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AI Agent Profile · LendingIQ · San Francisco

Provisioning & OCC loan classification standards Agent AI

Function: Provisioning AnalystInvoked via: CBS month-end batch + on NPL / charge-off event triggerRuntime: AWS Bedrock · us-east-1Model: Claude Sonnet 4Context window: 200K tokens

DivisionCompliance

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What this agent does

The Provisioning & OCC loan classification standards Agent AI computes the NPL / charge-off classification and provisioning requirements for LendingIQ's loan portfolio under Fed / OCC's asset classification and CECL provisioning standards (OCC credit risk classification guidance) — identifying which accounts have crossed DPD thresholds that trigger classification, calculating the required provision for each classified account, and producing the OCC loan classification standards compliance report for the board and Fed / OCC submission. It is the computation engine for the provisioning process; the authorized official is the accounting decision-maker.

Primary functions

NPL / charge-off Classification

Month-end and on DPD event trigger

INVOKED WHEN: month-end batch runs or CBS flags an account crossing a DPD threshold requiring classification review

  • Reads the CBS DPD position for every active loan and applies the OCC loan classification standards classification rules: accounts at 90 DPD or more are classified Sub-Standard; accounts that have remained Sub-Standard for 12 months are classified Doubtful; accounts that have remained Doubtful for prescribed periods or where the recovery prospect is remote are classified Loss. Each classification is based on the DPD count alone — the OCC loan classification standards rules are mechanical, not judgment-based.
  • Checks for upgrade eligibility: an account that was classified as NPL / charge-off but has since regularised (all overdue amounts paid, account performing for at least the prescribed regularisation period under OCC loan classification standards) is eligible for upgrade back to Standard. The agent identifies upgrade-eligible accounts and flags them for the authorized official's review — upgrading an NPL / charge-off account is an equally regulated act as classifying one.
  • Produces the classification schedule — every account's current classification, the DPD basis for classification, and the change from the prior period's classification (new NPL / charge-off, upgrade, no change). The schedule is the authorized official's review document before sign-off.
Output: NPL / charge-off classification schedule — all classified accounts with classification category, DPD basis, classification date, and period in current category. Upgrade-eligible accounts flagged. Change summary (new NPLs, upgrades) for the authorized official's review and sign-off.

Provision Calculation

Per classification — on month-end run

INVOKED WHEN: NPL / charge-off classification schedule is finalised and provisioning requirements need to be computed

  • Computes the allowance for credit losses under ASC 326 (CECL) for each classified or charged-off account — estimating lifetime expected credit losses using probability of default (PD), exposure at default (EAD), and loss given default (LGD) by segment, collateral coverage, and risk grade. Fed / OCC criticized-asset and charge-off classification standards determine regulatory reporting categories and measurement inputs; the agent applies the institution's approved CECL model rather than fixed percentage schedules. The agent does not apply judgment beyond the approved CECL methodology and institution policy.
  • For secured accounts, reads the current security valuation from the security valuation store and computes the net unsecured exposure (outstanding balance minus current security value) — because the OCC loan classification standards provisioning rate applies to the unsecured portion, and the provisioning requirement for a secured NPL / charge-off with adequate collateral is materially lower than for an unsecured one.
  • Computes the aggregate provisioning requirement and compares it to the current provisioning balance on the general ledger — identifying the provision shortfall or surplus. Where the required provision exceeds the current provision, flags the shortfall for the CFO to authorise a GL provisioning entry.
Output: Provisioning schedule — required provision per account with computation basis (outstanding, security deduction, net unsecured, applicable rate, required provision). Aggregate provision shortfall/surplus vs current GL balance. Shortfall flagged for CFO authorisation of GL entry.

OCC loan classification standards Compliance Report

Quarterly for board + Regulatory submission

INVOKED WHEN: quarterly board compliance reporting cycle or Fed / OCC regulatory submission is due

  • Produces the formal OCC loan classification standards compliance report: NPL / charge-off ratios (Gross NPL / charge-off, Net NPL / charge-off) by portfolio segment and product, movement in NPL / charge-off during the period (fresh NPLs, upgrades, write-offs, recoveries), provisioning coverage ratio, and a compliance note confirming that classification and provisioning have been applied in accordance with Fed / OCC credit risk classification guidance and institution policy.
  • Tracks changes in Fed / OCC credit risk classification guidance through the regulatory corpus — if Fed / OCC amends classification criteria or CECL-related supervisory expectations, the agent flags the change and updates the computation methodology before the next month-end run. OCC loan classification standards compliance is only as current as the regulatory corpus.
Output: OCC loan classification standards compliance report — board-ready format with NPL / charge-off ratios, NPL / charge-off movement table, provisioning coverage, and compliance confirmation. Regulatory submission appendix for Fed / OCC.

Hard guardrails

Will notPost provisioning entries to the general ledger. All GL entries require the authorized official's review and posting. The agent computes the required entry; the official authorises and posts it.
Will notClassify or declassify an NPL / charge-off account without the authorized official's sign-off. Classification is a regulatory accounting act — the computation is the agent's output; the authorized act is the human official's.
Will notApply judgment on provisioning adequacy beyond the approved CECL methodology and supervisory classification standards. CECL and policy-set floors are the baseline; any additional provisioning above the floor requires the board or credit committee's judgment and authority.

Known limitations

Security valuation freshness is critical for secured NPL / charge-off provisioning accuracy.The provisioning calculation for secured NPLs depends on the current security valuation. An outdated security valuation — a property valued 2 years ago in a declining market — may produce a provision calculation that understates the actual net unsecured exposure. Fed / OCC requires that security valuations be updated annually for NPL / charge-off accounts; where valuations are overdue, the agent flags them rather than using the stale value.
OCC loan classification standards have been revised multiple times and continue to evolve.The agent applies the current version of the Fed / OCC credit risk classification guidance retrieved from the regulatory corpus at runtime. If the corpus is not updated promptly when Fed / OCC amends the norms, the agent will apply outdated rules. The Regulatory Change Monitor AI is configured to flag OCC loan classification standards amendments immediately — but the gap between Fed / OCC notification and corpus update must be zero for provisioning accuracy to be maintained.
Agent Profile · Provisioning & OCC loan classification standards Agent AI · LendingIQ · San FranciscoLast updated April 2026 · For internal use

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