Fund Vantage | AI-Powered Accounts Receivable and Collections Platform | Mahati Systems
Turn Outstanding Balances Into Accelerated Cash Flow — Autonomously, Accurately, and at Scale.
Fund Vantage is an AI-powered accounts receivable and collections platform built to solve one of the most persistent problems in financial operations — outstanding balances that age, deteriorate, and become bad debt before anyone acts on them with enough precision or speed.
Predictive intelligence scores payment propensity before a balance becomes a problem. Automation executes collection actions without waiting for human instruction. Orchestration gives every stakeholder real-time visibility into the collection lifecycle. Fund Vantage delivers measurable ROI from day one — not after a long optimisation cycle.
Part of the Mahati Systems GenVantage suite. AI embedded natively in every component.
Industries experiencing receivables risk that Fund Vantage is built to address
AI Closed Loop — Predict, Follow Up, Collect — working continuously
Manual intervention required for prioritised, executed, and reconciled collection actions
ROI delivery begins from the moment Fund Vantage is live
The Receivables Problem Does Not Respect Industry Boundaries
Outstanding balances, delayed collections, and deteriorating receivables are not problems unique to one sector. They manifest differently — but the underlying challenge is the same.
Money owed is not money collected. And without the right systems, the gap between the two widens.
Healthcare
High patient responsibility and delayed reimbursements drive elevated bad debt. The volume of individual balances is high and the window for effective collection is short.
Retail & Consumer Credit
Inflation and unsecured lending increase delinquencies and charge-offs. Without risk scoring, collection effort is applied equally across accounts with very different default probability.
Financial Services
Credit cards and subprime loans carry elevated default risk during tight credit conditions. Identifying which accounts require immediate intervention requires predictive intelligence.
Insurance
Complex policy structures, premium rate changes, and audit disputes make insurance receivables uniquely difficult to manage without specialised collection workflows.
Real Estate & Construction
Interest-rate sensitivity and project delays affect repayment reliability. Receivables are fewer but larger — making each collection decision high impact.
If Any of These Sound Familiar, Fund Vantage Was Built for You
Most organisations arrive at Fund Vantage having already tried to solve these problems — with spreadsheets, with additional headcount, with manual processes that do not scale. These are the questions that signal a systemic gap, not just an operational inconvenience.
How do we determine collections propensity and risk scoring across our receivables portfolio?
Without a scoring model, every overdue account looks equally urgent — and equally ignored. Prioritisation becomes guesswork.
How do we close books accurately when doubtful accounts remain unresolved?
Allowance for doubtful accounts estimated rather than modelled introduces risk into every financial reporting cycle.
How do we collect strategically instead of reacting to overdue balances?
Reactive collections recover less and cost more. A structured, risk-prioritised approach improves recovery rates and operational efficiency.
Does anyone have full visibility into the end-to-end collections workflow?
When no single person sees the full picture, escalations arrive too late, follow-ups are missed, and accountability becomes diffuse.
Fund Vantage answers all four — systematically, autonomously, and with full auditability.
Fund Vantage to the Rescue
The problems above do not require more people to solve them. They require better systems. Fund Vantage removes the manual friction, the visibility gaps, and the reactive posture that characterise traditional collections operations — and replaces them with a platform that works continuously, autonomously, and precisely.
Manual mistakes removed. Precision and response times accelerate.
Human error in prioritisation, outreach timing, and balance reconciliation disappears. The platform acts on data rather than available staff time.
End-to-end transparency across the entire collections lifecycle
Every account, every action, and every outcome is visible in real time. Orchestration ensures nothing falls between disconnected teams or systems.
Operational overhead reduced. Scaling becomes effortless.
As receivables volume grows, the platform expands without requiring additional headcount or process complexity.
Prioritised, executed, and reconciled automatically
AI determines collection priority, triggers actions, and reconciles outcomes without waiting for manual instruction.
Human outreach — precise, contextual, and perfectly timed
When human intervention is required, the platform surfaces the right account, the right context, and the right moment for engagement.
The AI Closed Loop — P → F → C
Predict. Follow Up. Collect. Continuously and Autonomously.
Most collections platforms are reactive — they process what they are given and report on what happened. Fund Vantage operates on a closed loop model where each stage feeds the next, and each outcome improves the intelligence that drives the next cycle. The loop does not stop. It does not wait for a human to close it.
Predict
AI scores payment propensity for every account in the receivables portfolio. Fraud likelihood is assessed and anomalies that indicate risk of non-payment are surfaced.
• Payment propensity scoring
• Fraud likelihood indicators
• Payroll and income anomalies
Follow Up
Predictions drive dynamic response. Risk signals trigger action automatically across the collections workflow.
• Adjusting premium terms dynamically
• Initiating early audits for flagged accounts
• Pre-investigating claims before disputes escalate
Collect
Risk-based A/R prioritisation determines the timing and method of collection. Automated outreach executes through the right channel with the right message.
• Risk-based prioritisation of accounts
• Automated outreach execution
• Automatic reconciliation of outcomes
The loop does not end after one cycle. Every collection outcome improves the next prediction.
Every accuracy improvement makes the next collection more effective.
What Fund Vantage Replaces in Your Collections Operation
| Traditional Collections Operations | Fund Vantage |
|---|---|
| Manual prioritisation based on ageing alone | AI propensity scoring ranks every account by actual recovery likelihood |
| Reactive outreach triggered by calendar or staff availability | Automated outreach triggered by AI-determined optimal timing and channel |
| Allowance for doubtful accounts estimated at period close | Continuously modelled risk scoring enables real-time doubtful account assessment |
| Siloed teams with no shared view of collection status | Orchestration layer provides end-to-end lifecycle transparency to all stakeholders |
| Headcount scales linearly with receivables volume | Horizontal platform scaling — volume growth does not require proportional hiring |
Built for the Industries Where Receivables Risk Is Highest
Fund Vantage is not a generic accounts receivable tool adapted to fit specific industries. The AI models, the risk scoring logic, and the collection workflow configurations reflect the receivables challenges that are specific to each sector.
The challenge: High patient responsibility volumes, delayed reimbursements, and a short effective collection window create bad debt at scale.
How Fund Vantage responds: Propensity scoring ranks patient balances by recovery likelihood. Automated outreach is timed to the period of highest responsiveness.
Fund Vantage Is Part of the GenVantage Suite
Fund Vantage sits within Mahati Systems' GenVantage suite — a family of AI-native products, each built to solve a specific business problem with AI embedded natively in every component. The products are designed to work independently or in combination, depending on the business problems an organisation needs to address.
Fund Vantage
AI-powered accounts receivable and collections platform. Predict propensity, automate collection actions, and accelerate cash inflow.
Client Vantage
Wait for a great product experience in 2027....
Agent Vantage
Wait for a great product experience in 2027....
Risk Vantage
Wait for a great product experience in 2027....
How Fund Vantage Delivers ROI From Day One
Connect Your Receivables Data
Fund Vantage ingests your existing A/R data without replacing your current systems.
AI Scores Every Account
Payment propensity, fraud likelihood, and payroll anomalies are scored across the portfolio.
Actions Are Prioritised
AI ranks accounts by recovery likelihood and executes collection actions automatically.
Human Intervention Surfaced
The platform surfaces the exact moments where human judgment is required.
Outcomes Feed the Loop
Collection results are reconciled and fed back into the AI model, improving each cycle.
See Fund Vantage in Action
A 30-minute demo shows more than any product description can. See the AI Closed Loop model running against a live receivables scenario. Watch propensity scoring rank accounts by recovery likelihood and observe how automated outreach executes without manual instruction.
Experience how Fund Vantage transforms collections operations into a continuously optimised system — improving recovery performance while strengthening financial reporting accuracy.
Frequently Asked Questions (FAQs)
Fund Vantage is an AI-powered accounts receivable and collections platform built by Mahati Systems. It uses predictive intelligence to score payment propensity, fraud likelihood, and payroll anomalies across a receivables portfolio, then automates collection actions based on those scores. It is part of the GenVantage suite of AI-native business products.
The AI Closed Loop is Fund Vantage's core operating model — Predict, Follow Up, Collect — running continuously. The Predict stage scores every account by payment propensity, fraud risk, and anomaly signals. The Follow Up stage triggers dynamic actions such as adjusted terms, early audits, or claim pre-investigation. The Collect stage executes risk-prioritised automated outreach and reconciles outcomes. Each outcome feeds back into the Predict stage, improving scoring accuracy with every cycle.
Fund Vantage is built for industries where receivables risk is structurally elevated — healthcare, retail and consumer credit, financial services, insurance, and real estate and construction. The AI scoring models and collection workflow configurations reflect the specific receivables challenges in each sector.
Collections propensity scoring is an AI-driven assessment of how likely an account is to be successfully collected within a given period. Fund Vantage scores every account in the receivables portfolio using behavioural signals, payment history, and risk indicators, then uses those scores to prioritise collection actions. High-probability accounts receive attention first while low-probability accounts do not consume unnecessary effort.
Traditional allowance for doubtful accounts calculations rely on estimated percentages applied to ageing buckets. Fund Vantage replaces estimation with continuous AI-modelled risk scoring, assessing every account's recovery likelihood in real time. This improves period-close accuracy and removes distortion in financial reporting caused by unresolved receivables.
No. Fund Vantage ingests data from existing A/R systems and operates as an intelligence and automation layer on top of them. It does not require rip-and-replace of existing infrastructure. The platform works with the data organisations already have.
Fund Vantage separates automated workflows from human-intervention workflows. When an account requires human handling — due to relationship sensitivity, dispute complexity, or escalation — the platform surfaces the full context, communication history, and recommended action so the human contact is informed and equipped.
Horizontal scaling means that as receivables volume grows, Fund Vantage handles the increased load without requiring proportional increases in headcount or operational complexity. The platform scales with the business so collections capacity does not become a hiring constraint.
GenVantage is Mahati Systems' suite of AI-native business products. Each product addresses a specific business function with embedded AI. Fund Vantage manages accounts receivable and collections, Client Vantage focuses on client relationship management, Agent Vantage supports commerce and distribution alignment, and Risk Vantage optimises risk distribution. The products work independently or together.
Fund Vantage is designed to deliver measurable ROI from day one. Key drivers include faster cash recovery from prioritised collections, reduced operational overhead through automation, lower bad debt due to earlier intervention on at-risk accounts, and improved financial reporting accuracy through real-time doubtful account modelling. Exact ROI depends on portfolio size, industry, and existing collections maturity.