Real Estate AI agent · Association records
Community Association Governance AI Agent
Reconcile the reserve study, the adopted budget and the inspection report against each other component by component, and hold the certification pack for the officer or director who signs it.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Officer signs
- Pre-signature
- After launch
- Agent Care
What this agent does
The reconciliation, not the certification
In
- 01
A study is delivered, and its component inventory enters the record with the professional who performed it named.
- 02
A jurisdiction and an association type are attached: Florida condominium reserve rules are not Florida HOA rules.
Reason
- 03
A budget falls due, and its reserve schedule is matched to the study component by component, not as one line.
- 04
An inspection report is consumed here, never produced, and its findings are read against the study components.
- 05
A questionnaire answer is cited to the record behind it and flagged where the study or the inspection disagrees.
Decide
- 06
A waiver, reduction or pause is recorded with the vote and the eligibility test the state attaches to it.
- 07
A pack is routed to the named officer or director, who is the one who signs the affidavit.
Out
- 08
A record is retained — the study version, the budget line, the finding, the vote and the signature.
- 09
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
- 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.
Goes to the named officer to approve.
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 required
8 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 boundary
Agent 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 component
Illustrative example- Association
- Florida condominium
- Reconciled component
- Roof, building C — priced before the inspection that moved it
- Budget reserve line
- Roofing, one line
- Study of record
- Most recent SIRS
- Confidence
- 91%
- Signs the affidavit
- Named officer or director
As received
Taken 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 now
One roofing line nets a funded building against an unfunded one, and correcting that after the affidavit means a special assessment.
What the score decides
Below the configured threshold the match picks up a professional read before the officer sees it.
Action
ApproveCorrectSend to professional reviewValue
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 component
From the study of record
Match to the study
Work from the study the statute names, for that state and that association type.
Directors sign it themselves
Routine component matches and calendar dates arrive already reconciled.
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.
Build 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 accounting
- Vantaca
- TOPS
- CINC
- Enumerate
Study and inspection
- Reserve study deliverables
- Sealed inspection reports
Owner and records portals
- Association website
- Official records archive
Agent
Association-records reconciliation
- Reads the study
- Matches the budget
- Holds for the officer
Board and meeting records
- Minutes
- vote records
- Director certifications
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 affidavit
Six controls in sequence. What clears the last 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 match may stand
- L3
- Puts the release in the officer's hands
- L4 – L5
- Keep the component and the study behind it
- L6
- Reverts 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
- 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 lifecycle
Direction of processing →
01 · Retrieval
1 mode
- FU-03
Superseded study read
The match runs against a study the board has already replaced.
Stage gathers
Study, budget, inspection report and vote records
02 · Reasoning
2 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 proposes
Component match, funding position and confidence
03 · Tool / write
2 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 writes
Only where write access and approval policy allow it
04 · Output
1 mode
- FU-01
Affidavit against a draft
The final study changed after the officer signed for it.
Stage returns
The pack the officer signs and the owners rely on
05 · Change / Version
1 mode
- FU-07
Silent threshold drift
A rule change moves what counts as a statutory component.
Stage tracks
Model, 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
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 aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | 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 stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Correction rate rises in one component class.
- 02
Diagnose
The roof line item last priced before the inspection that changed it is read back against the study until the cause narrows to one.
- 03
Improve
Stamp the change; the components behind it are filed under that number.
- 04
Verify
Each touched component case runs once more, and one red holds it.
- 05
Learn
It stays as a standing test, and the study rules move with it.
Learn → Detect
The 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.Week 1
- 02Study and budget source assessment.Week 1, Week 2
- 03Component, funding and disclosure-calendar mapping.Week 1, Week 2
- 04Study and budget ingestion and mapping.Week 2
- 05Component matching and study binding.Week 2, Week 3
- 06Confidence scoring and exception routing.Week 3
- 07Officer approval workflow.Week 3, Week 4
- 08Association-system and records integration.Week 5
- 09Component and funding cases.Week 4, Week 5
- 10Guardrails and disclosure controls.Week 4
- 11Component-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 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 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 associations and the states they sit in
→Study and budget ingestion and component mapping
Week 102The most recent study for each association
→Component-matching baseline and the funding-position register
Week 203Your officers, directors and the certifications they hold
→Component, funding and disclosure-calendar mapping
Week 104Access to relevant APIs, feeds or exports
→Association, accounting and records assessment, then integration setup
Week 205Budgets you would not want questioned
→Funding cases and failure-mode testing
Week 406What no officer certificate may skip
→Confidence scoring, exception routing, guardrails and approval controls
Week 307Named officers and directors to review packs
→Officer approval 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
Every width follows the weeks that phase truly occupies, and the fifth accordingly carries two.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – 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 band
- Each bar spans only the weeks its work is named in. The week 5 overlap is real, not padding.
- At the end of W6
- When the budget 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 · 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.
- Typical delivery
- 4–6 weeks
- Deployment
- Your associations and records
- Officer signs
- Pre-signature
- After launch
- Agent Care available
Nestack Agents · Association records
AGT-RE-21 · Agent Care available after launch