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Electronics AI agent · Export classification

Export Classification & Licence AI Agent

Record why a part is classified the way it is — the parameters read, the technical note relied on, the date and the person — and leave the determination to a named classifier.

4–6 weeksTypical delivery
Your stackDeployment
Rationale firstA named person
Agent CareAfter launch

What this agent does

Holds the rationale, never the call

In
01

A part is classified by a named person, and the file keeps the parameters that produced the answer.

02

A self-classification carries no prescribed signature, so the reasoning is all a later reader can test.

Reason
03

A deadline can carry no signatory at all — the 1 February encryption report and the quarterly 743.9 one.

04

A record meets 762.5 only with an audit trail, written procedures and retrieval by party or country.

05

A transaction ends, and 762.6 runs five years from the latest of export, reexport or diversion.

Decide
06

A rule is unenforced and still codified — 740.27, 740.28, 740.29 and ECCN 4E091 were never removed.

07

A legacy procedure asks for an encryption registration; Supplement No. 5 to Part 742 is [Reserved].

Out
08

A file is kept whole — the parameters, the screens run, the drafts and the person who reasoned it.

09

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

Product statement

The agent assembles the parameters and keeps the file; a named person classifies the part, decides whether a licence is required, signs and files, and the exporter answers for it.

Example workflow

One part, parameters to signature

AgentHuman
1Part reaches the queueA new part number, a design change, a new destination, or a release to a foreign person on site
2Parameters assembledDatasheet values, the technical note relied on, the buyer, the destination and the source behind each
3Rationale draftedThe parameters read, the classification proposed, and what would change the answer
4Controls appliedList-currency checks, parameter-source checks, licence-clock checks and completeness confidence
No human action required

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

5DecisionBranches at the completeness gate
Parameters sourced

Goes to the trade compliance lead to classify.

Anything thin

Adds an export counsel read first.

Trade compliance review

The file is held with its parameters, its screens and its gaps.

Record the classification · Append evidence · Send to counsel
Classified — by a named person
6Item master and order records updatedOnly where write access and export policy allow it
7Outcome evaluatedScreen currency, parameter completeness, counsel corrections and what a later review 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
Determining the ECCN, or that a part is EAR99.
Deciding that no licence is required.
Signing Block 25 or a Form BIS-711 statement.
Filing in SNAP-R, in AES or with any authority.
Automation boundaryAgent acts unaided
Assemble the parameters and name the source of each.
Re-run the end-user screen against every list currently on record.
Draft the rationale, the note relied on and the date.
Diarise the 750.7(g) licence validity against the employee tenure.
Nothing is classified or filed except by a named person, inside the agreed boundaries.
Judging that a listed party has left a screen.
Telling a customer that no authorisation is needed.
Deciding that a release on site is object code, not source.
Changes to screening rules, clocks or licence packages.

Example output

One part, annotated

Five years after the export this file is the reasoning, and no signature was ever prescribed for it.

Classification file · single partIllustrative example
Part
Written up as
Parameters
Note of record
Confidence
Held for
Encrypting network module
Proposed 5A992, the 740.17(b)(1) route
Read 19 August 2026
Producer note, revision on file
Held unclassified
The trade compliance lead, in person
As receivedTaken from the datasheet revision on file and the classification the producer publishes.
What the file holds The parameters read The producer note The end-user screen
Why no classification hereStrict liability sits on the exporter, and 748.3 makes a CCATS no ruling on scope.
ActionRecord the classificationAppend 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 partFrom the item master
03Evidence

Screen the party, not just the part

Shipment screening is our transportation agent, HTS origin our manufacturing one, and the FCC covered list a separate page.

01Approved path

The rationale is the product

Nothing is signed on a self-classification, yet Block 25 must be signed by hand, and a BIS-711 responsible official cannot delegate.

02Human review

Where the exposure now reaches

The Affiliates Rule is stayed to 9 November 2026 and reimposes on 10 November 2026; the separate OFAC fifty-per-cent rule was never suspended.

04Build an evidence trail

The part, the parameters that drove the classification and the person who reasoned it stay on file.

Integrations

Typical integrations

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

Filing systemsSNAP-R · AES / EEI
Licence and CCATS records
Screening listsEntity List · MEU List
SDN · Unverified List
Product and engineeringPLM · item master
Datasheets · technical notes

Agent

Export classification & licence

Reads the parameters
Builds the file
Holds for the classifier

Order and shipping systemsERP · order management
Forwarder records
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

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

Agent controls

Six sieves between the model and the file

Six sieves, the widest of them first. Whatever is left at the end is written out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modePull the agent back to parameter assembly only when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and screening-rule changes; designer applications close on 31 December 2026.Track
L4TraceabilityRecord every change to the file, as 762.5 requires; 762.1 reaches negotiations too.Record
L3Classifier releaseHold the file for a named human; the EAR names a responsible official, and empowered official is ITAR.Gate
L2Policy guardrailsTest the file against the lists on record and against 734.13(b) — most recent citizenship, never birth.Restrict
L1Confidence thresholdsRoute a thin file to a counsel read before the trade compliance lead sees it.Require review
Model coreFile assembled — the parameters, the note, the screens run and completeness
L1 – L2Test whether a file may stand
L3Puts the determination in a person's hands
L4 – L5Keep the classification and the reasoning behind it
L6Holds the part at unclassified 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 a reviewer reads
Depth of coverage ▼
E1Final-output evaluationDid the file record the parameters that produced the answer?
E2Step-level evaluationDid the agent read the current lists, the right note and the right revision?
E3Tool evaluationDid it read and write the correct part and the correct item record?
E4Confidence calibrationDo low-confidence files actually attract more counsel corrections?
E5Slice evaluationHow does performance change across specific destinations?
E6Business outcomeHow many files needed a correction before the lead classified them?
Floor — the outcome the exporter answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, each set at the stage where it actually starts.

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

Superseded list version

The screen is run against a list page already amended.

Stage gathersThe parameters, the note, the lists and the screens
02 · Reasoning2 modes
IG-04

Parameter taken on trust

A datasheet value is used with no source behind it.

IG-06

Ownership not read through

A listed parent behind the buyer is never reached.

Stage proposesThe parameters, the screens run and completeness
03 · Tool / write2 modes
IG-02

Silence read as an answer

A gap in the file is treated as no licence needed.

IG-05

Release on site missed

Technology goes to a foreign person untracked.

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

Classified, rationale unrecorded

The file shows an answer but not what produced it.

Stage returnsThe file a named person stands behind five years on
05 · Change / Version1 mode
IG-07

Silent screening regression

A rule change moves a screen without moving the file.

Stage tracksModel, prompt, screening rules and control lists
Sev-1 · a part ships outside the boundary Sev-2 · a wrong classification lands on file Sev-3 · list degrades, file holds unclassified

Affected slices

One destination absorbs the corrections

A destination-level rationale-completeness figure can read clean while one route absorbs most of the corrections. Nestack reports the counsel-correction rate by destination, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Third-country assembly routes7.9%3.7× Review
Uncontrolled parts to listed fabs5.6%2.6× Review
Deemed exports on site3.5%1.6× Watch
Direct A:5 destinations2.3%1.1× Normal
Bar: counsel-correction-rate lift vs. direct A:5 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 closes when the uncontrolled part to a listed party is a regression case. That suite is what the next classification written is measured against.

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

Counsel-correction rate rises on one destination.

02Diagnose

The brush that carried no control number and went to a listed fab anyway is read back until one cause remains.

03Improve

The change is numbered, and the parts that provoked it are filed underneath.

04Verify

One part case still red will hold the whole release.

05Learn

It becomes a permanent case, and the screening rules change with it.

Learn → DetectThe return edge. The next classification 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
01Classification-workflow discovery and boundary work.
02Item-master, PLM and datasheet sources.
03Control-parameter, screening-list and clock mapping.
04Parameter ingestion and normalisation.
05Technical-note and revision binding.
06Completeness scoring and counsel routing.
07Classifier release workflow.
08Screening and ERP integration.
09Parameter and screening cases.
10Guardrails and licence controls.
11Classification-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 product family, one destination ProductionProduction screening workflow AdvancedMultiple families / destinations
Introduced at Pilot
File assembly to your rules
Named-classifier release
Parameter-provenance baseline
Introduced at Production
Reporting by destination
Release workflow in your systems
Approved write-back
Screening-system integration
Introduced at Advanced
Multi-list screening duties
Cross-site deemed-export packs
High part volume
Multi-list end-user 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 part records and item master Parameter ingestion and part mappingWeek 1
02Representative parts and technical notes File baseline, note binding and rationale captureWeek 2
03Your screening lists and licence conditions Control-parameter, screening-list and clock mapping and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Item-master, PLM and screening assessment, then integration setupWeek 2
05Classifications you would not want re-derived Parameter cases and failure-mode testingWeek 4
06What no classification file may conclude Completeness scoring, counsel routing, guardrails and release controlsWeek 3
07A named trade compliance lead to classify Classifier 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

Every bar is the true working span of one phase, so the fifth week has to hold a pair of them here.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Classification workflow discovery, parameter mapping and the automation boundary W2Source integration and the parameter baseline W3File assembly, screening logic and release controls W4Evaluation suite, parameter cases and failure-mode testing W5Screening integration, pilot parts and targeted corrections W6One export quarter run under the empowered trade compliance lead, 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 W6Once the classification record validates, Agent Care takes over the watch.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Electronics AI agent

Build an export classification agent around a file that nobody signs.

Show us how a part reaches classification today and who reasons it on 1 September. Who signed your last self-classification? Nobody did, because the EAR prescribes no signature on one, which is why the dated reasoning is the only part of it a reader can test.

Nestack Agents · export classification & licenceAGT-EL-16 · Agent Care available after launch