Community Association Governance AI Agent

What this agent does

The reconciliation, not the certification

A study is delivered, and its component inventory enters the record with the professional who performed it named.

A jurisdiction and an association type are attached: Florida condominium reserve rules are not Florida HOA rules.

Reason

A budget falls due, and its reserve schedule is matched to the study component by component, not as one line.

An inspection report is consumed here, never produced, and its findings are read against the study components.

A questionnaire answer is cited to the record behind it and flagged where the study or the inspection disagrees.

Decide

A waiver, reduction or pause is recorded with the vote and the eligibility test the state attaches to it.

A pack is routed to the named officer or director, who is the one who signs the affidavit.

Out

A record is retained — the study version, the budget line, the finding, the vote and the signature.

Execute write actions only inside the approval boundaries agreed during implementation.

→ Product statement

The agent reconciles documents and speaks to no owner or tenant; a licensed professional performs the study, and a named officer or director signs.

Example workflow

One component, study to signature

AgentHuman

1Reserve study receivedReserve study, adopted budget, inspection report or association records

2Documents alignedComponent inventory, budget reserve lines and inspection findings, each with its source

3Reconciliation draftedComponent matches, funding position, unresolved gaps and confidence

4Controls appliedComponent-match checks, state and association-type rules, calendar checks and confidence threshold

No human action required

Stages 1 to 4 run unaided, and nothing is certified at any of them — the agent is reconciling, and the officer's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold

High confidence

Goes to the named officer to approve.

Low confidence

Adds a reserve professional read first.

Officer approval

The reconciliation is held with its component matches, its gaps and the confidence.

Approve · Correct · Send to professional review

Approved — released to the officer▼

6Association records updatedOnly where write access and approval policy allow it

7Outcome evaluatedComponent-match accuracy, corrections, on-time distribution and later amendments

Corrections

Every officer correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items

Performing or verifying a reserve study.

Setting or recommending a reserve contribution.

Signing the officer affidavit or any certification.

Performing, interpreting or sealing an inspection.

Automation boundaryAgent acts unaided

✓Match the study inventory to the budget reserve schedule.

✓Read the inspection findings against the study components.

✓Track the statutory calendar for the state and association type.

✓Assemble the certification pack and hold it for the named officer.

Any write happens inside the boundaries agreed at implementation, never ahead of the officer.

Adopting the budget or calling a reserve vote.

Notices, letters or any owner communication.

Answering a lender questionnaire for the board.

Changes to state, association-type or calendar rules.

Example output

One reconciled component, annotated

Everything the agent matches is attached to the document it came from.

Reconciliation output · single componentIllustrative example

Association

Reconciled component

Budget reserve line

Study of record

Confidence

Signs the affidavit

Florida condominium

Roof, building C — priced before the inspection that moved it

Roofing, one line

Most recent SIRS

91%

Named officer or director

As receivedTaken from the study, the budget and the inspection report — nothing on this side is judged by the agent.

Records used Fla. Stat. §718.112(2)(g) Adopted budget schedule Sealed inspection report

Why it matters nowOne roofing line nets a funded building against an unfunded one, and correcting that after the affidavit means a special assessment.

ActionApproveCorrectSend to professional review

What the score decidesBelow the configured threshold the match picks up a professional read before the officer 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 componentFrom the study of record

03Reconciliation

Match to the study

Work from the study the statute names, for that state and that association type.

01Approved path

Directors sign it themselves

Routine component matches and calendar dates arrive already reconciled.

02Human review

Send review to the contested lines

Answers that conflict with the study or the inspection are marked, so the officer's read starts where risk concentrates.

04Build an evidence trail

The component, the study behind it and the director who certified stay on the record.

Integrations

Typical integrations

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

Association accountingVantaca · TOPS
CINC · Enumerate

Study and inspectionReserve study deliverables
Sealed inspection reports

Owner and records portalsAssociation website
Official records archive

Agent

Association-records reconciliation

Reads the study
Matches the budget
Holds for the officer

Board and meeting recordsMinutes · vote records
Director certifications

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 affidavit

Six controls in sequence. What clears the last of them is set out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model

L6Rollback / safe modePull reconciliation back to schedule-only when evaluation or production signals degrade.Roll back

L5Version monitoringTrack model, prompt, study-rule and jurisdiction-configuration changes.Track

L4TraceabilityRecord the study version, the budget line, the finding, the correction and the approval time.Record

L3Officer approvalHold the pack for the named officer; it governs release, not whether the match is right.Gate

L2Policy guardrailsTest each match against the rules configured for that state and association type; a failure returns it.Restrict

L1Confidence thresholdsRoute low-confidence matches to a reserve professional read before the officer sees them.Require review

Model coreReconciliation produced — component matches, funding position, gaps and confidence

L1 – L2Test whether a match may stand

L3Puts the release in the officer's hands

L4 – L5Keep the component and the study behind it

L6Reverts to schedule assembly when signals degrade

How Nestack evaluates it

Evaluate the reconciliation — not only the funding line at the end.

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

Surface — the pack the officer signs

Depth of coverage ▼

E1Final-output evaluationDid each matched component trace to the study line it came from?

E2Step-level evaluationDid the agent use the right state, association type and study version?

E3Tool evaluationDid it read the correct association and the correct budget year?

E4Confidence calibrationDo low-confidence matches actually attract more officer corrections?

E5Slice evaluationHow does performance change across specific component classes?

E6Business outcomeHow many packs needed a correction after the affidavit was signed?

Floor — the outcome the officer answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, set at the stage each one first enters the record.

Agent lifecycleDirection of processing →

01 · Retrieval1 mode

FU-03

Superseded study read

The match runs against a study the board has already replaced.

Stage gathersStudy, budget, inspection report and vote records

02 · Reasoning2 modes

FU-04

Portfolio line netting

A funded building nets out an unfunded one on one budget line.

FU-06

One rule, both types

A Florida condominium reserve rule is applied to an HOA.

Stage proposesComponent match, funding position and confidence

03 · Tool / write2 modes

FU-02

Answer against the report

A questionnaire answer contradicts the association's own report.

FU-05

Certificate lapses in term

A director certification expires mid-term and nobody re-checks.

Stage writesOnly where write access and approval policy allow it

04 · Output1 mode

FU-01

Affidavit against a draft

The final study changed after the officer signed for it.

Stage returnsThe pack the officer signs and the owners rely on

05 · Change / Version1 mode

FU-07

Silent threshold drift

A rule change moves what counts as a statutory component.

Stage tracksModel, prompt, study rules and jurisdiction config

Sev-1 · acts outside the signature boundary Sev-2 · a wrong match reaches the officer Sev-3 · source degrades, pack goes to review

See the complete Real Estate failure-mode catalogue →

Affected slices

A total can hide one component class

An association-level study-currency figure can look sound while a few component classes carry most of the corrections. Nestack reports the correction rate by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example

Slice	Failure rate	Lift	Status
Structural and roof components	6.5%	3.6×	Review
Waterproofing and paint	4.8%	2.7×	Review
Florida homeowners associations	3.4%	1.9×	Watch
Single-study condominiums	1.1%	0.6×	Normal

Bar: correction-rate lift vs. single-study condominium baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

A cycle is not closed until it is a test

A cycle is done when the stale study has become a case the next release must pass. That suite is what the next budget adopted is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn

01Detect

Correction rate rises in one component class.

02Diagnose

The roof line item last priced before the inspection that changed it is read back against the study until the cause narrows to one.

03Improve

Stamp the change; the components behind it are filed under that number.

04Verify

Each touched component case runs once more, and one red holds it.

05Learn

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

Learn → DetectThe return edge. The next reconciliation is measured against a longer suite.

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, reconciliation workflow, evaluation, integration, then production validation and handover.

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

01Association and jurisdiction discovery workshops.

02Study and budget source assessment.

03Component, funding and disclosure-calendar mapping.

04Study and budget ingestion and mapping.

05Component matching and study binding.

06Confidence scoring and exception routing.

07Officer approval workflow.

08Association-system and records integration.

09Component and funding cases.

10Guardrails and disclosure controls.

11Component-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 association, one budget ProductionProduction association systems AdvancedMultiple associations / states

Introduced at Pilot

Reconciliation to your study✓✓✓

Officer approval✓✓✓

Study-currency baseline✓✓✓

Introduced at Production

Reporting by component class—✓✓

Approval workflow in your systems—✓✓

Approved write-back—✓✓

Accounting-and-study integration—✓✓

Introduced at Advanced

Multi-state and multi-type rules——✓

Multi-stage board approvals——✓

Large association portfolios——✓

Multi-association disclosure 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 associations and the states they sit in → Study and budget ingestion and component mappingWeek 1

02The most recent study for each association → Component-matching baseline and the funding-position registerWeek 2

03Your officers, directors and the certifications they hold → Component, funding and disclosure-calendar mappingWeek 1

04Access to relevant APIs, feeds or exports → Association, accounting and records assessment, then integration setupWeek 2

05Budgets you would not want questioned → Funding cases and failure-mode testingWeek 4

06What no officer certificate may skip → Confidence scoring, exception routing, guardrails and approval controlsWeek 3

07Named officers and directors to review packs → Officer approval 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

Every width follows the weeks that phase truly occupies, and the fifth accordingly carries two.

Phase W1W2W3W4W5W6

Discovery W1

Build W2 – W3

Evaluate W4 – W5

Pilot & Launch W5 – W6

Week focus W1Association and jurisdiction discovery, rule mapping and the automation boundary W2Source integration and the component-matching baseline W3Reconciliation workflow, confidence logic and approval controls W4Evaluation suite, calendar checks and failure-mode testing W5Records integration, pilot associations and targeted corrections W6One budget cycle run under the board treasurer, then Agent Care handover

Reading the bandEach bar spans only the weeks its work is named in. The week 5 overlap is real, not padding.

At the end of W6When the budget 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 · Real Estate AI agent

Build an association-records agent around the study your budget was adopted against.

Show us the study, the budget adopted against it and the inspection report in the same records folder. What you get is a component-by-component reconciliation, a citation under the lines it matched, and a pack your officer signs against. The GSE condominium questionnaire boards refuse to complete carries no certification language and no signature block — on FHA Form HUD-9991 it is the lender who certifies, under penalty of perjury, on the answer the board gave.

Discuss this agent →

Nestack Agents · Association recordsAGT-RE-21 · Agent Care available after launch