FAQ
Questions serious teams ask before adopting FARI.
FARI is designed to sit inside real operating environments, so the important questions are not only about dashboards. They are about evidence, integrations, control logic, auditability, deployment and trust.
Is FARI an ERP, a dashboard, or something different?
FARI is different. ERPs record transactions. BI dashboards visualize data. FARI sits above those systems as an intelligence and control layer: it connects evidence, applies rules, models relationships, scores risk, recommends action and produces verified outputs.
What makes FARI technically different from ordinary reporting tools?
FARI is built around relationship intelligence. Instead of only reading rows in a spreadsheet, it can connect entities such as suppliers, employees, invoices, accounts, contracts, budgets and transactions. This enables graph-based detection of collusion, circular flows, shared identifiers, duplicate documents and hidden exposure.
How do graph neural networks help the platform?
Graph neural networks help analyze connected behavior. A suspicious payment may look normal alone, but become risky when connected to a supplier, an employee relationship, a repeated invoice pattern, a shared bank account and a budget exception. FARI uses graph thinking to surface those hidden relationships.
Does FARI replace Sage, OrbFusion, Power BI or existing finance tools?
No. The strongest implementation path is to keep existing systems and connect FARI above them. FARI can start with read-only exports, scheduled files, database views or APIs, then later support controlled writebacks such as risk status, report links, exception ownership or approval recommendations.
Can the platform work before every external API is connected?
Yes. FARI can begin with structured uploads and read-only data packs while external connectors are being approved. That lets a client validate the control logic, reporting, forecasting and risk workflows before committing to deeper integration work.
How does FARI protect documents from tampering?
FARI-generated documents can include a unique document ID, integrity hash or signature, QR verification link, evidence manifest and a warning that the document must be verified before being relied on. This helps protect both the client and the FARI brand.
Is the AI explainable?
FARI is designed so critical finance, fraud, procurement and compliance decisions are backed by deterministic controls, source records and evidence trails. AI can support summarization, search and recommendations, but it should not replace auditability for high-risk decisions.
Who benefits most from FARI?
FARI is especially valuable for organizations with high transaction volume, many suppliers, multiple locations, large budgets, manual reconciliation, procurement leakage, audit pressure, compliance exposure or slow executive reporting. This includes QSR groups, outdoor advertising networks, financial services, hospitality, logistics, retail, infrastructure and government-linked institutions.