
AI. Expertise.
Execution.
Stop the Leakage.
Raise the Margin.
Make Healthcare Efficient.
Effy works as an intelligence layer on top of the systems you already run - EMR, HIS, RCM and ERP. It finds where time and value are leaking, proves what's causing it, and hands your team a ranked, costed fix - every day, automatically - learning from every decision your team makes.
Symbiotic Efficiency Intelligence: data, expert rules, ML, AI agents and your own specialists, working as one system.
Making Healthcare Effy!
Fast-paced business environments
Complex processes and multiple business systems
Lack of specialised people and HR high turnover
Inefficient manual checks and controls
Massive amounts of data to be qualified, processed and analysed
5% to 10%
Healthcare
5% to 10%
Online Services
2% to 5%
Retail
2% to 5%
Logistics
5% to 10%
Utilities
2% to 5%
Telecom
2% to 3%
Airlines
1% to 2%
finance
The Problem
Across Every Industry Vertical
Revenue loss in business is a critical aspect requiring actionable analytics and strategic action.
5% to 10%
Healthcare
5% to 10%
Online Services
5% to 10%
Utilities
2% to 5%
Logistics
2% to 5%
Retail
2% to 5%
Telecom
2% to 3%
Airlines
1% to 2%
finance
Only 20% of enterprise data delivers actionable value.
80% of critical patterns go undetected - buried in complexity and noise.
Sources: Industry benchmarks reports by McKinsey; KPMG; PwC; NRF; TM Forum; Gartner (2023–2025).
Fast-paced business environments
Complex processes and multiple business systems
Lack of specialised people and HR high turnover
Inefficient manual checks and controls
Massive amounts of data to be qualified, processed and analysed
Why Effy
Three Things That Matter in the Kingdom
Depth in healthcare. Proven scale in Saudi Arabia. A company already established in the country.
Healthcare Depth
CUF
The largest private healthcare group in Portugal
units nationwide
66
hospitals
17
revenue, 2025
SAR 4.2B
A full national network — hospitals, clinics and health centres — carrying the operational and financial complexity of a large integrated provider: revenue cycle, claims, supply chain and cost by unit, across dozens of facilities that must be compared like with like.
Healthcare is our founding vertical, not a new sector for us
Proven at Kingdom Scale
National Water Company
One of the largest organisations in Saudi Arabia
people served
35M+
of transactions
Billions
coverage
National
We operate at national scale on exactly this class of efficiency problem — detecting loss through behavioural anomaly across an operation of extraordinary volume. The domain differs from healthcare; the discipline does not. Find the pattern, prove the value, remove the loss.
A live reference inside the Kingdom, at national scale
Local Presence
Effy Saudi Arabia
An established subsidiary in the Kingdom
subsidiary
KSA
delivery team
Local
regional leadership
MENA
Effy is present in Saudi Arabia with its own subsidiary and delivery capability. This is not a relationship managed from another time zone, and it is not a pilot conducted from abroad. Implementation, support and accountability sit in the country.
Established on the ground, not arriving from outside
Only 20% of enterprise data delivers actionable value.
80% of critical patterns go undetected - buried in complexity and noise.
Fast-paced business environments
Complex processes and multiple business systems
Lack of specialised people and HR high turnover
Inefficient manual checks and controls
Massive amounts of data to be qualified, processed and analysed

Cycle Time
-20 to 35%
Reduction in key process turnaround times across operations and administration
Productivity
+12 to 18%
Uplift through intelligent automation and workflow optimisation
Denial Reduction
-15 to 25%
Decrease in operational exceptions through predictive intelligence
Revenue Recovery
+3 to 7%
Previously lost revenue captured through improved controls
Cost Avoidance
-2 to 5%
Annual costs prevented through proactive anomaly detection
Every initiative tracked from Discovery → Controls → Validation → ROI · Measurable impact earns investment.
Impact
Every Efficiency Initiative Has a Number
Healthcare efficiency is not theoretical — it's measurable, quantifiable, and directly linked to financial performance.
Cycle Time
-20 to 35%
Reduction in key process turnaround times across operations and administration
Productivity
+12 to 18%
Uplift through intelligent automation and workflow optimisation
Exception Reduction
-15 to 25%
Decrease in operational exceptions through predictive intelligence
Cycle Time
+3 to 7%
Previously lost revenue captured through improved controls
Cycle Time
-2 to 5%
Annual costs prevented through proactive anomaly detection
Financial
Efficiency
Revenue Cycle Intelligence
-
Billing accuracy validation
-
Claims denial prediction
-
Coding compliance
-
Underbilling detection
Collections Intelligence
-
Payment behaviour prediction
-
Underpayment detection
-
A/R performance monitoring
Operational
Efficiency
Supply Chain Intelligence
-
Inventory anomaly detection
-
Vendor performance monitoring
-
Procurement price validation
-
Inventory shortage & overstock
-
Supplier risk alerts
Strategic
Efficiency
Cost & Margin Intelligence
-
Department profitability
-
Cost anomaly detection
-
Resource optimisation
-
Service-line margin views
-
Margin gap analysis
-
Investment prioritisation by ROI
Financial
Efficiency
Revenue Intelligence
-
Billing accuracy & leakage detection
-
Exception & denial prediction
-
Pricing compliance validation
-
Underbilling & underpayment detection
Collections Intelligence
-
Payment behaviour prediction
-
A/R performance monitoring
-
Cash conversion optimisation
Operational
Efficiency
Operations & Supply Chain
-
Inventory anomaly detection
-
Vendor & supplier performance
-
Procurement price validation
-
SLA & KPI drift monitoring
-
Workflow bottleneck detection
Strategic
Efficiency
Cost & Margin Intelligence
-
Business unit profitability
-
Cost anomaly detection
-
Resource & capacity optimisation
-
Product & service-line margins
-
Margin gap analysis
-
Investment prioritisation by ROI

The Solution
Effy Intelligence Layer
Data + ML + AI Agents + Human Expertise working as one unified system.
Effy doesn't replace your systems — it sits on top and activates them!
2,400x
Faster Analysis
+95%
Accuracy
24/7
Continuous Learning
Autonomous
Root Cause
Not just alerts!
2,400x
Faster Analysis
+95%
Accuracy
24/7
Continuous Learning
Autonomous
Root Cause
Not just alerts!
2,400x
Faster Analysis
+95%
Accuracy
24/7
Continuous Learning
Autonomous
Root Cause
Not just alerts!
/Detect
5 signal types: Rules, ML anomaly, supervised learning, forecasting & causal inference - uncovering causation, not just correlation.
/Learn
Closed-loop system — every analyst decision becomes a training signal. Gradient boosting retrains. The system compounds value continuously.
/Investigate
AI Agent Swarms query live data, explain findings via SHAP feature importance and causal p-values. Autonomous root cause in minutes vs. days.
/Act
Structured verdicts: Confirm, Dismiss, Escalate, Assign. Automated controls prevent issues before they hit P&L - across the full workflow.
The Intelligence Loop
DIAL → Detect. Investigate. Act. Learn.
Anything can flag an anomaly. Effy ranks it by what it costs you, proves the cause with real statistical evidence, recommends the action - and learns from every decision your team makes about it. Every signal Effy detects follows the same intelligence cycle - continuously, autonomously, with explainable results.
Most AI gets smarter when the vendor retrains it. Effy gets smarter when your team works.

Revenue Analyst Agent
Detects revenue leakage, billing anomalies & pricing errors
Pattern Investigator Agent
Flags unusual transaction & operational patterns at scale
Compliance & Risk Agent
Monitors regulatory exposure & control gaps continuously
SLA & Performance Agent
Forecasts SLA risk and operational KPI drift in real time
Cost Anomaly Agent
Surfaces cost spikes, margin outliers & budget overruns
Customer Intelligence Agent
Identifies churn signals, underpayment & account risk
Supply Chain Agent
Detects inventory anomalies, supplier risk & logistics gaps
Our Efficiency Approach
The Inefficiency Iceberg
Traditional auditing and controls only address the risks that sit above the waterline.
But, most of the loss lives below it, without you knowing.
Revenue Analyst Agent
Detects revenue leakage, billing anomalies & pricing errors
Pattern Investigator Agent
Flags unusual transaction & operational patter
Compliance & Risk Agent
Monitors regulatory exposure & control gaps continuously
SLA & Performance Agent
Forecasts SLA risk and operational KPI drift in real time
Cost Anomaly Agent
Surfaces cost spikes, margin outliers & budget overruns
Customer Intelligence Agent
Identifies churn signals, underpayment & account risk
Supply Chain Agent
Detects inventory anomalies, supplier risk & logistics gaps
Known Knowns
Things we are aware of and understand
Rules-based controls — e.g. compliance thresholds
Known Unknowns
Things we are aware of but do not understand
AI pattern recognition — e.g. anomalous transactions
Unknown Knowns
Things we understand but are not aware of
ML models & validation contexts — e.g. regulatory changes
Unknown Unknowns
Things we are neither aware of nor understand
Agentic AI exploration — e.g. emerging fraud patterns
Effy analyses billions of transactions continuously, surfaces the anomalies hidden across all four layers, and puts AI agents to work resolving them — not merely reporting them.
Revenue Analyst Agent
Detects revenue leakage, billing anomalies & pricing errors
Pattern Investigator Agent
Flags unusual transaction & operational patterns at scale
Compliance & Risk Agent
Monitors regulatory exposure & control gaps continuously
SLA & Performance Agent
Forecasts SLA risk and operational KPI drift in real time
Cost Anomaly Agent
Surfaces cost spikes, margin outliers & budget overruns
Customer Intelligence Agent
Identifies churn signals, underpayment & account risk
Supply Chain Agent
Detects inventory anomalies, supplier risk & logistics gaps
The Engine
AI Agentic Approach
Teams of specialised agents coordinated by a Taskmaster — deployed 24/7, in parallel, without alarm fatigue. Agents investigate and propose, your people decide, the system learns from the decision.
Revenue Analyst Agent
Detects billing anomalies, underbilling & pricing errors
Pattern Investigator Agent
Flags unusual claim & transaction patterns at scale
Loss & Theft Investigator
Monitors supply chain & asset integrity 24/7
SLA Predictor Agent
Forecasts SLA risk and turnaround in real time
Cost Anomaly Agent
Surfaces cost spikes & margin outliers automatically
Coding Validator Agent
Validates ICD/CPT code accuracy & compliance
Collections Optimiser Agent
Prioritises A/R recovery by risk & upcoming appointments
Revenue Analyst Agent
Detects billing anomalies, underbilling & pricing errors
Pattern Investigator Agent
Flags unusual claim & transaction patterns at scale
Loss & Theft Investigator
Monitors regulatory exposure & control gaps continuously
Cost Anomaly Agent
Surfaces cost spikes & margin outliers automatically
2,400x
Faster Analysis
+95%
Accuracy
24/7
Continuous Learning
Autonomous
Root Cause
Not just alerts!
Coding Validator Agent
Validates ICD/CPT code accuracy & compliance
Collections Optimiser Agent
Prioritises A/R recovery by risk & upcoming appointments
SLA Predictor Agent
Forecasts SLA risk and turnaround in real time