Health-Club Registration & Bond AI Agent

What this agent does

Computes the figure, files none of it

A membership count moves in Nevada, where NRS 598.946 ties the quarterly report to the adjustment.

A liability total shifts in Maryland, and the bond re-sets on that movement or quarterly, whichever is first.

Reason

A longer membership joins the New York menu, and the principal is re-tiered on the longest term offered.

A fiscal year closes in New Jersey, where last year's gross income sets the bond, floored, capped and biennial.

A refit adds covered exercise area in Rhode Island, the one state keying the figure to square footage.

Decide

A renewal falls due on each state's own clock, and the clocks in one estate share no anchor at all.

A template clause is edited globally, and each state's mandated terms are diffed against the paper issued.

Out

A figure is kept with the system it came from, its as-at date and the filing it was computed for.

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

AgentHuman

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.

5DecisionBranches at the completeness gate

Pack complete

Goes to the named owner to sign.

Anything unsourced

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 required8 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 boundaryAgent 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 stateIllustrative example

Club

Denominator used

As-at date

Source of record

Confidence

Trigger

Two locations, Nevada

Member count on the statutory basis, frozen members excluded

As at 1 October

Membership system

Band crossed

Quarterly report due

As receivedTaken 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 denominatorNevada keys the security to member count, which the operator confirms.

ActionApproveAttach evidenceSend to counsel

What the score decidesBelow the configured threshold the pack picks up a counsel read before the owner sees it.

Value

Where AI adds value

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

Where the value landsValue 01 – 04

Every state positionFrom the systems of record

03Computation

Answers a state, not a member

Member services answers the member and decides what is owed; this page files with a regulator.

01Approved path

The bond is a computation

Not an opening cost posted once — Nevada, Maryland and New York each move it on a different trigger.

02Human review

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.

04Build 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 systemsMindbody · ABC Fitness
Club Automation · Glofox

Finance and ledgerNetSuite · Sage Intacct
Deferred-revenue reports

Property and leasesLease files · floor plans
Site and area records

Agent

Health-club registration filings

Reads the systems
Computes the figure
Holds for the owner

Legal and filingSurety and broker records
State registration portals

Observability & evaluationOpenTelemetry · 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 defenceInward → L1 · closest to the model

L6Rollback / safe modePull the agent back to figure assembly when evaluation or production signals degrade.Roll back

L5Version monitoringTrack model, prompt and state-formula changes, with a verified date per state.Track

L4TraceabilityRecord each input, its source system, its as-at date and every read of the pack.Record

L3Owner gateHold the pack for a named owner; it governs release, not whether the figure is right.Gate

L2Policy guardrailsTest each position against that state's statute — Illinois requires no general bond at all; a failure returns the pack.Restrict

L1Provenance checksRoute a figure with no named system behind it to a counsel read before the owner sees it.Require review

Model coreFigure computed — the formula, its inputs, the as-at date and the trigger

L1 – L2Test whether a figure may stand

L3Puts the signature in an owner's hands

L4 – L5Keep the figure and the trigger behind it

L6Narrows 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

Depth of coverage ▼

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 lifecycleDirection of processing →

01 · Retrieval1 mode

HU-03

Stale formula version

A state amended, and the matrix still holds the old rule.

Stage gathersCounts, liabilities, terms, areas and the clocks

02 · Reasoning2 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 proposesThe formula, its inputs and the gap

03 · Tool / write2 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 writesOnly where write access and approval policy allow it

04 · Output1 mode

HU-01

Unsourced figure filed

A number reaches the pack with no system behind it.

Stage returnsThe pack a named owner signs and swears to

05 · Change / Version1 mode

HU-07

Silent matrix regression

A rule update moves a band without moving the filing.

Stage tracksModel, 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

See the complete Sports & Fitness failure-mode catalogue →

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 aggregateIllustrative example

Slice	Failure rate	Lift	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 stagesSwitchback — the path turns at Improve and returns at Learn

01Detect

Owner-correction rate rises in one state.

02Diagnose

The club that crossed a membership number nobody was watching is read back until one cause remains.

03Improve

Number the change; the locations that drove it are filed under it.

04Verify

Each touched location case is run once more, and one red holds it back.

05Learn

It stays as a standing test, and the formula rules move with it.

Learn → DetectThe 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.

02Membership and finance source assessment.

03State formula, trigger and exemption rule mapping.

04Figure ingestion and normalisation.

05Formula logic and source binding.

06Trigger detection and counsel routing.

07Owner sign-off workflow.

08Membership and filing-system integration.

09Formula and trigger cases.

10Guardrails and filing controls.

11Filing-trail instrumentation.

12Deployment, documentation and Agent Care handover.

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 priceConfirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.

Separate from buildBuild 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 bringWe build with it

01Your registration positions and locations → Figure ingestion and source mappingWeek 1

02Representative packs behind past filings → Computation baseline, formula and source bindingWeek 2

03Your states, exemptions claimed and named signatories → State formula, trigger and exemption mapping, and the boundaryWeek 1

04Access to relevant APIs, feeds or exports → Membership, finance and lease assessment, then integration setupWeek 2

05Filings you would not want sworn to → Recalculation cases and failure testingWeek 4

06What no sworn filing may estimate → Trigger detection, counsel routing, guardrails and gating controlsWeek 3

07Named owners or officers to sign → Owner sign-off workflow, then pilot and production validationWeeks 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 W1W2W3W4W5W6

Discovery W1

Build W2 – W3

Evaluate W4 – W5

Pilot & Launch W5 – 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 bandEach bar covers only the weeks its own work is named in. The shared fifth week is real work, not padding.

At the end of W6When the filing pack validates, Agent Care takes the agent on.

DurationSix-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.

Discuss this agent →

Nestack Agents · Health-club registrationAGT-SF-16 · Agent Care available after launch