions. Measure your first outcomes. All within thirty days — no migration required.

Request a pilot conversation