[ CRF SAP RM User Group 2015 Houston, TX ] How to Enhance SAP Lockbox with Artificial Intelligence to Maximize Cash Application Automation
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1 [ CRF SAP RM User Group 2015 Houston, TX ] How to Enhance SAP Lockbox with Artificial Intelligence to Maximize Cash Application Automation
2 Presented By Jay Tchakarov AVP, Product Management HighRadius Corporation
3 Agenda SAP Lockbox overview History of automation What is A.I.? A.I. and cash application
4 Overview of the Standard SAP Lockbox Program
5 SAP Lockbox Program What does the SAP Lockbox Program do? Import and read bank transmission file Create Payment Advice per check Lockbox does not do the posting Final posting is done by the FI document posting program (SAPMF05A)
6 SAP Lockbox Program What input is required by the program? Accepts BAI/BAI2 files Can also accept EDI 823
7 Importing a BAI/BAI2 file to the Lockbox
8 SAP Lockbox Program What is inside the BAI/BAI2 file?
9 SAP Lockbox Program What is inside the BAI/BAI2 file? The 6 Records: Check Dollar amount MICR number Check number The 4 Records: Invoice number Invoice open item amount (gross) Deduction amount External Reason Code
10 SAP Lockbox Program The 6 Records - Inside the BAI/BAI2 File Record Type Batch # Batch Item Check Amt Routing # Account # Check # Header Reference Record Type Batch # Batch Item overflow record sequence # end indicator invoice number amount deduction reason code xref Check data available here
11 SAP Lockbox Program The 4 Records - Inside the BAI/BAI2 File Record Type Batch # Batch Item Check Amt Routing # Account # Check # Header Reference Record Type Batch # Batch Item overflow record sequence # end indicator invoice number amount deduction reason code xref Invoice level data available here
12 SAP Lockbox Program What does it accomplish? Depending on configuration: A/R document posting (credit customer account, debit lockbox) G/L document posting (credit lockbox, debit cash account) Standalone deductions (on account debit) Invoice-related deductions (residual debit)
13 SAP Lockbox Program Final Status in Post-Processing Applied Customer identified and check has cleared all document numbers provided. No further processing is required. Partially Applied (BAI2 only) Customer identified and check has cleared one or more document numbers and posted remaining difference on customer account for further processing directly. On-Account Customer identified via MICR but no document numbers could be found so the full amount of check is posted on customer account for further processing with advice. Unidentified Customer could not be identified through bank information or document numbers so check remains in the unapplied payment clearing account.
14 SAP Lockbox Program Final Status in Post-Processing Status displayed against payments
15 SAP Lockbox Program Final Status in Post-Processing Option to Post only Applied payments directly
16 Why is the Lockbox Program incomplete?
17 SAP Lockbox Program Traditional Automation Rates by Remittance type EDI Low Check Stubs Remittance Online Portal High Variation in data formats across customers leads to traditionally low automation rates in these remittance types
18 SAP Lockbox Program What information is essential for the program? Customer Identification MICR identifier or document number(s). 1. Ability to identify a specific customer from its MICR number 2. Without a MICR, identify the customer by document numbers Invoice Identification Document identifier 1. Reference to document or invoice number against payment
19 SAP Lockbox Program What is the Lockbox Program not good at? Limited Matching Capability It does not match on anything besides Document number (BELNR) or the value in Reference number (XBLNR - treated as text) No Fuzzy Logic Such as matching on items in a specific overdue aging bucket without any document/reference numbers remitted Does not do actual posting It simply enables the standard posting program (SAPMF05A) to find the right items to clear (with limited accuracy)
20 ? Finding the Right Answer
21 First Solutions Add Resources / Outsource
22 Option 1: More People
23 Option 1: More People DRAWBACKS Expensive Keying Fees Slow to recruit and train Employee Turnover
24 What next? Automation! Add Resources / Outsource Template-based Automation
25 Classic Templates Data extraction based on template definition
26 But
27 Different Customers. Different Formats.
28 Option 2: Custom Templates DRAWBACKS Expensive IT development needed Slow IT project required Also for each new customer Hard to maintain Not cost-effective to fully automate
29 The Answer Artificial Intelligence Add Resources / Outsource Template-based Automation
30 Artificial Intelligence
31
32 How AI works? Experience, Past Results
33 How AI works? Experience, Past Results Intelligence, Learning
34 How AI works? Experience, Past Results Intelligence, Learning Intelligent Automation
35 Why Artificial Intelligence(AI)? Intelligent Learning Smarter over Time
36 Low-Value Tasks Low-Value tasks dealt with in Cash Application Looking through for remittance Checking and makings sense of attachments Logging in, finding, downloading remittance from portals Making sense of EDI and BAI2 files (Yes! Some still look at these manually!) Scanning and getting info out of remittance images Following repetitive rules to match to invoices
37 Power of Artificial Intelligence Cash Application Tasks enabled with Artificial Intelligence Payment and remittance advice aggregation Support for multiple remittance documentation formats (EDI, , Web, paper) with Excel attachments body with Textual PDF attachments Websites Checks/Paper remittances HighRadius Corporation
38 Eliminating Templates
39 Lockbox Processing with AI Check ACH EFT Data Aggregation Artificial Intelligence Framework Payment Formats Remittance Formats EDI Check Stubs Remittance Online Portal Business Rules BAI/BAI2 for SAP
40 Examples
41 Intelligent Remittance Capture Multiple Remittance Formats
42 Parsing Cash Application Automation HighRadius Corporation
43 Extract Customer and Remittance data from Body, Subject, Sender domain
44 Remittance Details HighRadius Corporation
45 Remittance details sent by the Customer in the Body of the auto-forwarded to a secure HighRadius Payment Information sent in the body of the HighRadius Corporation
46 Remittance details sent by the Customer in the Body of the Payment Backup extracted from the body of the and loaded in the system HighRadius Corporation
47 Remittance details sent by the Customer in the Body of the Payment Backup processed in the system HighRadius Corporation
48 Extract customer remittance data from attached Excel files, text files and pdf files
49 Bank Deposit Details HighRadius Corporation
50 Payment Details HighRadius Corporation
51 Remittance details sent by the Customer as a CSV attachment in the forwarded to a secure Account Payment Information sent in the attachment of the Customer identified by running rules on Subject line and Domain Name HighRadius Corporation
52 Remittance details sent by the Customer as a CSV attachment in the HighRadius Corporation
53 Remittance details sent by the Customer as a CSV attachment in the Payment Backup extracted from the attachment of the and loaded in the system HighRadius Corporation
54 Remittance details sent by the Customer as a CSV attachment in the Payment Backup processed in the system HighRadius Corporation
55 Check Remittance processing via OCR
56 Optical Character Recognition (OCR) Cash Application Automation HighRadius Corporation
57 Remittance Batches Each batch is run though the OCR engine proactively to capture electronic data 57
58 Remittance Images per Batch System capture various Statuses. If Success, user does not have to review Each remittance image is processed via OCR 58
59 Teaching the AI to Process OCR Remittance Raw extracted data Validation Logic Transformed Data 59
60 Rules for Auto-Matching
61 Solution Architecture Cash Application Automation HighRadius Corporation
62 Intelligent Partial Invoice Matching
63 Intelligent Partial Invoice Matching Customer sends a Partial Invoice Number
64 Intelligent Partial Invoice Matching Partial Invoice Number matched to the actual Open Invoice Number
65 End Result?
66 SAP Lockbox Program Highest-level Automation Enriched EDI or BAI2 file High levels of automation (and improving!) Cost-effective Fast to implement Low maintenance cost
67 What is Next? Artificial Intelligence Add Resources / Outsource Template-based Automation
68 What is Next? Enhancements to A.I. with predictive modeling to automate non-remittance customers. Artificial Intelligence Add Resources / Outsource Template-based Automation
69 ? Questions
70 [ CRF SAP RM User Group 2015 Houston, TX ] How to Enhance SAP Lockbox with Artificial Intelligence to Maximize Cash Application Automation
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