eMACH.ai

Receivables & Collections

Transform Receivables Into Revenue Velocity

End-to-end receivables and collections orchestration that turns cash trapped in AR into working capital—powered by AI, automation and exceptional user experience

CHALLENGES

Challenges in Consumer Core Banking Solution.

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Overview

From Incoming Payments to Actionable Cash Intelligence

A modern receivables and collections platform enables real-time visibility, faster matching and proactive follow-ups—helping banks and their clients improve cash flow and working capital outcomes

In an era of real-time payment infrastructure, traditional, human-dependent data entry and reconciliation create critical bottlenecks that slow down revenue velocity.

eMACH.ai Receivables and Collections platform leverages AI-driven predictive collections and intelligent reconciliation to clear transactions in seconds rather than days. By unifying disparate collection channels into a single, AI-native architecture, we empower banks to reduce DSO by 32% and achieve up to 95% straight-through processing, transforming receivables from an adversarial process into a collaborative, customer-centric experience.

By consolidating payment data, reference information, and customer instructions, the platform enables intelligent matching, faster exception handling, and real-time cash visibility.

Seamlessly integrated with payments, liquidity management, and client channels, Receivables & Collections transforms incoming payments into predictable, actionable cash flows.

Trusted by 35+ banks | Processing 10.5M+ daily transactions
Powered by AI, automation, and exceptional user experience.
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Capabilities

Comprehensive Receivables & Collections Capabilities

End-to-end collections and receivables orchestration powered by AI, automation, and exceptional user experience

  • Multi-channel acceptance (OTC, Vendor, CDM, Lockbox)
  • Doorstep banking services
  • Correspondent banking network
  • Cash vaulting & secure handling
  • Automated lodgment & credit
  • Real-time MIS generation

 

Business Impact 

 80% reduction in manual data entry and real-time MIS generation for physical collections

  • CTS-based cheque clearing
  • MICR & image processing
  • Multi-location deposit
  • Return cheque management
  • Positive pay system integration
  • Cheque status tracking

 

Business Impact

  • Faster Settlement Velocity: Real-time MIS generation and automated lodgments reduce the time between deposit and credit, directly improving liquidity
  • E-NACH & Physical NACH support
  • AI-powered mandate extraction
  • Signature verification engine
  • Automated routing logic
  • Mandate lifecycle management
  • Real-time status updates

 

Business Impact 

95% improvement in registration TAT; mandate processing dropped from days to minutes

  • Real-time rails (likeUPI & IMPS) integrations
  • High Value and Low Value rails (like NEFT/RTGS) processing
  • VPA – Virtual payment addresses
  • QR code collections
  • Payment gateway integrations
  • Settlement reconciliation

 

Business Impact  

Instant settlement velocity that dramatically improves cash flow and reduces DSO by 30%

  • Bill payment integration (BBPS)
  • Standing instruction processing
  • Pre-authorized transactions
  • Wallet & card payments
  • International remittances
  • Custom payment modes

 

Business Impact  

  • Accelerated revenue velocity and cash flow
  • 95% Straight-Through Processing (STP): End-to-end automation from payment initiation to final settlement eliminates manual data entry bottlenecks
  • Self-service customer portal
  • Mobile-first collections app
  • WhatsApp & chatbot integration
  • Payment link generation
  • Digital statement delivery
  • Real-time notifications

 

Business Impact

Achieve an 80% auto-reconciliation rate, reducing reconciliation time from hours to minutes

  • Customer communication engine
  • Collections analytics dashboard
  • Workflow automation
  • Exception management
  • Audit trail & compliance
  • 24/7 system monitoring

 

Business Impact 

Over 90% accuracy in behavior forecasting, allowing proactive risk management of high-risk accounts

KEY DIFFERENTIATORS

Why Banks Choose eMACH.ai Receivables & Collections

Improve collection efficiency, gain real-time visibility and strengthen liquidity outcomes with an intelligent receivables and collections platform

Unified Multi-Channel Coverage

The Difference: Moves beyond separate systems for cash, cheque, mandate, and electronic payments.

Business Impact: A single, unified platform managing every collection channel end-to-end with total visibility.

AI-Native "Digital Experts" Architecture

The Difference: Replaces manual data entry and human-dependent matching with intelligent OCR and biometric signature verification.

Business Impact: Achieve 90% automation in mandate processing, reducing turnaround time from days to minutes.

Hyper-Speed Deployment

The Difference: Replaces manual data entry and human-dependent matching with intelligent OCR and biometric signature verification.

Business Impact: Achieve 90% automation in mandate processing, reducing turnaround time from days to minutes.

API-First Ecosystem Integration

The Difference: eMACH.ai architecture with 78 pre-built APIs with standardised integration patterns.

Business Impact: Seamlessly connects with major ERP systems (SAP, Oracle), Core Banking (Finacle, Flexcube), and payment networks without custom code

Hyperscale Linear Performance

The Difference: Engineered for massive throughput without performance degradation at high volumes.

Business Impact: Confidently process over 10 million+ daily transactions and handle high-volume events like 2M+ daily peak volumes.

Intelligent Recon & DSO Reduction

The Difference: Leverages AI-powered matching to achieve an 80% auto-match rate for corporate A/R.

Business Impact: Directly improves working capital by reducing DSO by 32% and eliminating manual reconciliation bottlenecks.

DIGITal Experts

AI-First Reimagination For Receivables & Collections

Direct Debit Mandate Extraction & Verification

Manual processing creates bottlenecks, errors, and delays. Our AI Expert Agent automates mandate registration from physical forms to CBS validation, achieving 95% straight-through processing with near-zero errors.

Intelligent OCR

Extract data from unstructured documents with 98% accuracy

 

Signature Matching

AI-powered biometric verification with confidence scoring
 
Auto-routing Logic
Smart workflow orchestration based on confidence thresholds
 
Human-in-the-loop
Seamless escalation for edge cases requiring manual review
Business Impact
  • 95% improvement in registration TAT

  • 80% reduction in manual data entry

  • Near-zero signature errors

FAQs

Frequently Asked Questions

eMACH.ai Receivables and Collections supports cash, cheque, NACH direct debit, electronic collections, bill payments, and virtual accounts. It also handles doorstep banking and physical collections through CDM and lockboxes, providing end-to-end visibility on a single platform.

Yes. By automating the workflow from physical form extraction to Core Banking system validations, the platform achieves 90 % straight-through processing. This has historically reduced mandate processing time from days down to just minutes.

The AI-powered matching engine identifies and reconciles invoices against payments in real-time. It achieves an 80% auto-reconciliation rate, effectively eliminating manual data entry and reducing reconciliation time from several hours to a few minutes.

By integrating real-time payment rails and providing self-service customer portals, the platform improves settlement velocity. Banks using the platform have reported a 30 % reduction in DSO, turning cash trapped in AR into available working capital.

Absolutely. The platform is built with an API-first approach, featuring pre-built connectors for SAP, Oracle, and leading core banking systems like Finacle, Flexcube, and Temenos. It has been successfully integrated with over 20 unique core banking systems globally.

eMACH.ai Receivables and Collections product includes built-in support for ISO 20022, PCI-DSS, and region-specific e-invoicing mandates. It provides compliance dashboards, full audit trails, and automated regulatory reporting tools to ensure adherence to local standards across more than 18 countries.

Unlike traditional approaches that require 12 to 18 months, Intellect’s eMACH.ai composable and modular architecture and microservices-based design allow for rapid deployment within 18-24  weeks. The use of 70+ pre-built APIs and standardized integration patterns significantly accelerates the implementation cycle.

The Purple Fabric powered embedded Digital Expert extracts data from physical mandate forms with 95 % accuracy. It performs biometric signature matching against CBS records and uses auto-routing logic to approve high-confidence matches immediately, escalating only edge cases for manual review.

Yes, modular architecture supports phased deployment. Start with Mandate automation or electronic collections, then expand. Works alongside legacy systems during transition.

Awards and Recognition

Recognized Excellence

National AI Awards 2025

AI Award for Financial ServicesRecognised for deploying enterprise-grade AI digital experts with measurable business impact.

Award

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Intellect

Chartis: Industry-recognized strength in credit risk management modernization

Intellect Credit Risk Management has been recognised as LEADERS in 3 different quadrants & Best-of-breed

Analyst Recognition

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Treasury & Capital Markets

Chartis: Ranked among global leaders shaping the future of financial technology

Intellect Consumer Banking has been ranked 26 (Jumping 2 places up from 28) in Chartis

Analyst Recognition

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Core Banking