AI Accounts Receivable and Collections: Reduce DSO, Automate Cash Application | ChatFin
Solution — Accounts Receivable

AI Accounts Receivable and Collections

ChatFin agents apply cash, manage collections workflows, defend chargebacks, and track DSO continuously from your ERP. AR teams stop chasing and start managing.

30%
Average DSO reduction in first quarter
97%
Cash application accuracy
62%
Chargeback win rate vs 32% manual
chatfin.ar — collections running
LiveAUTOCash applied — 43 payments matched to open AR
LiveAUTOCollections — 12 overdue accounts pinged automatically
LiveAUTOChargeback — dispute packet assembled, ready to file
LiveAUTODSO — 34.2 days, down from 48.1 last quarter
08:00HUMANAR review — 4 escalations need relationship call
Works on every major ERP — no migration required
NetSuiteSAP S/4HANAJD EdwardsDynamics 365AcumaticaSage IntacctSAP Business OneOracle FusionQuickBooks
NetSuiteSAP S/4HANAJD EdwardsDynamics 365AcumaticaSage IntacctSAP Business OneOracle FusionQuickBooks

The full AR lifecycle

Every AR step from invoice to cash cleared

💰
Cash Application
Automated

Customer payments matched to open AR at 97% accuracy using remittance data, bank reference, and payment history. Short payments, disputes, and unapplied cash flagged with context.

97% accuracyremittance matchunapplied flag
📞
Collections Workflow
AI Managed

AR aging monitored in real time. Collections outreach triggered automatically by aging band, customer segment, and risk score. Escalation to relationship manager when automated outreach fails.

aging-triggeredsegment rulesauto-escalation
🛡️
Chargeback Defense
Autonomous

Chargebacks detected immediately. Evidence assembled automatically from ERP, logistics, and CRM. Dispute packets filed before deadlines. Win rate 62% vs 32% for manual teams.

62% win rateauto-evidencedeadline tracking
📉
DSO Management
Continuous

Days Sales Outstanding tracked in real time from live ERP data. Aging trends, customer payment patterns, and segment-level DSO updated daily. Interventions triggered when DSO rises above threshold.

real-time DSOaging trendsthreshold alerts
🤝
Customer Payment Portal
Self-Service

Customers view outstanding invoices, dispute items, and make payments via a branded portal connected to your ERP AR. Reduces inbound AR team queries by 40 to 60%.

self-servicedispute onlineERP-connected
📊
AR Reporting
Real-Time

AR aging, collection effectiveness, chargeback win rates, and DSO trends available in real time. Weekly AR digest delivered to CFO and Controller automatically from live ERP data.

real-time agingweekly digestCFO-ready

ChatFin finance efficiency metrics showing AR and DSO improvements across the collections cycle
AR efficiency across the board: 97% cash application, 62% chargeback win rate, 30% DSO reduction.

Before and after

AR that collects itself.

Before ChatFin
Cash arrives: AR clerk matches manually to open invoices. Unapplied cash sits for days.
Collections: AR team runs aging report weekly. Calls and emails sent manually per rep.
Chargebacks: Disputes discovered in processor portal. Evidence gathered manually under deadline.
DSO: Calculated monthly from export. Trends visible only after month end.
Escalations: Account manager notified by AR team after relationship has already deteriorated.
Result: DSO 45 to 55 days. AR team consumed by manual processing.
After ChatFin
Cash arrives: Agent applies at 97% accuracy. Exceptions flagged with context same day.
Collections: Agent monitors aging daily. Outreach triggered automatically at each aging band.
Chargebacks: Agent detects immediately, assembles evidence, files before deadline. 62% win rate.
DSO: Updated from live ERP every night. Trends visible in real time.
Escalations: Agent escalates to account manager when outreach fails. Before the relationship suffers.
Result: DSO 30 to 35 days. AR team handles escalations and relationships.

AR results

What AR teams achieve in 90 days

30%
DSO reduction
Average reduction in Days Sales Outstanding in first quarter
97%
Cash application rate
Payments matched to open AR without manual intervention
62%
Chargeback win rate
vs industry average of 32% with manual dispute processes
12
Pages consolidating here
AR content pages absorbed into this canonical pillar

ChatFin AR funnel showing question to action in one motion for accounts receivable teams
From AR query to cash applied in one motion. No ticket. No export. No waiting.

How it works

From manual AR to continuous collections in 4 to 6 weeks

1
Week 1 to 2

Map your AR workflow

ChatFin audits your AR aging structure, customer segments, collection rules, chargeback history, and ERP AR configuration. Automation scorecard at end of week two.

AR aging and segment mapping
Collection rule and escalation review
Chargeback history analysis
ERP AR API data quality check
2
Week 3 to 5

Connect and configure agents

ERP AR module connected. Cash application rules defined. Collection workflow triggers set by aging band and segment. Chargeback monitoring connected to payment processors.

ERP AR API connection live
Cash application matching rules set
Collection workflow triggers defined
Payment processor chargeback feed connected
3
Month 2 onward

DSO falls every month

Agents go fully live. DSO begins declining in month one as collections run daily instead of weekly. Cash application exceptions drop as agent learns from approvals.

Month 1: DSO tracking live, collections daily
Month 2: Cash application 95%+ accuracy
Month 3: DSO down 20 to 30%
AR team focused on escalations and relationships

From the ChatFin blog

Related reading

AR Automation
AI Chargeback Defense: Autonomous Dispute Resolution That Wins

How AI agents automatically assemble evidence and file disputes before deadlines at 62% win rate.

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AR Tools
Best AI Agents for Accounts Receivable in 2026

The top AI platforms for AR automation compared on cash application accuracy, DSO impact, and ERP connectivity.

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DSO
Reducing DSO with AI: HighRadius, Billtrust, and Esker Compared

How specialist AR platforms compare to an embedded ERP-connected AI layer for DSO reduction.

Read article

Talk to ChatFin

Your AR team should be managing customer relationships, not chasing payments.

When cash applies itself, collections run daily, and chargebacks are filed automatically, the AR team manages exceptions and relationships. DSO falls as a result of the process, not the team working harder.

Cash application, collections, chargeback defense, and DSO management on one platform

Native ERP write-back. Standard AR transactions. Full audit trail in your ERP.

30% DSO reduction in first quarter. 97% cash application accuracy.

Works on NetSuite, SAP, JDE, Dynamics 365, Acumatica, Sage Intacct.

Talk to ChatFin about AR automation
30 minute discovery call