Frequently asked questions
Questions about AI collections, answered
What IRIS is, how it runs a collections conversation, how it stays within compliance frameworks, and what to expect. Written for collections, receivables, and revenue leaders evaluating an AI-driven recovery system.
Basics
What is IRIS Insights?
IRIS Insights is a voice-first AI collections control system that helps receivables and collections teams recover overdue revenue across the full payment lifecycle. Instead of being a simple dialer or a generic voice bot, IRIS combines AI outreach agents, simulation, quality assurance, compliance-aware guardrails, promise tracking, workflow execution, and executive recovery intelligence in one system.
What is an AI collections control system, and how is it different from a dialer?
A dialer places calls; a collections control system manages the entire recovery process around those conversations. IRIS segments accounts by payment stage, activates the right outreach approach, guides customers to approved payment paths, captures every outcome, and surfaces where revenue is leaking, with QA and guardrails wrapped around each autonomous agent. The phone call becomes one step in a measured, governed workflow rather than the whole product.
Is IRIS just another AI chatbot or voice bot?
No. IRIS is built specifically for receivables and collections, with distinct persona logic for each delinquency stage (early overdue, negotiation, broken promises, dormant balances, and final recovery), plus a control layer for QA, compliance-aware guardrails, and recovery intelligence. It is designed to operate as a governed system for outreach, not a single-purpose bot bolted onto a phone line.
How it works
How does IRIS work on a call?
IRIS holds a natural, two-way conversation: it listens, understands what the customer says, and responds in real time. It can explain a balance, answer questions, handle objections, guide realistic payment options, and capture the outcome (a promise to pay, a dispute, a wrong number, or a callback), then log dispositions and trigger the right follow-up. When a situation needs a person, IRIS escalates to your team with full context.
What accounts and stages does IRIS handle?
IRIS is built for the full payment recovery journey, not just accounts already sent to collections. It covers upcoming and early-overdue reminders, payment-plan negotiation, broken-promise follow-up, re-engagement of dormant or hard-to-reach balances, and pre-writeoff recovery, with operational control and visibility across every stage.
Why is IRIS's outreach described as empathetic?
Because tone drives engagement, especially early in delinquency. IRIS opens with supportive, human language for newly overdue accounts and adapts its approach based on where the customer is in the payment lifecycle, moving from friendly reminders to structured negotiation and, only when appropriate, firmer final-recovery outreach. Customers consistently respond better to supportive communication and flexible payment options than to pressure.
Compliance & security
Does IRIS help with compliance (FDCPA, TCPA, Regulation F)?
IRIS is built with compliance-aware guardrails, auditable logging, and human escalation so collections teams can operate within frameworks such as the FDCPA, TCPA, and Regulation F. Guardrails are designed into the conversation and workflow layer rather than left to chance, and every interaction is captured for review. Specific regulatory configuration (disclosures, contact rules, and consent handling) is reviewed with each customer during implementation.
Does IRIS take credit card or payment details over the phone?
No. IRIS does not collect card details during the conversation. Instead, it guides customers to your approved payment portals or secure saved-payment confirmation where supported, keeping sensitive payment handling inside your existing, compliant payment flows.
Fit & integration
Who uses IRIS, and which industries is it for?
IRIS is built for organizations managing overdue balances at scale, including collections agencies and BPOs, lenders and financial services, healthcare revenue cycle and patient billing, and utilities and telecommunications. It is especially useful for teams that need to scale delinquency outreach without adding proportional headcount.
Does IRIS integrate with our existing systems?
Yes. IRIS is designed to work with your current stack, capturing dispositions and follow-ups through APIs or with implementation support. The goal is to add an automated recovery and intelligence layer on top of the tools you already use rather than replace them.
Will IRIS replace our collections team?
No. IRIS is built to augment your team, not replace it. It handles consistent, repetitive outreach and follow-up across the lifecycle so your people can focus on complex disputes, sensitive conversations, and high-value accounts, with IRIS escalating to a human whenever judgment is needed.
Results & getting started
How much more revenue can we expect to recover?
Results depend on your portfolio, your current recovery rate, and how consistently overdue accounts are worked today. The fastest way to see your own number is with our free Revenue Risk Assessment, which estimates your monthly overdue exposure and 12-month revenue risk in less than 60 seconds and returns a personalized report. No sales call required.
How do we get started with IRIS?
Start with the free Revenue Risk Assessment to quantify your overdue exposure and the workflow gaps most likely creating leakage. From there, contact the IRIS team to discuss your collections operation and how an automated system would fit your stack.
Still wondering how much revenue is at risk?
Get a free, personalized Revenue Risk Assessment in about a minute. No sales call, no demo required.