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Industries / Banking / Deposit records agent

Banking AI agent · Deposit records

Deposit-Insurance Recordkeeping & Signage AI Agent

Reconcile ownership right and capacity coding across core, trust and partner ledgers, name the accounts whose coverage cannot be calculated from current records, and assemble what the officer's inquiry examines.

4–6 weeksTypical delivery
Your stackDeployment
Due inquiryCEO or COO
Agent CareAfter launch

What this agent does

Maintains the records, not the certification

In
01

An account is opened, and its ownership right and capacity code are read against the records actually held.

02

An account sits on a trust, brokered or partner ledger, and it enters the same population as the core book.

Reason
03

An account cannot be coded from current records, and it is held for item (v) of the report, not a work queue.

04

An account has transactional features, and the 12 CFR 370.5 contract, notice and validation step are checked.

05

An account population crosses the 12 CFR 370.2 threshold, and the part applies — most institutions sit below.

Decide
06

An account's testing evidence ages, and its scope, exceptions and remediation ride the twelve-month window.

07

A brand is added, and Part 328 starts — §328.8 policies since May 2025, §§328.4 and 328.5 by April 2027.

Out
08

An account's rate or fee terms move, and Reg DD is checked — the FDIC ranks truth in savings among its most cited.

09

Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

The CEO or COO certifies after due inquiry; if a signed report understated the bank's own gaps, what defends the officer is the record of the inquiry, not the agent.

Example workflow

One account, record to certification

AgentHuman
1Account population readCore, trust, brokered and fintech-partner deposit ledgers
2Records assembledCapacity codes, signatory and beneficiary records and trust documents, each with its source ledger
3Coverage computedCapacity code, calculated coverage, uncomputable flag and confidence
4Controls appliedSource-record checks, Appendix A code rules, transactional-feature checks and confidence threshold
No human action required

Stages 1 to 4 run unaided, and nothing is certified at any of them — the agent is reconciling, and the reviewer's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to deposit operations to review.

Low confidence

Adds a second records read first.

Deposit operations review

The record is held with its source ledgers, its uncomputable flag and the confidence.

Accept · Amend · Send to second review
Accepted — goes to the certifying officer
6Deposit records updatedOnly where write access and approval policy allow it
7Outcome evaluatedCoding corrections, uncomputable accounts closed, testing exceptions and examination findings
Corrections

Every reviewer correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Signing the annual 12 CFR 370.10 certification.
Deciding that a capacity code is correct.
Concluding that testing indicates compliance.
Requesting relief from the FDIC under 370.8.
Automation boundaryAgent acts unaided
Reconcile capacity codes across the deposit ledgers.
Carry each record forward with the ledger it came from for the named owner.
Test the population against the configured code rules into the review queue.
Flag what cannot be computed, and hold it for review.
Any write happens inside the boundaries agreed at implementation, never ahead of the officer.
Notifying an account holder under 12 CFR 370.5.
Judging a good-faith effort to contract sufficient.
Approving what a deposit channel displays.
Changes to coding, capability or escalation rules.

Example output

One deposit account, annotated

What an examination reads is the inquiry behind the signature — this is that layer.

Deposit-record output · single accountIllustrative example
Account
Records assembled
Ownership right
Rule and record
Confidence
Certification record
Revocable trust
Two named beneficiaries evidenced in the account records
Trust capacity, 14 Mar 2026
12 CFR 370.4 · FDIC
93%
Summary report, item (ii)
As receivedTaken from the deposit account records and the trust document — nothing on this side is written by the agent.
Records held Trust document on file Beneficiary records Signature card record
Why this recordThe capacity code decides which Part 330 category the calculation reads.
ActionAcceptAmendSend to second review
What the score decidesBelow the configured threshold the record picks up a second read before deposit.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every accountFrom the deposit records
03Reconciliation

Reconcile from the records

Draw on the deposit account records, the Appendix A code rules, and the Reg CC and Reg DD terms an account carries.

01Approved path

Due inquiry is the standard

The signature is an affirmative diligence representation, not an impression — the inquiry is what is examined.

02Human review

Send review to the weak coding

Uncomputable accounts and low-confidence codes are marked, so the reviewer's read starts where the gaps sit.

04Build an evidence trail

The account, the ownership right it was coded to and the officer who certified stay on the record.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Core bankingFIS · Fiserv
Jack Henry · Temenos
Trust and fiduciarySEI · FIS Global Plus
Trust accounting platforms
Partner and brokeredFintech-partner ledgers
Brokered-deposit records

Agent

Deposit-insurance recordkeeping & signage

Reads the records
Reconciles the coding
Holds for review

Channels and disclosureDigital banking · ATM fleet
Disclosure and signage tools
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six layers between the model and the certification

Six checks, arranged innermost last. What gets past all of them is listed in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modePull reconciliation back to record-listing only when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, code-rule and coverage-configuration changes.Track
L4TraceabilityRecord the source ledger, the coding, the corrections and the acceptance time.Record
L3Officer reviewHold records for the named reviewer; it governs release, not whether a capacity code is right.Gate
L2Policy guardrailsTest records against the configured Appendix A code rules; a failure returns the record.Restrict
L1Confidence thresholdsRoute low-confidence records to a second read before the reviewer sees them.Require review
Model coreRecord produced — capacity code, calculated coverage, uncomputable flag and confidence
L1 – L2Test whether a record may stand
L3Puts the acceptance in a reviewer's hands
L4 – L5Keep the account and the ownership right behind it
L6Falls back to record reporting when signals degrade

How Nestack evaluates it

Evaluate the recordkeeping workflow — not only the coverage figure.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the report the officer signs
Depth of coverage ▼
E1Final-output evaluationDid each coded account match the records behind it?
E2Step-level evaluationDid the agent use the right ledger, code rules and Part 330 category?
E3Tool evaluationDid it read the correct account and the correct ledger?
E4Confidence calibrationDo low-confidence records actually attract more corrections?
E5Slice evaluationHow does performance change across specific ownership rights?
E6Business outcomeHow many accounts needed a correction or stayed uncomputable?
Floor — the outcome the bank answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, placed at the stage each one originates.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
DO-03

Ledger left out

A trust or partner book never enters the population.

Stage gathersCore, trust, brokered and partner deposit ledgers
02 · Reasoning2 modes
DO-04

Capacity code overstates

An account is coded to a capacity the records do not support.

DO-06

Uncomputable reclassified

A gap moves to a pending bucket and off item (v).

Stage proposesCapacity code, coverage and uncomputable flag
03 · Tool / write2 modes
DO-02

Testing exception open

Remediation slips and the exception is open at signature.

DO-05

Notice without validation

The 370.5 notice is sent and delivery is never validated.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
DO-01

Miscoded ownership right

The capacity code does not match the records held.

Stage returnsThe record the reviewer accepts and the officer signs
05 · Change / Version1 mode
DO-07

Silent code-rule drift

A model or rule change narrows what the agent flags.

Stage tracksModel, prompt, code rules and coverage config
Sev-1 · record relied on outside the boundary Sev-2 · a wrong code reaches the report Sev-3 · source degrades, record to review

Affected slices

A coding gap is never evenly spread

A bank-wide coding-accuracy figure is carried by the ownership rights that hold the most accounts, while the thin books set the determination. Nestack reports the coding-error rate by ownership right, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Fintech-partner custodial6.2%3.5× Review
Formal trust accounts4.0%2.3× Review
Brokered deposit records2.8%1.6× Watch
Single-owner consumer1.4%0.8× Normal
Bar: coding-error-rate lift vs. single-owner baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

Each cycle closes with a new account case

A cycle closes when the miscoded account is a case the next release has to catch. That suite is what the next certification made is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Coding errors rise in one ownership right.

02Diagnose

The trust account coded as single ownership for eleven years is traced back to one cause — a core conversion with no capacity field to write into.

03Improve

Version the fix, and the accounts that exposed it stay on that version.

04Verify

The release is held until each touched account case clears a second run.

05Learn

The case is kept, and the coding rules are updated in the same change.

Learn → DetectThe return edge. The next detection runs against a suite one account case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, recordkeeping workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Deposit workflow discovery and boundary setting.
02Core, trust and partner source assessment.
03Ownership-right and capacity-code rule mapping.
04Deposit-record ingestion and mapping.
05Capacity-code reconciliation logic.
06Confidence scoring and exception routing.
07Deposit operations review workflow.
08Core and partner-ledger integration.
09Coding and capability cases.
10Guardrails and inquiry controls.
11Account-trail instrumentation.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne ledger, one brand ProductionProduction deposit systems AdvancedMultiple brands / charters
Introduced at Pilot
Reconciliation to your records
Officer review
Coding-accuracy baseline
Introduced at Production
Reporting by ownership right
Review workflow in your systems
Approved write-back
Deposit-system integration
Introduced at Advanced
Multi-ledger capacity rules
Multi-stage officer review
High account volume
Multi-brand recordkeeping controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01Your deposit ledgers and record structure Deposit-record ingestion and code mappingWeek 1
02Representative accounts by ownership right Coding baseline, source binding and coverage mappingWeek 2
03Your Appendix A coding standards Ownership-right and capacity-code rule mappingWeek 1
04Access to relevant APIs, feeds or exports Core, trust and partner assessment, then integration setupWeek 2
05Records you would not want relied on Determination cases and failure-mode testingWeek 4
06What no due inquiry may skip Confidence scoring, exception routing, guardrails and approval controlsWeek 3
07Named reviewers, and the officer who will certify Deposit operations review workflow, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Each band sits on the weeks the work genuinely occupies, so the fifth runs two phases together.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Deposit workflow discovery, code mapping and the automation boundary W2Ledger integration and the coding baseline W3Recordkeeping workflow, reconciliation logic and review controls W4Evaluation suite, coverage checks and failure-mode testing W5Core and partner integration, pilot accounts and targeted corrections W6One annual cycle assembled under the deposit operations head, then handover
Reading the bandA bar covers the weeks its work is named in, and nothing else. The week 5 overlap is real, not padding.
At the end of W6The final checks pass on a live cycle, and Agent Care takes monitoring on.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Banking AI agent

Build a deposit-records agent around the inquiry behind the signature.

Show us your ledgers, your capacity coding and who signs. The record has to survive a determination run that starts when a receiver is appointed — and we build to Part 370 as it stands, not the 2024 custodial-account proposal, which was never finalised.

Nestack Agents · Deposit-insurance recordkeepingAGT-BK-21 · Agent Care available after launch