Nestack Agent Care
Industries / Electronics / Battery shipping agent

Electronics AI agent · Battery shipping

Lithium Battery Shipping Evidence AI Agent

Marshal what one signature has to cover — the test summary behind each cell model, the packing instruction and charge state for each consignment — and leave the declaration to a named person.

4–6 weeksTypical delivery
Your stackDeployment
Evidence heldNamed declarant
Agent CareAfter launch

What this agent does

Builds the consignment file, not the declaration

In
01

A consignment is tendered, and a person declares that all of the applicable air transport requirements have been met.

02

A cell model changes, and a new summary is signed — 38.3.3 requires retesting on a defined design change.

Reason
03

A test summary is signed under 38.3.5(j); 173.185(a)(3)(x) asks only for a name and title.

04

A distributor holds it as well: 173.185(a)(3) binds each manufacturer and subsequent distributor.

05

A cell shipped alone has no Section II — PI 965 and PI 968 lost it in March 2022.

Decide
06

A small cell lost its air exception in the US on 10 April 2025, under HM-215Q.

07

A pallet under PI 966 meets the thirty-per-cent charge cap from 1 January 2026; PI 967 only advises.

Out
08

A damaged cell moves by highway, rail or vessel only, in a Packing Group I box under twelve-millimetre marks.

09

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

Product statement

The agent assembles the consignment file and keeps every summary, mark and measurement; a named person signs the test summary, signs the Declaration and tenders the goods.

Example workflow

One consignment, cell to signature

AgentHuman
1Consignment raisedSales order, RMA return, sample shipment or an interplant stock transfer
2Cell evidence assembledTest summaries, model numbers, watt-hour ratings and the design-change history behind each
3Consignment file builtPacking instruction, section, charge state, marks, labels and the Declaration fields
4Controls appliedMode checks, packing-instruction checks, charge-state checks and completeness confidence
No human action required

Stages 1 to 4 run unaided, and nothing is declared or tendered at any of them — the agent is assembling, and the dangerous goods lane opens at the completeness gate.

5DecisionBranches at the completeness gate
File complete

Goes to the dangerous goods manager to sign.

Anything thin

Adds a regulatory counsel read first.

Dangerous goods review

The file is held with its packing instruction, its evidence and its gaps.

Sign the Declaration · Append evidence · Send to counsel
Signed — by a named person
6Shipping and ERP records updatedOnly where write access and disclosure policy allow it
7Outcome evaluatedPacking accuracy, evidence completeness, counsel corrections and what a later audit found
Corrections

Each counsel correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Signing the Declaration for a consignment.
Certifying that a cell meets the 38.3 criteria.
Signing a test summary for a cell model.
Tendering a consignment to any carrier.
Automation boundaryAgent acts unaided
Assemble the cell evidence and the design-change history behind it.
Select the packing instruction and name the section it falls in.
Check the charge state and hold both State approvals.
Fill the Declaration fields and hold them for signature.
No consignment is tendered except by a named person, inside the agreed boundaries.
Deciding a return is damaged or defective.
Assuming a State of Origin or Operator approval.
Deciding a non-conforming cell may move at all.
Changes to packing rules, marks or Declaration fields.

Example output

One consignment, annotated

The FAA case of 5 September 2025 turned on undeclared shipments, one of which had caught fire in its package.

Consignment file · single tenderIllustrative example
Consignment
Filed as
Charge state
Evidence of record
Confidence
Held for
Cells packed with equipment
PI 966, Section I, by cargo aircraft
Within the cap
Signed summary, 4 August 2026
Held untendered
The dangerous goods manager, in person
As receivedTaken from the signed test summary and the charge-state record — nothing here is measured by the agent.
What the file holds The signed test summary Packing-instruction pick A331 approvals
Why no signature here172.204(d) names who may sign, and that signature is a personal one.
ActionSign the DeclarationAppend evidenceSend to counsel
What the score decidesBelow the configured threshold the file picks up a counsel read before.

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 consignmentFrom the shipping order
03Evidence

Where a return becomes

Our RMA triage agent settles the claim; 173.185(f) starts here, and a 173.185(d) recycling move belongs to our producer-registration agent.

01Approved path

One signature covers all of it

172.204(c) folds classification, packaging, marking, labelling and condition into one sentence, and A331 rides on the same form.

02Human review

What the June filing is not

DOT hazmat registration under 49 CFR 107.601 keys to placarding, and a Class 9 lithium consignment carries no domestic placard.

04Build an evidence trail

The cell, the test summary behind it and the shipper who declared stay on the consignment.

Integrations

Typical integrations

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

Shipping and carrierCarrier DG systems · air waybill
Freight forwarder portals
Cell and battery evidenceTest summaries · UN 38.3 reports
Design-change records
Order and inventoryERP · WMS
Item master · packing data

Agent

Lithium battery shipping evidence

Reads the cell
Builds the file
Holds for the signer

Returns and RMARMA cases · return authorisations
Damage and defect flags
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

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

Agent controls

Six filters between the model and the file

Six filters in series, and each is finer than the last. What survives is set out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modePull the agent back to evidence assembly only when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, packing-rule and edition changes; the March 2026 power-bank rule is cabin-only.Track
L4TraceabilityRecord the summary, the packing instruction, the charge state, the marks and each read of the file.Record
L3Signer releaseHold the file for a named human; it governs signature, and not whether the cells may fly.Gate
L2Policy guardrailsTest the file against the packing instruction, the cap and both origin and operator approvals; HM-215R is only an NPRM.Restrict
L1Confidence thresholdsRoute a thin file to a counsel read before the dangerous goods manager sees it.Require review
Model coreFile assembled — the cells, the packing instruction, the charge state and completeness
L1 – L2Test whether a file may stand
L3Puts the signature in a person's hands
L4 – L5Keep the consignment and the evidence behind it
L6Holds the consignment at undeclared when signals degrade

How Nestack evaluates it

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

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

Surface — the file an inspector reads
Depth of coverage ▼
E1Final-output evaluationDid the file record the summary that stands behind the cell?
E2Step-level evaluationDid the agent pick the right packing instruction, section and mode?
E3Tool evaluationDid it read and write the correct consignment and the correct cell record?
E4Confidence calibrationDo low-confidence files actually attract more counsel corrections?
E5Slice evaluationHow does performance change across specific shipping lanes?
E6Business outcomeHow many files needed a correction before the manager signed them?
Floor — the outcome the shipper 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
IF-03

Cabin rule read as cargo

A passenger cabin rule is applied to a cargo tender.

Stage gathersThe cells, the summaries, the packing rules and the marks
02 · Reasoning2 modes
IF-04

Wrong section selected

A Section II tender is built for cells shipped alone.

IF-06

Domestic form sent abroad

A summary with no signature travels internationally.

Stage proposesThe section, the charge state and completeness
03 · Tool / write2 modes
IF-02

Charge state assumed

The cap is met on a data sheet, not a measurement.

IF-05

Return routed to air

A defective cell is booked onto an aircraft.

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

Declared, evidence unheld

The file shows a tender but not what stood behind it.

Stage returnsThe Declaration a person signs and a carrier reads
05 · Change / Version1 mode
IF-07

Silent edition regression

The mark was renamed in 2025 and the file kept the old name.

Stage tracksModel, prompt, packing rules and edition dates
Sev-1 · a consignment leaves undeclared Sev-2 · a wrong packing instruction is used Sev-3 · source degrades, file holds untendered

Affected slices

One lane absorbs the corrections

A lane-level packing-evidence figure can read clean while one lane absorbs most of the corrections. Nestack reports the counsel-correction rate by lane, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Damaged and defective returns8.1%3.6× Review
Cells shipped alone by air5.9%2.6× Review
Batteries packed with equipment3.6%1.6× Watch
Batteries contained in equipment1.5%0.7× Normal
Bar: counsel-correction-rate lift vs. contained-in-equipment baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What an unreconstructable file costs

A cycle ends when the wrong packing instruction is a standing case. That suite is what the next consignment built is measured against.

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

Counsel-correction rate rises in one lane.

02Diagnose

The pallet somebody tendered under a section that stopped existing in March 2022 is read back until one cause remains.

03Improve

Changes leave numbered, and the consignments behind them travel attached.

04Verify

A single failing consignment case is enough to stop the release.

05Learn

The case is kept, and the packing rules are rewritten alongside it.

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

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Shipping-workflow discovery and boundary definition.
02ERP, RMA and test-summary sources.
03Packing-instruction and charge-state rule mapping.
04Cell evidence ingestion and normalisation.
05Design-change and summary binding.
06Completeness scoring and counsel routing.
07Declaration signature workflow.
08Shipping and ERP integration.
09Packing and charge-state cases.
10Guardrails and declaration controls.
11Consignment-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 lane, one packing instruction ProductionProduction shipping workflow AdvancedMultiple lanes / modes
Introduced at Pilot
File assembly to your rules
Named-signer declaration
Cell-evidence baseline
Introduced at Production
Reporting by lane
Signature workflow in your systems
Approved write-back
Shipping-system integration
Introduced at Advanced
Multi-mode transport rules
Cross-lane evidence packs
High consignment volume
Multi-mode declaration 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 cell records and shipping data Cell evidence ingestion and model mappingWeek 1
02Representative consignments and summaries File baseline, packing selection and evidence captureWeek 2
03Your packing rules and shipping lanes Packing-instruction, charge-state and mode mapping and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports ERP, RMA and carrier-system assessment, then integration setupWeek 2
05Consignments you would not want declared Packing cases and the evaluation suiteWeek 4
06What no declaration may cover Completeness scoring, counsel routing, guardrails and signature controlsWeek 3
07A named dangerous goods manager to sign Declaration signature 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

The bars are drawn to the weeks the work really takes, and that is why the fifth one carries two.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Shipping workflow discovery, packing mapping and the automation boundary W2Source integration and the cell-evidence baseline W3File assembly, packing logic and signature controls W4Evaluation suite, packing cases and failure-mode testing W5Shipping integration, pilot consignments and targeted corrections W6One shipping quarter run under the dangerous goods manager, then Agent Care handover
Reading the bandA bar covers only the weeks its own work is named in. The doubled fifth week is real work, not padding.
At the end of W6When the consignment file validates, Agent Care picks the agent up.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Electronics AI agent

Build a battery shipping agent around the one signature that covers everything.

Show us how a consignment reaches the dock today and who signs the Declaration on the next one. That signature has to survive an inspection of a package that already burnt, read back against the packing instruction, the charge state and the marks on the box.

Nestack Agents · lithium battery shipping evidenceAGT-EL-15 · Agent Care available after launch