Use case #0003

Cash recovery tracking: how Recovery AI reconciles proceeds against written-off balances

When the ARC collects from a charged-off account and remits the proceeds, the institution has three separate reconciliation obligations: apply the cash receipt to the correct charged-off loan account, reduce the charged-off loan balance outstanding against that account by the appropriate amount, and determine whether the recovery represents income (to the extent it exceeds the written-off carrying value) or a return of principal. Each of these is a different accounting treatment, and none of them happens automatically when the ARC sends a bank transfer and a remittance advice. The Post Charge-Off Recovery AI processes every ARC remittance, reconciles it to the account-level recovery ledger, and generates the accounting entries before the CFO's office has seen the statement.

The three reconciliation obligations — and why they are routinely confused

The first obligation is cash matching: mapping each dirham received from the ARC to the specific loan account or accounts it represents. The ARC's remittance advice states the amounts and account references — but the account reference format the ARC uses (its internal reference) may differ from the institution's CBS loan account number, and a single ARC remittance may cover partial recoveries from multiple accounts in a single bank transfer. The Post Charge-Off Recovery AI maintains the mapping table between ARC references and CBS account numbers, and applies each remittance to the correct accounts.

The second obligation is recovery ledger reconciliation: each loan account in a recovery-sharing structure has an associated assigned recovery amount — the assigned recovery amount recorded against it. As cash is recovered by the ARC, the charged-off loan balance reduces. The institution must track the outstanding charged-off loan balance for each account, because: the charged-off carrying value on the balance sheet must be marked down as recoveries come in; the Recovery against carrying value triggers specific regulatory capital and provisioning releases; and when the recovery interest is fully satisfied (or written off as unrecoverable), that triggers a P&L event. The Post Charge-Off Recovery AI maintains the recovery sub-ledger account by account, update by update.

The third obligation is income recognition: under applicable accounting standards / CBUAE / SAMA guidelines, recoveries from charged-off accounts that exceed the carrying value of the recovery interest are recognised as income in the period received. Recoveries that do not exceed the carrying value reduce the charged-off loan balance without income recognition. The boundary between the two — the point at which a recovery switches from balance sheet reduction to income recognition — must be tracked at the account level, not the portfolio level.

"An ARC remittance that is booked as a single line item against 'written-off portfolio — recovery' is an accounting entry that tells the CFO nothing useful. The Recovery AI books it to the correct account, the correct recovery ledger line, and the correct income or balance-sheet treatment."

The recovery ledger: post-charge-off proceeds tracking

Recovery Ledger — UAE SME Portfolio · ARC-Alpha Assignment · Nov 14, 2025
284 accounts assigned · AED48.4 Cr book value · AED8.7 Cr recovery interest assigned · Month 8 of assignment
AED4.18 CrTotal cash recovered to date
AED4.52 Crcharged-off balance remaining outstanding
48%recovery credited to date (AED4.18 of AED8.7Cr)
AED0Income recognised above carrying value
Monthly remittance history — ARC-Alpha to institution
Month 1 (Mar 2025)AED28,40,000 · 8 accounts · Avg 3.5% of book per account
Month 2 (Apr 2025)AED44,20,000 · 11 accounts · 2 large mortgage / security enforcement law realisations
Month 3 (May 2025)AED38,80,000 · 9 accounts
Month 4 (Jun 2025)AED62,40,000 · 14 accounts · Auction proceeds from 3 properties
Month 5 (Jul 2025)AED71,20,000 · 16 accounts · enforcement court recovery orders beginning
Month 6 (Aug 2025)AED84,40,000 · 18 accounts · Largest month to date
Month 7 (Sep 2025)AED92,80,000 · 21 accounts
Month 8 (Oct 2025)AED95,60,000 · 22 accounts · Portfolio recovery rate accelerating
recovery ledger status — 3 account examples
Bharat Agro Industries LA-2022-0884 · recovery interest assigned AED11.95LRecovered AED9.84L · charged-off loan balance AED2.11L · 82% redeemed
Venkatesh Rao LA-2022-0841 · recovery interest assigned AED21.24LRecovered AED4.20L · charged-off loan balance AED17.04L · 20% redeemed · enforcement court ongoing
K. Subramanian LA-2023-1124 · recovery interest assigned AED1.47LRecovered AED0 · charged-off loan balance AED1.47L · 0% redeemed · No contact established
● AED4.18 Cr recovered in 8 months · On track for 32–36% of book value in 36 months · Recovery rate accelerating months 6–8 ● Income recognition trigger: when any account's recovery exceeds charged-off carrying value · 0 accounts at this threshold yet

The reconciliation workflow: from ARC remittance to accounting entry

01
ARC remittance received · Same day

ARC sends bank transfer and structured remittance advice — Recovery AI receives both

On the day of remittance, ARC-Alpha transfers AED95,60,000 to the institution's designated collection account and sends a structured remittance advice file listing 22 accounts with the amount recovered from each. The Recovery AI receives the remittance file, verifies the total against the bank credit (amounts match within the same business day), and begins account-level reconciliation.

→ Same-day receipt · Bank credit vs remittance advice total: verified · Discrepancy triggers immediate ARC query
02
Account matching · Within 2 hours

Each account in the remittance advice mapped to the CBS loan account number

The remittance advice uses ARC-Alpha's internal reference codes. The Recovery AI's reference mapping table converts each ARC code to the CBS loan account number and verifies the match. For accounts where the ARC's reference is ambiguous (multiple accounts with similar details), the Recovery AI flags for manual resolution — the operations team confirms the correct account before any booking occurs.

→ All 22 accounts matched · 0 ambiguous references in this batch · Reference mapping table updated
03
recovery ledger update · Within 2 hours

charged-off loan balance for each account reduced by the recovery amount — income recognition assessed

For each matched account, the Recovery AI reduces the charged-off carrying value by the recovery amount. It then checks whether the cumulative recovery for that account now exceeds the charged-off carrying value — if it does, the excess is recognised as income. In this month's batch, no account has crossed the income recognition threshold — all 22 recoveries reduce the charged-off loan balance without triggering income recognition. The recovery sub-ledger is updated account by account, with the opening balance, the recovery amount, and the closing balance recorded for each.

→ recovery sub-ledger: 22 accounts updated · Income recognition: nil (no account exceeded carrying value) · Accounting entries generated
04
CBS and regulatory update · Same day

CBS updated for each recovered account — Al Etihad Credit Bureau (AECB) update queued where applicable

The recovery amount for each account is posted to the CBS against the charged-off loan record. Where a full recovery results in the loan being settled (recovery equals or exceeds the assigned recovery amount), the account status is updated to "Settled post charge-off" and a Al Etihad Credit Bureau (AECB) update is queued to reflect the settlement. The Al Etihad Credit Bureau (AECB) update changes the account status from "Written Off" to "Settled" — an important improvement for the borrower's credit history that the institution is obligated to submit promptly.

→ CBS: 22 accounts updated · Al Etihad Credit Bureau (AECB) queue: 3 accounts settled this month · Status update: Written Off → Settled
Management reporting · Same day by 17:00

Recovery report generated — month-to-date and cumulative recovery status for CFO dashboard

By end of business on the remittance day, the Recovery AI generates the management report: total recovery for the month (AED95.6L, Month 8), cumulative recovery to date (AED4.18 million, 48% of recovery interest assigned), the 5 highest-recovery accounts this month, the 5 accounts with no recovery to date (flagged for ARC performance review), the charged-off balance outstanding by account, and the projected remaining recovery timeline based on ARC-Alpha's current recovery pace. This report is ready for the CFO before the month-end close, not after it.

→ Report: CFO dashboard · charged-off balance · Income recognition status · 36-month recovery projection updated

The exception types that require manual resolution

Remittance total mismatch
Bank credit ≠ remittance advice total

The bank received a different amount than the remittance advice states

A difference between the bank credit and the remittance advice total — even by a few dirhams — requires resolution before any booking occurs. The most common cause: banking fees or withholding tax deducted by the ARC's bank before transfer. The Recovery AI flags the amount and reason, and the operations team confirms with ARC-Alpha's finance team before posting.

→ All booking suspended · ARC finance team contact · Resolution before posting
Unmapped ARC reference
ARC account reference does not match any CBS loan account

Recovery proceeds received but cannot be attributed to a specific loan account

Held in suspense account pending identification. The ARC is contacted for clarification. The most common cause: the ARC's remittance advice contains the borrower's name and an old loan account number that was subsequently renumbered in the CBS. The reference mapping table is updated once resolved.

→ Suspense account · ARC contact · 48-hour resolution SLA
Recovery exceeds carrying value
Account recovery exceeds charged-off carrying value — income recognition triggered

When cumulative recovery for an account exceeds the assigned recovery amount, the excess is income

The Recovery AI flags the account, calculates the income amount (recovery − charged-off carrying value), and generates the income recognition accounting entry separately from the recovery reduction entry. This requires a specific journal entry that the accounting team reviews — income recognition from a charged-off account is a material P&L event that requires accurate treatment under applicable accounting standards.

→ Income recognition entry generated · Accounting team review · P&L booking on approval
Closed account recovery
Recovery received for an account that was subsequently reinstated or closed outside the ARC track

Rare but requires immediate investigation — the ARC may have collected on an account that was regularised by the borrower directly

If a borrower regularised their account directly with the institution (paying the CBS amount) and also paid the ARC (who was not informed of the regularisation), the institution may have received a double payment. This requires immediate investigation: refund the ARC's collection to the borrower (or offset against future remittances), update the CBS, and review the ARC assignment management process.

→ Immediate investigation · Possible double payment · ARC + CBS + borrower coordination
AED4.18 CrRecovered in 8 months — 48% of recovery interest assigned · AED4.52 Cr charged-off loan balance outstanding · Recovery rate accelerating
Same dayAccounting entries generated — remittance received and booked to recovery sub-ledger on the day of receipt
3Accounts settled this month — Al Etihad Credit Bureau (AECB) update queued: Written Off → Settled · Borrower's credit history improved
0Income recognition events to date — no account has yet recovered above its charged-off carrying value · Tracked at account level

Every dirham recovered from a charged-off portfolio has a precise accounting destination — the Recovery AI finds it automatically

A charge-off does not extinguish the accounting obligation — it transforms it. The written-off balance does not disappear from the institution's records; it moves from the active loan book to the written-off ledger, and every subsequent recovery against it requires a precisely documented accounting treatment. An institution that books ARC remittances as a single "recovery income" line item has not accounted for the charged-off loan balance reduction, the income recognition threshold, or the Al Etihad Credit Bureau (AECB) update obligation — it has simply made the problem less visible. The Post Charge-Off Recovery AI accounts for every recovery with the precision the written-off portfolio demands: account by account, threshold by threshold — so the CFO's view of the charged-off book is accurate, current, and audit-ready at all times.

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