Sports & Fitness AI agent · Health-club registration
Health-Club Registration & Bond AI Agent
Hold the registration and security position behind one state filing — the figure that formula turns on, the trigger that moves it between renewals, and the pack a named owner signs.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Owner swears
- Never files
- After launch
- Agent Care
What this agent does
Computes the figure, files none of it
In
- 01
A membership count moves in Nevada, where NRS 598.946 ties the quarterly report to the adjustment.
- 02
A liability total shifts in Maryland, and the bond re-sets on that movement or quarterly, whichever is first.
Reason
- 03
A longer membership joins the New York menu, and the principal is re-tiered on the longest term offered.
- 04
A fiscal year closes in New Jersey, where last year's gross income sets the bond, floored, capped and biennial.
- 05
A refit adds covered exercise area in Rhode Island, the one state keying the figure to square footage.
Decide
- 06
A renewal falls due on each state's own clock, and the clocks in one estate share no anchor at all.
- 07
A template clause is edited globally, and each state's mandated terms are diffed against the paper issued.
Out
- 08
A figure is kept with the system it came from, its as-at date and the filing it was computed for.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent computes and assembles; a named owner or officer signs, and in several states swears before a notary or under penalty of perjury.
Example workflow
One state filing, figure to signature
- 1Filing window opensA renewal clock, a quarterly report date or a trigger that moved the figure
- 2Figures assembledMember counts, member liabilities, contract terms, prepaid balances and floor area, each with its source
- 3Amount computedThat state's formula, the inputs it used, the as-at date and the gap
- 4Controls appliedProvenance checks, formula-version checks, trigger detection and exemption-evidence tests
No human action required
Stages 1 to 4 run unaided, and nothing is filed at any of them — the agent is computing, and the owner's lane opens at the completeness gate.
Goes to the named owner to sign.
Adds a compliance-counsel read first.
Owner sign-off
The pack is held with its figures, their sources and the gaps.
Approve · Attach evidence · Send to counsel
Signed — the owner files it
- 6Compliance record updatedOnly where write access and filing policy allow it
- 7Outcome evaluatedFigure provenance, missed triggers, agency queries and what a later review found
Corrections
Every owner correction is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Registering the club, or filing with any state.
- Certifying a member count or a liability figure.
- Deciding that an exemption applies.
- Answering what a cancelling member is owed.
Automation boundary
Agent acts unaided
- ✓Compute the figure on that state's own denominator.
- ✓Trace each input to its system and its as-at date.
- ✓Watch the triggers that move the bond amount between annual filings.
- ✓Diff the template against mandated terms, and hold the pack for the owner.
Nothing is filed here — a named owner signs, inside the boundaries agreed at build.
- Signing or swearing an application or report.
- Setting the contract term or the price offered.
- Binding, replacing or cancelling a bond.
- Changes to a state formula, trigger or exemption.
Example output
One state filing, annotated
Click-to-cancel was vacated on 8 July 2025; the fee rule in force since 12 May 2025 covers tickets and lodging, not gyms.
Registration pack · single state
Illustrative example- Club
- Two locations, Nevada
- Denominator used
- Member count on the statutory basis, frozen members excluded
- As-at date
- As at 1 October
- Source of record
- Membership system
- Confidence
- Band crossed
- Trigger
- Quarterly report due
As received
Taken from the membership system and the statute — nothing on this side is estimated by the agent.
What the working shows
- The statutory basis
- The system of record
- The as-at date
Why this denominator
Nevada keys the security to member count, which the operator confirms.
What the score decides
Below the configured threshold the pack picks up a counsel read before the owner sees it.
Action
ApproveAttach 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
Every state position
From the systems of record
Answers a state, not a member
Member services answers the member and decides what is owed; this page files with a regulator.
The bond is a computation
Not an opening cost posted once — Nevada, Maryland and New York each move it on a different trigger.
Where a cancellation flow is judged
Not by a vacated rule — the live federal authority is ROSCA and FTC Act section 5, which the FTC pleaded against a gym operator in 2025.
Build an evidence trail
The figure, the trigger that moved it and the owner who swore to it stay on the filing.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Membership systems
- Mindbody
- ABC Fitness
- Club Automation
- Glofox
Finance and ledger
- NetSuite
- Sage Intacct
- Deferred-revenue reports
Property and leases
- Lease files
- floor plans
- Site and area records
Agent
Health-club registration filings
- Reads the systems
- Computes the figure
- Holds for the owner
Legal and filing
- Surety and broker records
- State registration portals
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 filing
Six gates, each shutting on a different thing. What passes them all is named in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a figure may stand
- L3
- Puts the signature in an owner's hands
- L4 – L5
- Keep the figure and the trigger behind it
- L6
- Narrows to figure assembly when signals degrade
How Nestack evaluates it
Evaluate the whole filing — not only the amount on the form.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the pack a regulator reads
- E1Final-output evaluationDid each figure carry the system and the date it came from?
- E2Step-level evaluationDid the agent use the right state formula and the current version?
- E3Tool evaluationDid it read and write the correct entity and the correct location?
- E4Trigger calibrationDo low-provenance figures actually attract more owner corrections?
- E5Slice evaluationHow does performance change across specific states?
- E6Business outcomeHow many packs needed a correction before the owner signed?
Floor — the outcome the operator answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, each placed at the stage where it starts.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- HU-03
Stale formula version
A state amended, and the matrix still holds the old rule.
Stage gathers
Counts, liabilities, terms, areas and the clocks
02 · Reasoning
2 modes
- HU-04
Wrong denominator used
A member count is read where liabilities are meant.
- HU-06
Vacated rule relied on
A flow is checked against a rule vacated in 2025.
Stage proposes
The formula, its inputs and the gap
03 · Tool / write
2 modes
- HU-02
Trigger never surfaced
A longer term goes on sale before the bond moves.
- HU-05
Location list mismatched
A signed lease is counted as a trading location.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- HU-01
Unsourced figure filed
A number reaches the pack with no system behind it.
Stage returns
The pack a named owner signs and swears to
05 · Change / Version
1 mode
- HU-07
Silent matrix regression
A rule update moves a band without moving the filing.
Stage tracks
Model, prompt, state formulas and triggers
- Sev-1 · the agent acts outside the boundary
- Sev-2 · a wrong figure reaches the state
- Sev-3 · source degrades, pack holds open
Affected slices
One state absorbs the corrections
A portfolio-level figure-provenance rate can read clean while one state absorbs the corrections. Nestack reports the owner-correction rate by state, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Nevada band-crossing quarters | 8.4% | 3.7× | Review | |
| Maryland accountant-led re-sets | 6.0% | 2.6× | Review | |
| New York term-menu changes | 3.7% | 1.6× | Watch | |
| Single-state annual renewals | 1.4% | 0.6× | Normal |
Bar: owner-correction-rate lift vs. single-state annual-renewal baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
Nobody sells the recalculation
A cycle is done when the missed recalculation has become a case the next release must pass. That suite is what the next filing built is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Owner-correction rate rises in one state.
- 02
Diagnose
The club that crossed a membership number nobody was watching is read back until one cause remains.
- 03
Improve
Number the change; the locations that drove it are filed under it.
- 04
Verify
Each touched location case is run once more, and one red holds it back.
- 05
Learn
It stays as a standing test, and the formula rules move with it.
Learn → Detect
The return edge. The next filing 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, filing assembly, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Filing workflow discovery and boundary definition.Week 1
- 02Membership and finance source assessment.Week 1, Week 2
- 03State formula, trigger and exemption rule mapping.Week 1, Week 2
- 04Figure ingestion and normalisation.Week 2
- 05Formula logic and source binding.Week 2, Week 3
- 06Trigger detection and counsel routing.Week 3
- 07Owner sign-off workflow.Week 3, Week 4
- 08Membership and filing-system integration.Week 5
- 09Formula and trigger cases.Week 4, Week 5
- 10Guardrails and filing controls.Week 4
- 11Filing-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 club, one state | ProductionProduction membership systems | AdvancedMultiple states / brands |
|---|---|---|---|
| Introduced at Pilot | |||
| Computation to your formulas | ✓ | ✓ | ✓ |
| Owner gating | ✓ | ✓ | ✓ |
| Figure-provenance baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by state | — | ✓ | ✓ |
| Review workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Membership-system integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Complex multi-entity structures | — | — | ✓ |
| Multi-stage owner approvals | — | — | ✓ |
| High location count | — | — | ✓ |
| Multi-state security 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 registration positions and locations
→Figure ingestion and source mapping
Week 102Representative packs behind past filings
→Computation baseline, formula and source binding
Week 203Your states, exemptions claimed and named signatories
→State formula, trigger and exemption mapping, and the boundary
Week 104Access to relevant APIs, feeds or exports
→Membership, finance and lease assessment, then integration setup
Week 205Filings you would not want sworn to
→Recalculation cases and failure testing
Week 406What no sworn filing may estimate
→Trigger detection, counsel routing, guardrails and gating controls
Week 307Named owners or officers to sign
→Owner sign-off 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
Each band is exactly the weeks its own phase truly absorbs, so week five carries a pair of them.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Filing discovery, state mapping and the automation boundary
W2Source integration and the computation baseline
W3Assembly workflow, trigger logic and provenance controls
W4Evaluation suite, formula cases and failure-mode testing
W5Filing-system integration, pilot states and targeted corrections
W6One renewal cycle run under the named owner, then Agent Care handover
- Reading the band
- Each bar covers only the weeks its own work is named in. The shared fifth week is real work, not padding.
- At the end of W6
- When the filing pack 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 · Sports & Fitness agent
Build a registration agent around the state that sets the figure.
Tell us which states you trade in and who signs. Show us your membership system and the paper you ask members to sign. When the figure is wrong in New York, no contract for services is enforceable against the buyer, and the working is what answers for it.
- Typical delivery
- 4–6 weeks
- Deployment
- Your membership systems
- Owner swears
- Never files
- After launch
- Agent Care available
Nestack Agents · Health-club registration
AGT-SF-16 · Agent Care available after launch