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Finance AI agent · Treasury support

Treasury Support AI Agent

The accounting outcome is fixed before the trade settles, so the agent drafts the designation at inception, records the evidence under it, and holds the memorandum for the officer who signs.

Typical delivery
4–6 weeks
Deployment
Your stack
Named treasurer
Inception first
After launch
Agent Care

What this agent does

Drafts the designation, never designates it

In

  1. 01

    A hedge is struck, and ASC 815-20-25-3 wants the document written at inception, not later.

  2. 02

    A memorandum lands after the trade, and no later filing makes that relationship a hedge.

Reason

  1. 03

    IFRS 9 paragraph 6.4.1 asks the same at inception, so both records are raised together.

  2. 04

    ASU 2025-09 widens what may be designated from 2027, and leaves the inception deadline untouched.

  3. 05

    An order accepted under the agreed security procedure binds the company, authorised or not.

Decide

  1. 06

    A covenant falls due on or before the reporting date, and a later waiver is logged, not applied.

  2. 07

    IAS 1 paragraph 72B becomes IFRS 18 paragraphs B99 to B108 for periods from 1 January 2027.

Out

  1. 08

    A position cannot be evidenced at inception, and that is recorded as the finding.

  2. 09

    Execute write actions only under the approval boundaries set at implementation.

Product statement

Drafting, evidencing and holding belong to the agent. Designation belongs to a named officer, who signs on the trade date. Payment duties stay outside it: entrust them and the UCC 4A-203(a)(2) way out shuts, and the loss stays with the company.

Example workflow

One designation, ticket to memorandum

  1. 1Evidence receivedDealer confirmations, the board hedging policy, exposure schedules and the forecast schedule
  2. 2Relationship fixed and datedThe hedged item, the hedging instrument, the risk being hedged and the day inception falls on
  3. 3Memorandum raised at inceptionThe risk-management objective, the hedge ratio, the effectiveness method and its weak points
  4. 4Date checks appliedPolicy-instrument checks, functional-currency checks, date checks and drafting confidence

No human action required

Stages 1 to 4 run unaided, and nothing is designated at any of them — the agent is drafting, and the officer lane opens at the designation gate.

5DecisionSplits at the designation gate
Complete against the policy

Goes to the named treasury officer to designate.

Anything thin

Adds a technical-accounting read first.

Treasury review

The memorandum is held with its evidence, its inception date and the policy clause it was drawn under.

Designate · Append evidence · Send to technical review

Designated — by the named treasury officer

  1. 6Treasury and hedge records updatedOnly where write access and the records policy allow it
  2. 7Designation evaluatedInception dating, evidence completeness, officer corrections and what technical review found

Designation corrections

Each correction the officer makes is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Designating a hedging relationship.
    • Authorising a payment order to leave.
    • Concluding that a hedge is effective.
    • Classifying the debt in the accounts.

  • Automation boundary

    Agent acts unaided

    • ✓Draft the designation before the trade settles.
    • ✓Record the effectiveness method the memorandum names at inception.
    • ✓Date each record against the executed dealer ticket.
    • ✓Hold the position, the exposure and the documentation together.

    Nothing is designated and no order is sent except by a named officer, inside the agreed boundaries.

    • Judging whether a forecast transaction is probable.
    • Telling a lender the covenant test was met.
    • Choosing which exposure the company hedges.
  • Changes to the position, the policy or the memorandum.

Example output

One hedge designation, annotated

This serves a corporate treasury whose accounting outcome is fixed by a document dated at inception; below is one designation exactly as the agent leaves it.

Hedge designation · single relationship

Illustrative example
Designation
Cash flow hedge, one forecast exposure
Recorded as
Drafted on the trade date
Relationship
Inception, evidenced
Evidence of record
Dealer ticket, 6 August 2026
Confidence
Held undesignated
Held for
The treasury officer, by name

As received

Built from the dealer confirmation and the board hedging policy under it, and it claims nothing past them.

What the designation record holds

  • Dealer confirmation
  • Board hedging policy
  • Exposure schedule

Why no designation here

Designating a hedging relationship is a call a named officer makes.

What the score decides

Below the configured threshold a memorandum gets a technical read before the officer sees it.

Action

DesignateAppend evidenceSend to technical review

Value

Where AI adds value

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

Where the value lands

Value 01 – 04

Each designation drafted

From the evidence that carries it

03Evidence

Where the evidence sits

The agent vouches for no counterparty, only for what the evidence said and the day it was dated; the Adani Enterprises finding of 18 May 2026 reached payments cleared on a payee name alone.

01Approved path

Documented, or not a hedge

SEC v. General Electric, 3:09-cv-1235 (D. Conn.), filed 4 August 2009, turned on hedging parameters written after the interest payments they were said to cover had already occurred.

02Human review

Looked for, and not found

No independent published benchmark for corporate cash-forecast accuracy was located, and each accuracy figure that surfaced came from a vendor selling forecasting software, so none is quoted here. No enforcement action for calling a holding a cash equivalent was found either.

04

Build an evidence trail

The position, the document that existed at inception and the officer who designated it stay together.

Integrations

Typical integrations

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

  • Bank and dealer systems

    • Bank portals
    • dealer tickets
    • Balances and the executed trades

  • Treasury and ledger records

    • TMS
    • general ledger records
    • Debt, holdings and positions

  • Policy and mandate documents

    • Board policy
    • mandate list
    • Authorised instruments and stated limits

Agent

Treasury position and designation

  • Reads the evidence
  • Drafts at inception
  • Holds for the treasurer

  • Forecast and exposure feeds

    • FP&A schedules
    • entity records
    • Forecast exposures by legal entity

  • Observability & evaluation

    • OpenTelemetry
    • Langfuse
    • Supported monitoring/evaluation sources

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

Agent controls

Six gauges between the model and the designation

Six gauges along one line, the last the finest. What reads true is drawn in the map below.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modeNarrow the agent to position reporting when evaluation or production signals degrade.Roll back
L5Version recordsTrack model, prompt and policy logic, and note the version each memorandum was drafted under.Track
L4Position trailRecord each memorandum, the evidence beneath it, the date it carries and each read of the file.Record
L3Officer designationHold the file for a named officer and hold no payment credential; entrusted duties shut the escape.Gate
L2Policy guardrailsTest each holding against the original-maturity rule in ASC 230-10-20 before it is called cash.Restrict
L1Thin-file routingRoute a thin file to a technical read; 50 U.S.C. 1705(b) carries no willfulness element.Require review
Model coreMemorandum drafted — the relationship, the objective, the method and its evidence
L1 – L2
Test whether a designation may stand
L3
Leaves the designation to a named officer
L4 – L5
Keep the designation and the inception document behind it
L6
Reports the position and no forecast when signals degrade

How Nestack evaluates it

Evaluate the whole designation run — not only the memorandum that comes out.

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

Surface — the position a board reads

  1. E1Final-output evaluationDid the memorandum record the inception date it was actually drafted on?
  2. E2Step-level evaluationDid the agent read the live policy, the executed ticket and the right entity?
  3. E3Tool evaluationDid it read and write the correct exposure and the correct relationship?
  4. E4Confidence calibrationDo low-confidence designations actually attract more officer corrections?
  5. E5Slice evaluationHow does performance change across specific exposure classes?
  6. E6Business outcomeHow many memoranda needed a correction before the officer designated?

Floor — the evidence a position rests on

Failure modes

Where each failure originates in the agent

Seven failure modes, each set at the stage it first shows itself.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • VD-02

      Rolling plan read as committed

      A schedule that cannot support probable is used.

    Stage gathers

    The tickets, the policy, the dates and the entities

  2. 02 · Reasoning

    2 modes

    • VD-03

      Post-date waiver read as cure

      A waiver dated after the reporting date is applied back.

    • VD-04

      Fee-bearing fund read as cash

      A holding that can charge to exit is called cash.

    Stage proposes

    The relationship, the risk, the method and confidence

  3. 03 · Tool / write

    2 modes

    • VD-05

      Payment duties entrusted

      An agent given order duties becomes the cause.

    • VD-06

      Payee screened, origin not

      The cargo origin sits outside the payee name.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • VD-01

      Memorandum dated after the trade

      The relationship is documented once it is too late.

    Stage returns

    The position a period carries and an auditor reads

  5. 05 · Change / Version

    1 mode

    • VD-07

      Entity added, position not redrawn

      A new exposure sits outside the stored position.

    Stage tracks

    Model, prompt, policy version and trade dates

  • Sev-1 · a hedge designated on no document
  • Sev-2 · a stale position reaches the board
  • Sev-3 · signals degrade, position held back
See the complete Treasury failure-mode catalogue

Affected slices

Cross-currency designations absorb the corrections

A treasury-level correction figure can read clean while cross-currency designations carry most of the rework. Nestack reports the correction rate by exposure class, not across the book alone.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Cross-currency designations13.4%3.7×Review
Covenant-linked facilities9.5%2.6×Review
Money market fund holdings5.9%1.6×Watch
Single-currency term debt2.7%0.7×Normal

Bar: correction-rate lift vs. single-currency baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

What a memorandum written late costs

A cycle ends when the relationship documented after the trade is a standing case. That suite is what the next designation is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Correction rate rises on cross-currency designations.

  2. 02

    Diagnose

    The designation that was dated to the trade because the evidence caught up a week afterwards is worked backwards until one cause is left standing.

  3. 03

    Improve

    The position goes out numbered, and the documents beneath it ride with it.

  4. 04

    Verify

    One designation case still failing is enough to hold the pack back.

  5. 05

    Learn

    It is kept for good, and the designation rules are amended in the same commit.

  6. Learn → Detect

    The return edge. The next designation is measured against a suite one 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, designation drafting, evaluation, integration, then production validation and handover.

Workstream

Week 1Week 2Week 3Week 4Week 5Week 6

  1. 01Designation-evidence and automation-boundary scope.Week 1
  2. 02Bank, dealer and policy sources.Week 1, Week 2
  3. 03Evidence-to-position and exposure-coverage mapping.Week 1, Week 2
  4. 04Dealer-ticket ingestion.Week 2
  5. 05Relationship, risk and date binding.Week 2, Week 3
  6. 06Evidence scoring and review routing.Week 3
  7. 07Officer designation workflow.Week 3, Week 4
  8. 08Treasury-system integration.Week 5
  9. 09Designation and inception cases.Week 4, Week 5
  10. 10Guardrails and settlement controls.Week 4
  11. 11Position-trail instrumentation.Week 5, Week 6
  12. 12Deployment, documentation and Agent Care handover.Week 6

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 tierPilotOne exposure class, one cycleProductionProduction treasury workflowAdvancedMultiple exposures / currencies
Introduced at Pilot
Designation drafting to your policy✓✓✓
Named officer designation✓✓✓
Account-and-mandate baseline✓✓✓
Introduced at Production
Reporting by exposure class—✓✓
Technical review workflow in your systems—✓✓
Approved treasury write-back—✓✓
Bank-and-dealer integration—✓✓
Introduced at Advanced
Multi-entity exposures——✓
Cross-currency designation packs——✓
Dense trading calendars——✓
Multi-currency exposure controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, trade volume, approval controls and deployment requirements.
Separate from build
Build 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.

  1. 01Your live exposures and the policy each one is hedged under

    Policy capture and inception-date versioning

    Week 1

  2. 02Representative dealer, policy and exposure material

    Evidence binding, drafting logic and the position baseline

    Week 2

  3. 03Your trading calendar and the officers it names

    Hedging-policy mapping, evidence binding and the automation boundary

    Week 1

  4. 04Access to the relevant portals, feeds or exports

    Bank, dealer and policy source assessment, then integration setup

    Week 2

  5. 05Positions you would not want re-designated

    Inception cases and the failure round

    Week 4

  6. 06What no forecast may promise

    Evidence scoring, review routing, guardrails and release controls

    Week 3

  7. 07A named treasury officer who designates

    Release to the named officer, then pilot and production validation

    Weeks 5–6

Nothing else is required

Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

These bands are counted, never evened for looks; the fifth week carries two because those two coincide.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Policy discovery, inception dating and the automation boundary

W2Bank and dealer integration, and the account-and-mandate baseline

W3Drafting logic, evidence checks and release controls

W4Evaluation suite, designation cases and failure-mode testing

W5Treasury-system integration, pilot designations and targeted corrections

W6One reporting cycle run under the treasurer, then Agent Care handover

Reading the band
No bar runs past the weeks its own work is named for, and week five is shared by design.
At the end of W6
When the position record validates, Agent Care takes the agent on.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Finance AI agent

Build a treasury support agent around the document your last hedge was designated without.

Show us one hedging relationship you designated last quarter and the memorandum dated to the trade. If that document was assembled the week after, hedge accounting was never available. A covenant note citing IAS 1 alone will name a withdrawn standard within sixteen months.

Typical delivery
4–6 weeks
Deployment
Your live exposures
Named treasurer
Inception first
After launch
Agent Care available

Nestack Agents · Treasury support

AGT-FIN-01 · Agent Care available after launch

Build a treasury support agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your exposures

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.