Nestack Agent Care
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Facilities AI agent · Maintenance evidence

Vendor & Maintenance Coordination AI Agent

Tether every contractor certificate to the asset it was worked on and to the edition your own authority adopted, then hold the periodic inspection record 29 CFR 1910.147(c)(6)(ii) makes the employer certify.

4–6 weeksTypical delivery
Your stackDeployment
Edition-boundTwo signers
Agent CareAfter launch

What this agent does

Holds the register; the contractor holds the pen

In
01

An interval falls due, and its date comes from the edition your authority adopted, not from NFPA.

02

A contractor attends, signs the service certificate and leaves; that signature is theirs, never yours.

Reason
03

An edition moves: Delaware runs NFPA 25 (2023) and NFPA 72 (2025) from 1 January 2026.

04

A neighbour sits elsewhere: Maryland adopted the 2023 edition of NFPA 25 during 2025.

05

An extinguisher wants a monthly look under § 1910.157(e)(2) and a dated annual check under (e)(3).

Decide
06

A yellow tag is hung in Texas, and 28 TAC § 34.721 sets five business days to notify owner and AHJ.

07

An energy-control procedure comes round yearly, and § 1910.147(c)(6)(ii) makes the employer certify.

Out
08

An inspector is named, and § 1910.147(c)(6)(i)(A) bars anyone using the procedure inspected.

09

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

Product statement

The agent works the register and the intervals. Your contractor signs the service certificate; the employer certifies the § 1910.147(c)(6) inspection.

Example workflow

One asset, certificate to file

AgentHuman
1Contractor evidence receivedInspection reports, service tags, deficiency notes or vendor exports
2Asset context assembledThe asset, the building around it, the edition its authority adopted and the day service was performed
3Interval evidence draftedThe asset, the record behind it, what has lapsed and completeness
4Controls appliedInterval checks, edition checks, deficiency checks and completeness confidence
No human action required

Stages 1 to 4 run unaided, and nothing is released at any of them — the agent is assembling, and the estate lane opens at the completeness gate.

5DecisionSplits at the completeness gate
Evidence sufficient

Goes to the estate engineer to release.

Anything thin

Adds a maintenance planner read first.

Maintenance review

The file is held with its asset, its interval and the edition it was worked against.

Release · Append evidence · Send to maintenance review
Released — by the estate engineer
6Asset and vendor records updatedOnly where write access and records policy allow it
7Outcome evaluatedInterval currency, evidence coverage, reviewer corrections and what the read found
Corrections

Each maintenance correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Certifying the § 1910.147(c)(6) periodic inspection.
Signing a service certificate for a contractor.
Declaring an asset fit to return to service.
Choosing which edition an authority has adopted.
Automation boundaryAgent acts unaided
Hold the serviceable-asset register with the interval.
Bind every contractor record to the asset and the edition worked.
Flag the asset whose evidence has lapsed or cannot be produced.
Assemble the four fields § 1910.147(c)(6)(ii) makes.
Nothing is released or certified except by a named person, inside the agreed boundaries.
Judging whether an interval was in fact met.
Telling a fire official the estate is current.
Naming the coordinator for an impairment.
Changes to the register, tags or vendor records.

Example output

One asset, annotated

Tenant repair triage belongs to our real-estate maintenance agent and its statutory repair clock; this record is one fixed asset in a building that never finishes.

Service record · single assetIllustrative example
Asset
Recorded as
Edition
Evidence of record
Confidence
Held for
Sprinkler riser, annual interval
Serviced and tagged, one deficiency open
NFPA 25 (2023)
Contractor report, 3 August 2026
Held unreleased
The estate engineer, by name
As receivedRead off the contractor report and the tag on the riser, and it carries no further than those two.
What the record holds Contractor report Service tag, dated Deficiency note
Why no release hereReturning a riser to service is an engineer judgement, never a model output.
ActionReleaseAppend evidenceSend to maintenance review
What the score decidesUnder the configured threshold the file collects a planner read ahead of the engineer.

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 assetFrom the building that owes it
03Evidence

Where the evidence is used

A service history is not a fire strategy: this page shows what was done to an asset and when, and it claims nothing about whether the system as designed suits the building.

01Approved path

The signature is the contractors

NFPA 25 and NFPA 72 carry no force of their own and bind only where an authority having jurisdiction adopts them, and the pen belongs to the licensed contractor rather than to you.

02Human review

What was checked, and not found

Current NFPA 25 and NFPA 72 clause text sits behind a paywall and was not read, so the Record of Completion signature blocks quoted here come from the 2009-edition figure republished by Illinois DPH; ASHRAE 188 sits behind the same paywall and stayed unopened; the water-management lane carries no signature, no certification and no fixed deadline, taking its force from the Condition of Participation rather than from the CMS memo; and the California violent incident log wants a name, a job title and a date, but no signature anywhere.

04Build an evidence trail

The asset, the service performed on it and the technician who signed stay together.

Integrations

Typical integrations

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

Contractor and vendor sourcesInspection reports · tags
Service certificates
Asset and building recordsCAFM · asset register
Serviceable-asset baseline
Code and jurisdictionAdopted editions · AHJ list
Interval rules per site

Agent

Vendor and maintenance coordination

Reads the register
Binds the evidence
Holds for the engineer

Work-order and case systemsCMMS · ticketing
Deficiency and impairment records
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six gates between the model and the engineer

Six strainers in series, each finer than the last. Whatever gets through is charted in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeNarrow the agent to record assembly when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and interval rules; Delaware has run NFPA 25 (2023) and NFPA 72 (2025) since 1 January 2026, and its neighbours sit on other editions.Track
L4TraceabilityRecord each asset, the service behind it, the edition it was worked against and every read of the file.Record
L3Engineer releaseHold the file for the estate engineer; that hold governs release, not whether an asset is fit to serve.Gate
L2Edition guardrailsTest each interval against the edition an authority adopted; § 1910.157(e)(2) and (e)(3) run on their own monthly and annual footing regardless.Restrict
L1Confidence thresholdsRoute a thin file to a planner read first; § 1910.147(c)(6)(i)(A) keeps the inspector clear of the procedure under review.Require review
Model coreEvidence assembled — the asset, the edition, the interval and completeness
L1 – L2Test whether a file may stand
L3Puts the release in a person's hands
L4 – L5Keep the asset and the service behind it
L6Drops back to record assembly when signals degrade

How Nestack evaluates it

Evaluate the whole assembly — not only the service file that comes out.

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

Surface — the file an official reads
Depth of coverage ▼
E1Final-output evaluationDid the file record what the service actually covered?
E2Step-level evaluationDid the agent read the right asset, the right edition and the live register?
E3Tool evaluationDid it read and write the correct asset record and the correct interval?
E4Confidence calibrationDo low-confidence files actually attract more maintenance corrections?
E5Slice evaluationHow does performance change across specific asset classes?
E6Business outcomeHow many files needed a correction before the engineer released?
Floor — the estate the employer answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, each placed at the stage where it first shows.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
KJ-03

Stale register read

The asset list read is not the one now in service.

Stage gathersThe assets, the tags, the dates and the editions
02 · Reasoning2 modes
KJ-04

Interval called current

An interval is called met without its record.

KJ-06

Wrong edition applied

Work is judged against an edition nobody adopted here.

Stage proposesThe assets, their intervals and completeness
03 · Tool / write2 modes
KJ-02

Thin file passed forward

A file moves on without the planner read.

KJ-05

Bound to the wrong asset

A certificate is filed against another riser.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
KJ-01

Released, evidence unrecorded

The record shows a release but not what supported it.

Stage returnsThe file an engineer releases and an official reads
05 · Change / Version1 mode
KJ-07

Silent interval regression

A configuration change moves the interval, not the asset.

Stage tracksModel, prompt, interval rules and asset fields
Sev-1 · an asset released on no evidence Sev-2 · wrong record reaches the register Sev-3 · source degrades, file held unreleased

Affected slices

Risers absorb the corrections

An asset-level interval-currency figure can read clean while sprinkler and standpipe assets carry most of the rework. Nestack reports the correction rate by asset class, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Sprinkler and standpipe assets9.3%3.6× Review
Fire alarm and detection assets6.6%2.6× Review
Portable extinguisher assets4.1%1.6× Watch
Lockout isolation points2.0%0.8× Normal
Bar: correction-rate lift vs. lockout isolation baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What a lapsed tag costs

A loop ends when the missing inspection tag has become a case the next release must pass. That suite is what the next asset cleared is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Correction rate rises on sprinkler and standpipe assets.

02Diagnose

The inspection tag that expired on a riser nobody had walked in two years is read back until one cause remains.

03Improve

Number the change; the assets that drove it are filed underneath it.

04Verify

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

05Learn

It stays on as a standing test, and the edition rules move alongside it.

Learn → DetectThe return edge. The next asset 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, record assembly, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Serviceable-asset discovery and boundary-setting work.
02Contractor, tag and register sources.
03Asset-to-interval and edition-coverage rule mapping.
04Service-record ingestion.
05Asset, edition and record binding.
06Completeness scoring and review routing.
07Engineer release workflow.
08Asset-register system integration.
09Interval and edition cases.
10Guardrails and acceptance controls.
11Asset-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 building, one year ProductionProduction maintenance workflow AdvancedMultiple sites / jurisdictions
Introduced at Pilot
Record assembly to your intervals
Estate engineer release
Serviceable-asset baseline
Introduced at Production
Reporting by asset class
Release workflow in your systems
Approved write-back
Contractor-record integration
Introduced at Advanced
Multi-site registers
Cross-year evidence packs
Large asset estates
Multi-jurisdiction edition controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, asset 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 buildings and the assets each one carries Asset-register mapping and interval captureWeek 1
02Representative contractor reports, tags and deficiency notes Record binding, interval logic and the register baselineWeek 2
03The editions your authorities have adopted Interval mapping, edition binding and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Contractor, register and work-order source assessment, then integration setupWeek 2
05Assets you would not want inspected Interval cases and failure-mode testingWeek 4
06What no service record may establish Completeness scoring, review routing, guardrails and release controlsWeek 3
07An estate engineer who releases the file Release 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

Read the widths as weeks actually worked and not as layout, which forces two phases into the fifth.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Maintenance workflow discovery, interval mapping and the automation boundary W2Source integration and the serviceable-asset baseline W3Record assembly, edition logic and release controls W4Evaluation suite, interval cases and failure-mode testing W5Register integration, pilot assets and targeted corrections W6One inspection year run under the estate engineer, then Agent Care handover
Reading the bandEach bar covers only the weeks its own work is named for. Week five holds a pair because the work does.
At the end of W6Validation closes on live assets, and Agent Care picks up the watch.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Facilities AI agent

Build a maintenance evidence agent around the asset your contractor signed for.

Nothing in NFPA 25 or NFPA 72 binds you until the authority having jurisdiction over that building adopts an edition of it. Show us your asset register and one contractor certificate held against it. The § 1910.147(c)(6)(ii) certification stays with the employer.

Nestack Agents · Maintenance evidenceAGT-AF-05 · Agent Care available after launch