Sports & Fitness AI agent · Financial disclosure
Athletics Financial Disclosure AI Agent
Map each revenue and expense line to the ledger account behind it, keep the reconciliation between two regimes the NCAA itself says may not match, and hand the president a pack to certify.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- President signs
- Never certifies
- After launch
- Agent Care
What this agent does
Maps the lines, certifies none of them
In
- 01
A transaction is coded in the ledger, and its mapping to an athletics reporting category is written beside it.
- 02
A category drifts toward the share of total revenues at which the accountant's procedures stop being waived.
Reason
- 03
A contribution lands, and its position against the year's contributions total is recomputed as the year closes.
- 04
A revenue-share payment is booked, and its treatment is read against the current guide edition, not last year's.
- 05
A collective is scoped in or out on a stated basis, and that basis is filed where the accountant can test it.
Decide
- 06
A deadline nears on two clocks, and neither the association nor the Department grants an extension.
- 07
A federal duty splits under 34 CFR 668.41(g) — publication first, then submission to the Secretary.
Out
- 08
A difference between the two reports is carried as a standing explanation, not produced when somebody asks.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent maps and reconciles; the chancellor or president certifies the association report, and a named employee locks and transmits the federal survey.
Example workflow
One category, ledger to certification
- 1Reporting period closesGeneral ledger, athletics subledgers, gift records and payroll allocations
- 2Mapping assembledEach revenue and expense category tied to its source accounts, with the rationale written out
- 3Reconciliation drawnThe association figure, the federal figure and the explanation for each difference
- 4Controls appliedProvenance checks, waiver-threshold monitoring, request-list tracking and completeness confidence
No human action required
Stages 1 to 4 run unaided, and nothing is certified or filed at any of them — the agent is mapping, and the business-office lane opens at the completeness gate.
Goes to the business office to release.
Adds an independent-accountant read first.
Certification review
The pack is held with its mappings, its rationales and the open exceptions.
Approve · Attach rationale · Send to accountant
Released — the president certifies it
- 6Reporting record updatedOnly where write access and reporting policy allow it
- 7Outcome evaluatedMapping provenance, unexplained differences, accountant exceptions and what a later review found
Corrections
Every accountant correction is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Certifying the association financial report.
- Locking or transmitting the federal survey.
- Deciding which category a transaction belongs in.
- Deciding that a collective falls outside the report.
Automation boundary
Agent acts unaided
- ✓Map each reported category to the source ledger accounts behind it.
- ✓Write the classification rationale before the accountant asks for it.
- ✓Hold the reconciliation and an explanation per difference.
- ✓Track the request list, the open items and both clocks.
Nothing here is certified or filed — named humans do both, inside agreed boundaries.
- Signing, or standing behind a figure.
- Performing the agreed-upon procedures.
- Deciding whether a violation must be reported.
- Changes to category mappings or reconciliation rules.
Example output
One category, annotated
A mapping that survives certification is already in a report the president signed, and the federal cut of the same money went months earlier.
Reporting pack · single category
Illustrative example- Category
- Contributions, Division I
- Mapped from
- Athletics-designated gift accounts and pledges recognised in the year
- Basis
- Fiscal year
- Source of record
- Advancement ledger
- Confidence
- Open exception
- Certified by
- The president, by name
As received
Taken from the ledger and the gift records — nothing on this side is classified by the agent.
What the mapping shows
- The source accounts
- The rationale written
- The basis of the year
Why this stays open
The disclosure test runs on the year's total contributions, not on any single gift.
What the score decides
Below the configured threshold the pack picks up an accountant read before.
Action
ApproveAttach rationaleSend to accountantValue
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
Every category
From the general ledger
Reconciles reports, not deals
Our NIL agent defends the price paid for a deal; this defends the number in the report the president signed.
Two reports, two clocks
Not one filing seen twice — different recipients, different periods, and neither regime grants an extension.
Where the exposure actually sits
Not on the reviewed report the president certifies — Title IV limitation, suspension or termination and per-violation civil fines attach to the federal survey.
Build an evidence trail
The line, the ledger it maps to and the president who certified stay on the report.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
General ledger and ERP
- Workday
- Oracle Cloud
- Banner
- Ellucian
- PeopleSoft
Athletics reporting
- MFRS submission
- EADA survey portal
Advancement and gifts
- Blackbaud
- Salesforce
- Gift and pledge records
Agent
Athletics financial disclosure
- Reads the ledger
- Maps each category
- Holds for the president
Payroll and aid
- Payroll allocations
- Financial-aid systems
Observability & evaluation
- OpenTelemetry
- 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 report
Six graded sieves, coarsest first. What falls through every one is named in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a mapping may stand
- L3
- Puts the certification in a president's hands
- L4 – L5
- Keep the line and the ledger behind it
- L6
- Reverts to mapping assembly when signals degrade
How Nestack evaluates it
Evaluate the whole reporting pack — not only the figure on the form.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the report the president signs
- E1Final-output evaluationDid each category carry the source accounts and the rationale behind it?
- E2Step-level evaluationDid the agent use the right taxonomy edition and the right period?
- E3Tool evaluationDid it read and write the correct entity and the correct fiscal period?
- E4Difference calibrationDo low-provenance mappings actually attract more accountant exceptions?
- E5Slice evaluationHow does performance change across specific reporting categories?
- E6Business outcomeHow many packs needed a correction before the president certified?
Floor — the outcome the institution answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, each placed at the stage where it originates.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- HZ-03
Superseded taxonomy edition
A category definition moved between guide editions.
Stage gathers
Ledger accounts, gift records, payroll and both regimes
02 · Reasoning
2 modes
- HZ-04
Wrong-regime figure
A federal cut is carried into the association report.
- HZ-06
Unwritten exclusion basis
A collective is scoped out with no basis on file.
Stage proposes
The mapping, its rationale and the difference
03 · Tool / write
2 modes
- HZ-02
Waiver threshold crossed
A category gains procedures nobody scoped for.
- HZ-05
Prior-year base used
A disclosure test runs on last year's total.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- HZ-01
Unexplained divergence
Two reports differ with no note saying why.
Stage returns
The pack a named president signs and certifies
05 · Change / Version
1 mode
- HZ-07
Silent taxonomy drift
A guide edition moves a definition without moving the map.
Stage tracks
Model, prompt, category definitions and periods
- Sev-1 · the agent acts outside the boundary
- Sev-2 · a wrong figure reaches a filing
- Sev-3 · source degrades, pack holds open
Affected slices
One category absorbs the exceptions
An institution-level mapping-provenance figure can read clean while one category absorbs most of the exceptions. Nestack reports the accountant-exception rate by category, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Institutional revenue share | 7.6% | 3.6× | Review | |
| Contributions and gifts | 5.4% | 2.6× | Review | |
| Multi-team coach salaries | 3.4% | 1.6× | Watch | |
| Settled operating categories | 1.2% | 0.6× | Normal |
Bar: accountant-exception-rate lift vs. settled-operating-category baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
The difference is the deliverable
The loop shuts when the unexplained divergence is a regression case. That suite is what the next report certified is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Accountant-exception rate rises in one category.
- 02
Diagnose
The category that sat in two reports and matched in neither is read back until one cause remains.
- 03
Improve
Any change ships with a number, and the categories attach to it.
- 04
Verify
One category case still failing is enough to hold the release.
- 05
Learn
One case enters the suite, one line enters the reporting record.
Learn → Detect
The return edge. The next report 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, pack assembly, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Reporting workflow discovery and boundary definition.Week 1
- 02Ledger and subledger source assessment.Week 1, Week 2
- 03Category, rationale and reconciliation mapping.Week 1, Week 2
- 04Ledger ingestion and normalisation.Week 2
- 05Mapping logic and rationale binding.Week 2, Week 3
- 06Completeness scoring and exception routing.Week 3
- 07Certification pack workflow.Week 3, Week 4
- 08Ledger and reporting-system integration.Week 5
- 09Category and reconciliation cases.Week 4, Week 5
- 10Guardrails and certifying controls.Week 4
- 11Category-trail instrumentation.Week 5, Week 6
- 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 tier | PilotOne institution, one year | ProductionProduction ledger systems | AdvancedMultiple entities / divisions |
|---|---|---|---|
| Introduced at Pilot | |||
| Mapping to your ledger and taxonomy | ✓ | ✓ | ✓ |
| President gating | ✓ | ✓ | ✓ |
| Mapping-provenance baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by category | — | ✓ | ✓ |
| Review workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| General-ledger integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Complex multi-entity structures | — | — | ✓ |
| Multi-stage institutional approvals | — | — | ✓ |
| High transaction volume | — | — | ✓ |
| Multi-regime reporting controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, transaction 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.
You bring
We build with it
01Your athletics chart of accounts and subledgers
→Ledger ingestion and category mapping
Week 102Representative packs behind past reports
→Mapping baseline, rationale and source binding
Week 203Your taxonomy edition, periods and named certifier
→Category, rationale and reconciliation mapping, and the boundary
Week 104Access to relevant APIs, feeds or exports
→Ledger, gift and payroll assessment, then integration setup
Week 205Reports you would not want compared
→Divergence cases and the evaluation suite
Week 406What no certification may leave unexplained
→Completeness scoring, exception routing, guardrails and gating controls
Week 307Named business-office staff and the certifier
→Certification pack workflow, 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
A band is exactly as wide as the weeks that phase demands, so week five legitimately holds a pair.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Reporting discovery, category mapping and the automation boundary
W2Source integration and the mapping baseline
W3Pack assembly, reconciliation logic and provenance controls
W4Evaluation suite, divergence cases and failure-mode testing
W5Reporting-system integration, pilot categories and targeted corrections
W6One reporting year run under the president, then Agent Care handover
- Reading the band
- A bar spans only the weeks its own work is named in. The shared fifth week is real work, not padding.
- At the end of W6
- Once the report validates, Agent Care assumes the agent.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Sports & Fitness agent
Build a disclosure agent around the two reports that will not match.
Show us your athletics ledger, your category mappings and who certifies. Ask which of the two reports carries the federal exposure and the answer is the unreviewed one, the survey no chief executive approves.
- Typical delivery
- 4–6 weeks
- Deployment
- Your ledger and subledgers
- President signs
- Never certifies
- After launch
- Agent Care available
Nestack Agents · Athletics financial disclosure
AGT-SF-18 · Agent Care available after launch