Sports & Fitness AI agent · NIL disclosure
NIL Disclosure & Revenue-Share AI Agent
Build the deal file behind each agreement — the clock from execution, the payor, the standard in force when it cleared — then hand each signer the pack they attest to.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named signers
- Evidence only
- After launch
- Agent Care
What this agent does
Builds the deal file, not the clearance
In
- 01
An agreement is executed, and the clock runs from that moment, not from the day compliance received it.
- 02
A payor is evidenced deal by deal — the institution's own rights-holder included — never taken as read.
Reason
- 03
A threshold moves, and the file keeps the memorandum version that was in force on the day that deal cleared.
- 04
A deal is filed with what is sold to the general public for profit and what the activation obligations fix.
- 05
A running Associated-deal total is held per athlete per academic year, and never summed across a trigger change.
Decide
- 06
A revenue-share agreement runs on its own clock into CAPS, and the cap position is kept on the academic year.
- 07
A state duty follows the instrument that binds — Texas, California and Colorado each set a different one today.
Out
- 08
A pack is built for each signer, and the file holds the submissions, the outcomes and the standard behind each.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent assembles the file and keeps the standard of record; the Commission clears, and the president, the athletics director and each head coach attest.
Example workflow
One deal, execution to signature
- 1Agreement executedThird-party contract, revenue-share agreement or agreed payment terms
- 2File assembledPayor, counterparty relationship, activation obligations and the running total, each with its source
- 3Standard recordedThe band, the methodology version and the memorandum date in force
- 4Controls appliedClock checks, payor-evidence checks, state-duty checks and completeness confidence
No human action required
Stages 1 to 4 run unaided, and nothing is cleared or attested at any of them — the agent is assembling, and the compliance lane opens at the completeness gate.
Goes to the compliance director to release.
Adds a general-counsel read first.
Compliance review
The file is held with its clocks, its standard of record and its gaps.
Release the file · Append evidence · Send to counsel
Released — submitted by a named person
- 6Compliance systems updatedOnly where write access and disclosure policy allow it
- 7Outcome evaluatedClock margin, evidence completeness, counsel corrections and what a later review found
Corrections
Each counsel correction is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Determining fair market value, or any range of it.
- Clearing a deal, or predicting that it will clear.
- Completing or signing any attestation.
- Submitting or affirming a deal for an athlete.
Automation boundary
Agent acts unaided
- ✓Assemble the deal file from the agreement and the evidence behind it.
- ✓Run each disclosure clock from the execution date, per instrument.
- ✓Record the standard in force on the day the deal cleared.
- ✓Hold the running total and flag before the live trigger.
Nothing leaves the file except by a named signer, inside the agreed boundaries.
- Making the associated-entity determination itself.
- Deciding whether a violation must be self-reported.
- Negotiating, restructuring or repricing a deal.
- Changes to thresholds, clocks or signer packs.
Example output
One deal, annotated
A year after the signatures this file is the evidence, and it reads for you or against you.
Deal file · single agreement
Illustrative example- Deal
- Local retailer, Olympic sport
- Filed as
- Appearance and merchandise activation, dated and fixed
- Clock
- Day 2 from execution
- Standard of record
- 23 June 2026 memorandum
- Confidence
- Held unreleased
- Released by
- The compliance director, in person
As received
Taken from the executed agreement and the memorandum in force that day — nothing here is valued by the agent.
What the file holds
- The executed agreement
- Payor-relationship proof
- Activation obligations
Why no valuation here
The range runs against a dataset the Commission revises as deals clear.
What the score decides
Below the configured threshold the file picks up a counsel read before.
Action
Release the fileAppend evidenceSend to counselValue
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 deal
From the executed agreement
Evidence the price, not the player
Our scouting agent evidences a player for a scout; this evidences a figure for a regulator.
Which standard cleared it
Five standards in fourteen months, so a file recording only cleared cannot be read back.
Where the exposure now reaches
Executive Order 14400 made an unsupportable figure a debarment question on 1 August 2026; its reporting limb only directs consideration.
Build an evidence trail
The deal, the standard in force when it cleared and the signer who attested stay on the file.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Disclosure platforms
- NIL Go
- CAPS
- Institutional submission portals
Compliance systems
- Teamworks
- ARMS
- JumpForward
- INFLCR
Contract and finance
- Contract lifecycle systems
- General ledger
- accounts payable
Agent
NIL disclosure & revenue share
- Reads the deal
- Builds the file
- Holds for the signer
Roster and eligibility
- Roster and squad lists
- Eligibility
- scholarship records
Observability & evaluation
- OpenTelemetry
- Langfuse
- Supported monitoring/evaluation sources
Integration availability depends on the client's existing systems and API access.
Agent controls
Six meshes between the model and the file
Six meshes, coarsest first. What falls through all of them is set out in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a file may stand
- L3
- Puts the release in a person's hands
- L4 – L5
- Keep the deal and the standard behind it
- L6
- Holds the deal at uncleared when signals degrade
How Nestack evaluates it
Evaluate the whole assembly — not only the file that comes out.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the file a review reads
- E1Final-output evaluationDid the file record the standard that was in force that day?
- E2Step-level evaluationDid the agent use the right memorandum, the right clock and the current total?
- E3Tool evaluationDid it read and write the correct deal and the correct field?
- E4Confidence calibrationDo low-confidence files actually attract more counsel corrections?
- E5Slice evaluationHow does performance change across specific deal types?
- E6Business outcomeHow many files needed a correction before the director released them?
Floor — the outcome the institution answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, set at the stage each one actually starts.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- HS-03
Superseded band
The band applied is the one in force today, not that day.
Stage gathers
The agreement, the payor, the clocks and the memoranda
02 · Reasoning
2 modes
- HS-04
Clock started from receipt
The clock runs from the day the file was opened.
- HS-06
Payor taken as given
A rights-holder is classified with nothing behind it.
Stage proposes
The clocks, the standard applied and completeness
03 · Tool / write
2 modes
- HS-02
Trigger crossing missed
A total passes the live trigger without a flag.
- HS-05
Resubmission overwrites
A restructured deal keeps only the second outcome.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- HS-01
Cleared, standard unrecorded
The file shows an outcome but not what produced it.
Stage returns
The file the signer stands behind a year later
05 · Change / Version
1 mode
- HS-07
Silent threshold regression
A rule change moves a band without moving the file.
Stage tracks
Model, prompt, threshold rules and memoranda
- Sev-1 · a deal is filed outside the boundary
- Sev-2 · a wrong standard reaches the file
- Sev-3 · source degrades, file holds unreleased
Affected slices
One deal type absorbs the corrections
A programme-level standard-provenance figure can read clean while one deal type absorbs most of the corrections. Nestack reports the counsel-correction rate by deal type, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Collective and associated deals | 9.7% | 3.7× | Review | |
| Multimedia-rights routed deals | 7.5% | 2.8× | Review | |
| Football and basketball deals | 4.5% | 1.7× | Watch | |
| Olympic-sport local deals | 1.7% | 0.6× | Normal |
Bar: counsel-correction-rate lift vs. Olympic-sport local baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
What an unreconstructable file costs
A cycle closes when the unreconstructable file is a regression case. That suite is what the next deal recorded is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Counsel-correction rate rises in one deal type.
- 02
Diagnose
The two contracts with four regulatory statuses in five months are read back until one cause remains.
- 03
Improve
The change ships numbered, and the deals that forced it ride with it.
- 04
Verify
Nothing releases while one touched deal case is still red.
- 05
Learn
It is kept for good, and the threshold rules are amended in the same commit.
Learn → Detect
The return edge. The next deal 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, file assembly, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Deal workflow discovery and boundary definition.Week 1
- 02Contract, roster and ledger sources.Week 1, Week 2
- 03Threshold, methodology, clock and state-duty mapping.Week 1, Week 2
- 04Agreement ingestion and file normalisation.Week 2
- 05Standard-of-record and evidence binding.Week 2, Week 3
- 06Completeness scoring and counsel routing.Week 3
- 07Signer pack workflow.Week 3, Week 4
- 08Compliance and ledger integration.Week 5
- 09Threshold and rationale cases.Week 4, Week 5
- 10Guardrails and attestation controls.Week 4
- 11Deal-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 sport, one payor type | ProductionProduction compliance systems | AdvancedMultiple sports / systems |
|---|---|---|---|
| Introduced at Pilot | |||
| File assembly to your rules | ✓ | ✓ | ✓ |
| Named-signer release | ✓ | ✓ | ✓ |
| Standard-provenance baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by sport | — | ✓ | ✓ |
| Release workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Compliance-system integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-state disclosure duties | — | — | ✓ |
| Cross-sport signer packs | — | — | ✓ |
| High deal volume | — | — | ✓ |
| Multi-signer attestation 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 deal intake and record structure
→Agreement ingestion and file normalisation
Week 102Representative executed agreements
→File baseline, clock binding and standard-of-record capture
Week 203Your thresholds, clocks and state duties
→Threshold, clock and state-duty mapping and the automation boundary
Week 104Access to relevant APIs, feeds or exports
→Compliance, roster and ledger assessment, then integration setup
Week 205Files you would not want reconstructed
→Threshold cases and failure-mode testing
Week 406What no attestation may cover
→Completeness scoring, counsel routing, guardrails and release controls
Week 307Named signers and a compliance director
→Signer release 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
These bands are the weeks each phase honestly costs, which is why the fifth one carries a pair.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Deal discovery, threshold mapping and the automation boundary
W2Source integration and the file baseline
W3Assembly workflow, clock logic and release controls
W4Evaluation suite, threshold cases and failure-mode testing
W5Compliance integration, pilot deals and targeted corrections
W6One attestation year run under the compliance director, then Agent Care handover
- Reading the band
- A bar covers only the weeks its own work is named in. The doubled fifth week is real work, not padding.
- At the end of W6
- Validation closes on live deals, and Agent Care picks up the watch.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Sports & Fitness agent
Build a NIL disclosure agent around the people who have to sign.
Show us how a deal reaches you today and who signs on 1 September. If your file records that a deal cleared but not which standard cleared it, then the person signing for it cannot reconstruct it, and no OMB guidance we could find says otherwise.
- Typical delivery
- 4–6 weeks
- Deployment
- Your compliance systems
- Named signers
- Evidence only
- After launch
- Agent Care available
Nestack Agents · NIL disclosure & revenue share
AGT-SF-14 · Agent Care available after launch
