Bank Reconciliation · Start here

Who this fits

Close manager or controller reconciling a cash account across General Ledger and Treasury.

First pilot

One synthetic cash-account export pair with known discrepancies, a named reviewer and measured review time.

Required human review

Immediate review of every consequential draft: matching, exception dispositions, proposed adjustments and workpapers. The larger option also reviews feed completeness before matching.

Assumptions

Complete period exports, equal-amount matching policy, read-only agents and documented evidence. Unresolved items stay open. No agent posts an entry; estimates require pilot validation.

Standard design

Bank Reconciliation

A reference design for reconciling one cash account across General Ledger and Treasury. Every agent prepares a draft that stops at an immediate human-review gate, including matching, proposed adjustments and workpapers. Unresolved items stay open; no agent has posting authority.

Teams: General LedgerTreasury
Build option

Partner brief · Draft for review

Bank Reconciliation · Balanced

5 agents · 5 immediate human-review gates · ~4 weeks

Estimated economics & assumptions

  • Estimated hours reclaimed: 38 per month × 12 cycles/year = 456 hours/year.
  • Assumed blended rate: $75/hour. Estimated value of reclaimed capacity: $34,200/year. Capacity value is not a reduction in spending.
  • Estimated build investment: $40,000; ongoing run cost: $600/month.
  • Estimated payback from capacity value after run cost: about 18 months.
  • Hours reclaimed are illustrative, net of time at every immediate human-review gate; remeasure in the synthetic pilot.
  • Build investment covers five agents, the orchestrator, connector work and back-testing against two closed months.
  • Assumes a stable bank-feed connection across all reconciled accounts; one-time feed setup is excluded.

First pilot

Feed ingestion and matching with immediate review (~1.5 weeks): Bank Feed Ingestion Agent; Feed completeness review: required; Transaction Matching Agent; Matching review: required. Build the listed agents and their named human-review gates together. Prove completeness, evidence checks and downstream blocking on synthetic data before expan…

Decision requested

Decide whether to scope this pilot; assign a pilot owner and reviewers, and resolve the open questions before implementation.

Mandatory human-review gates — proposed

Any agent whose output touches a tax return, a financial statement, a client deliverable or a material number is immediately followed by a human-review gate.

  • Feed completeness review: required — General Ledger: Bank Feed Ingestion Agent affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source eviden…
  • Matching review: required — General Ledger: Transaction Matching Agent affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evide…
  • Exception and evidence review: required — General Ledger: Bank Discrepancy Resolver affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source eviden…
  • Adjustment review: required — General Ledger: Adjusting Entry Drafter affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evidence…
  • Controller workpaper review: required — General Ledger: Reconciliation Workpaper Builder affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source…

Open questions / decisions

  • Who owns each mandatory gate, and what materiality thresholds and sign-off evidence are required?
  • Verify access and integration availability for NetSuite, BlackLine, Excel, Bank feeds.
  • Confirm hours, rate, frequency, costs, pilot test data and success criteria before committing resources.

Draft for review. Advisory only; not professional, legal, tax, or accounting advice. A qualified professional must review the plan, prompts and controls before implementation. Proposed controls have not been audited or implemented.

Version bank-reconciliation · revision date unavailable · Prepared 2026-10-15. Long descriptions are abbreviated; full details follow.

Links include this revision, selected option and rate. Anyone with a generated plan's link can open it.

Full appendix exports · Draft for review

Detailed specifications for review with IT or a consultant before implementation.

Balanced option · executive summary
Bank Reconciliation: 5 agents · 5 immediate human-review gates · ~4 weeks
Balanced
Approach
5
Working agents
5
Control gates
2
Teams
~4 weeks
Timeline
456 hrs
Saved / yr
~18 mo
Payback
Business case: Balanced option
Business case · Balanced option
Recovers about 456 staff hours a year. pays back in ~18 mo.
~18 mo
Payback
to recover build cost
$34k
Est. capacity value / yr
456 hrs reclaimed
$40k
Build investment
+ $600/mo to run
−$13k
Net, year one
capacity value less all cost
Sensitivity: across $53–$98/hr, payback runs ~13 mo to ~2.4 yr.
$/ hr
Set it once. Every figure here, on the scorecard and in the export updates.
Assumptions
  • Hours reclaimed are illustrative, net of time at every immediate human-review gate; remeasure in the synthetic pilot.
  • Build investment covers five agents, the orchestrator, connector work and back-testing against two closed months.
  • Assumes a stable bank-feed connection across all reconciled accounts; one-time feed setup is excluded.
Estimates are advisory. Confirm against your own time studies before a funding decision.
Economics: all options
Economics. All options

Compare the payback before you choose

The same economics for every option, at a $75/hr blended rate. The Lean option pays back fastest, but the right pick balances payback against how much of the process you want to automate. Select a row to load that option above.

OptionPaybackSavings / yrBuild costNet, year one
LeanFastest payback~15 mo$13k · 168 hrs$11k + $300/mo−$2,000
Balanced~18 mo$34k · 456 hrs$40k + $600/mo−$13k
Figures use the blended rate set in the business-case panel above. Net, year one is annual savings less the one-time build and twelve months of run cost.
Architecture: agent orbit
Balanced option: agents orbiting the orchestrator◌  DASHED RING: HUMAN CONTROL PERIMETERGeneral LedgerTreasury1Bank FeedIngestion Agent2Feed completenessreview: required3TransactionMatching Agent4Matching review:required6Exception andevidence review:…7Adjusting EntryDrafter8Adjustmentreview: required9ReconciliationWorkpaper Builder10Controllerworkpaper review…5Bank DiscrepancyResolverORCHESTRATORReconciliationOrchestratorView spec →
Working agent Human-review gateControl perimeterRun orderClick any node, or the center, for its full spec
Adoption path
Adoption roadmap

Start lean, expand as the controls prove out

These aren't just alternatives. Read left to right, they're a phased path. Most firms launch the lean option first, then widen scope once the review gates have a track record. Select a phase to see its architecture.

Rollout sequence: Balanced option
Rollout sequence · Balanced option

Build it in order. Start with Phase 1

You don't stand up every agent at once. Phase 1 is the lowest-risk, fastest-payback agent to build first. Prove the pattern there, then widen scope. (This sequences the agents inside this option; the adoption path above sequences the options themselves.)

Start here~1.5 weeks
Phase 1. Feed ingestion and matching with immediate review

Build the listed agents and their named human-review gates together. Prove completeness, evidence checks and downstream blocking on synthetic data before expanding the pilot.

  • Bank Feed Ingestion Agentlow
  • Feed completeness review: requiredGate
  • Transaction Matching Agentlow
  • Matching review: requiredGate
Phase 2~1.5 weeks
Phase 2. Discrepancies and adjusting entries with immediate review

Build the listed agents and their named human-review gates together. Prove completeness, evidence checks and downstream blocking on synthetic data before expanding the pilot.

  • Bank Discrepancy Resolvermedium
  • Exception and evidence review: requiredGate
  • Adjusting Entry Draftermedium
  • Adjustment review: requiredGate
Phase 3~1 week
Phase 3. Workpaper and review with immediate review

Build the listed agents and their named human-review gates together. Prove completeness, evidence checks and downstream blocking on synthetic data before expanding the pilot.

  • Reconciliation Workpaper Builderlow
  • Controller workpaper review: requiredGate
Risk & controls. Balanced option
Risk & controls

Every agent's failure mode, every checkpoint

The same content a reviewer would expect in an engagement memo. What each agent could get wrong, and the human sign-off that catches it.

Risk register. Working agents
#AgentTeamFailure modeEffort
1Bank Feed Ingestion AgentGeneral LedgerA stale or partial feed can leave the reconciliation silently incomplete.low
3Transaction Matching AgentGeneral LedgerCan force a match on two similar transactions that are not the same item.low
5Bank Discrepancy ResolverTreasuryMay misclassify a genuine error as a normal timing difference.medium
7Adjusting Entry DrafterGeneral LedgerOutput adjusts a financial-statement balance. Never posted without review.medium
9Reconciliation Workpaper BuilderGeneral LedgerA presentation slip can hide an open reconciling item from the reviewer.low
Control matrix. Human-review gates
#Control gateTeamWhat it confirmsWhy it's mandatory
2Feed completeness review: requiredGeneral LedgerConfirm completeness, accuracy, evidence, authority and unresolved items before downstream use.Bank Feed Ingestion Agent affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evidence immediately, before another agent uses it. Unsupported items stay open; approval of a draft is not posting authority.
4Matching review: requiredGeneral LedgerConfirm completeness, accuracy, evidence, authority and unresolved items before downstream use.Transaction Matching Agent affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evidence immediately, before another agent uses it. Unsupported items stay open; approval of a draft is not posting authority.
6Exception and evidence review: requiredGeneral LedgerConfirm completeness, accuracy, evidence, authority and unresolved items before downstream use.Bank Discrepancy Resolver affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evidence immediately, before another agent uses it. Unsupported items stay open; approval of a draft is not posting authority.
8Adjustment review: requiredGeneral LedgerConfirm completeness, accuracy, evidence, authority and unresolved items before downstream use.Adjusting Entry Drafter affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evidence immediately, before another agent uses it. Unsupported items stay open; approval of a draft is not posting authority.
10Controller workpaper review: requiredGeneral LedgerConfirm completeness, accuracy, evidence, authority and unresolved items before downstream use.Reconciliation Workpaper Builder affects a material cash balance or its support. A named GL reviewer/controller must approve the draft against source evidence immediately, before another agent uses it. Unsupported items stay open; approval of a draft is not posting authority.
Controllership: Balanced option

Controllership layer

Every agent action routes through these controls before it touches the ledger, the same way every other control in your close already works. Agents aren't the risk. agents without controls are. Build the controls in, not bolt them on after.

Immutable loggingPrinciple
Every agent action is logged and versioned. The run is reconstructable end to end for audit.
Policy enforcement15 guardrails
15 guardrails defined across the agents. Each one is a policy the agent cannot cross before escalating.
Human sign-off5 gates
5 human-review gates. A controller signs off before any filing-bound or material output moves downstream.
Segregation of duties2 teams
Work crosses 2 teams. No single agent owns a transaction end to end; handoffs preserve separation of duties.
Version pinningPrinciple
Agent configs and prompts are pinned per run, so a result can always be traced to the exact version that produced it.
Prebuilt Claude Finance Agents. Balanced option

Prebuilt Claude Finance Agents

4 of 5 agents in this option are plug-and-play. Most of the work is already an off-the-shelf Claude Finance Agent. The remaining 1 is where your firm's unique process lives.

Plug-and-play. Off the shelf
→ ✦ General ledger reconciler
Reconciles accounts and calculates net asset value.
What it does →
→ ✦ General ledger reconciler
Reconciles accounts and calculates net asset value.
What it does →
→ ✦ Month-end closer
Runs the close checklist and prepares journal entries.
What it does →
→ ✦ General ledger reconciler
Reconciles accounts and calculates net asset value.
What it does →
Custom builds. Your firm's edge
Investigates unmatched bank items and separates true timing differences from errors and missing entries.
Build this agent →

"Build this agent" opens the Agent Builder pre-filled from this step's spec. The result lands in your Agent Library and can be pinned into future plans.

How to run them: as a Plugin in Claude Cowork or Claude Code (alongside the analyst's desk), or as a Managed Agent on the Claude Platform for scheduled, autonomous runs. Either way they pass through the same controllership layer above before anything touches your ledger.
Deployment model

Deployment model

General guidance

Three ways to run these agents. All route through the controllership layer before touching your ERP / GL. The choice is where the agents live and who operates them.

Path 1
At the Desk: Claude for Excel & M365
Runs where your team already works
  • ●Claude for Excel, PowerPoint & Word add-ins (GA)
  • ●Claude Cowork with Dispatch. Assign work by text or voice
  • ●An analyst drives and reviews every run
  • ●No connector build: works on the files you already have
Path 2
Claude Managed Agents
Runs inside Anthropic's boundary
  • ●Scoped credentials
  • ●Approval workflow
  • ●Execution logs
  • ●Versioned configs
Path 3
API-Orchestrated Agents
Runs inside your security boundary
  • ●Internal orchestration (Bedrock / AgentCore)
  • ●Policy engine
  • ●Internal audit logs
  • ●Runs inside your security boundary
Integration readiness
Integration readiness

What connects today, and what you'd build

Every agent has to plug into the software your firm already runs. 2 of 4 systems have an off-the-shelf connector today; the rest need a connection built. Scope this before you budget the build.

Agents read; people post. Nothing writes back to your system of record on its own — an agent drafts the entry or reconciliation, and a human approves it at a review gate before it posts to the ERP.

This is a reference design. The systems below are an example stack, not requirements. Use different software? Use Build and the same plan gets designed around what your firm actually runs.

SystemConnectivityTodayHow you'd connect itEffort
NetSuite
System of record · ERP / general ledger
Connector readyBuySuiteTalk REST API plus common iPaaS connectors. An agent reads the cash ledger and stages draft entries.
Oracle NetSuite (cloud). SuiteTalk REST & SOAP plus SuiteQL — a custom connector is well-trodden.
low
BlackLine
Custom connectorBuildDocumented REST API: a custom connector pulls reconciliation templates and pushes match results and workpapers.medium
Excel
Connector readyBuyClaude for Excel (GA add-in) works in the reconciliation workbooks natively. Ties out support and flags breaks without a connector build.low
Bank feeds
Bank / treasury
Custom connectorBuildVia an aggregator (e.g. Plaid) or direct BAI2/OFX files. A connector normalizes the feed for matching.medium
Refine
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