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Agriculture AI agent · EUDR & export access

EUDR & Export Market-Access AI Agent

Assemble the plot geolocation, production dates and legality evidence your EU buyer needs before it declares, mark what the pack still lacks, and hold every consignment for your export lead.

Typical delivery
4–6 weeks
Deployment
Your stack
Export sign-off
Pre-declaration
After launch
Agent Care

What this agent does

Assembles the pack, not the declaration

In

  1. 01

    A load is booked, and the agent pulls the plots, deliveries and supplier records behind it.

  2. 02

    A buyer asks for origin, and coordinates are normalised to six decimals from the source projection.

Reason

  1. 03

    A load blends several farms, and the agent works back through the blending records for the plots behind it.

  2. 04

    A plot crosses four hectares, and the pack is marked for a polygon rather than a point.

  3. 05

    A cattle lot arrives, and premises are traced back towards the birthplace, as far as records reach.

Decide

  1. 06

    A US-origin load takes simplified diligence under the May 2025 list — geolocation and evidence stand.

  2. 07

    A legality document is filed, and it is read against the legal status of the area of production.

Out

  1. 08

    A pack is assembled, and it is routed with its reference numbers to the named export lead.

  2. 09

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

Product statement

The agent assembles the pack; from 30 December 2026 the EU operator declares, and your export lead decides what ships.

Example workflow

One consignment, plot to pack

  1. 1Consignment bookedContract, delivery tickets, supplier records or origin declarations
  2. 2Origin assembledPlot coordinates, production dates, legality documents and the chain that links them
  3. 3Pack draftedGeolocation set, evidence index, open gaps and confidence
  4. 4Controls appliedPolygon and six-decimal checks, the 31 December 2020 cut-off, blend coverage and confidence threshold

No human action required

Stages 1 to 4 run unaided, and nothing is declared at any of them — the agent is assembling, and the export lead's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the export lead to release.

Low confidence

Adds a sourcing-team read first.

Export-lead release

The pack is held with its plots, its open gaps and the confidence.

Release · Amend · Send to sourcing review

Released — sent to the buyer

  1. 6Origin systems updatedOnly where write access and approval policy allow it
  2. 7Outcome evaluatedGap closure, buyer queries, rejected plots and post-shipment corrections

Amendments

Every amendment made at release is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Submitting a due diligence statement in the EU system.
    • Deciding that a plot is deforestation-free.
    • Attesting that production was legal where it happened.
    • Declaring which plots contributed to a consignment.

  • Automation boundary

    Agent acts unaided

    • ✓Assemble plot geolocation, dates and evidence for a load for the named owner.
    • ✓Carry each plot forward with the record it came from.
    • ✓Apply the thresholds and formats the pack has to meet.
    • ✓Mark the gaps the export lead should weigh, and hold the pack.

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

    • Concluding that a cattle animal's origin is traced.
    • Accepting another party's due diligence as sufficient.
    • Signing an origin declaration to a buyer.
  • Changes to sourcing, geolocation or release rules.

Example output

One consignment, annotated

Everything the agent assembles is attached to the record it was drawn from.

EUDR pack output · single consignment

Illustrative example
Consignment
Soya, bulk vessel
Contributing plot
Contributing plot mapped from the delivery ticket
Mapped area
6.4 ha
Geolocation held
Polygon on file
Confidence
91%
Legality evidence
Land title and harvest right

As received

Taken from the delivery ticket and the plot record on file — nothing on this side is drawn by the agent.

Evidence gathered

  • Polygon, six decimals
  • Harvest date on record
  • Land-title extract

Why this plot

This plot fed the load — the origin line the export lead weighs and signs.

What the score decides

Below the configured threshold the pack picks up a sourcing read first.

Action

ReleaseAmendSend to sourcing review

Value

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 consignment

From the delivery record

03Assembly

Assemble from the record

Draw on the plot records on file and the pack rules as Regulation (EU) 2025/2650 left them.

01Approved path

Your buyer carries the duty

Routine loads arrive with their plots and evidence already gathered.

02Human review

Send review to the thin origin

Open gaps and low-confidence packs are marked, so the export lead's read starts where the origin is thin.

04

Build an evidence trail

The plot, the evidence gathered on it and the buyer 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.

  • Origin and grain systems

    • Bushel
    • AgriDigital
    • Cultura
    • Agris
    • Greenstone

  • Traceability platforms

    • Sourcemap
    • TrusTrace
    • Trase
    • Satelligence

  • ERP and trade

    • SAP
    • Dynamics
    • Eka
    • Agiblocks CTRM

Agent

EUDR pack assembly

  • Reads the origin
  • Assembles the pack
  • Holds for release

  • Documents and customs

    • Bills of lading
    • certs
    • Export and customs filings

  • 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 pack

The layers close inward, six deep. Whatever clears them all is set out in the map beneath this one.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modeNarrow assembly to plot collection when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, threshold and country-classification changes.Track
L4TraceabilityRecord the plots, the evidence, the gaps, the amendments and the release time.Record
L3Export-lead releaseHold packs for the named export lead; it governs release, not whether the plot data is right.Gate
L2Policy guardrailsTest packs against configured formats, thresholds and cut-off dates; a failure returns the pack.Restrict
L1Confidence thresholdsRoute low-confidence packs to a sourcing read before the export lead sees them.Require review
Model corePack assembled — geolocation set, evidence index, open gaps and confidence
L1 – L2
Test whether a pack may stand
L3
Puts the release in the lead's hands
L4 – L5
Keep the plot and the evidence behind it
L6
Narrows to plot collection when signals degrade

How Nestack evaluates it

Evaluate the whole assembly — not only the finished pack.

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

Surface — the pack the buyer receives

  1. E1Final-output evaluationDid every plot in the pack trace back to a delivery record?
  2. E2Step-level evaluationDid the agent use the right thresholds, formats and country classification?
  3. E3Tool evaluationDid it read and write the correct consignment and the correct field?
  4. E4Confidence calibrationDo low-confidence packs actually attract more amendments?
  5. E5Slice evaluationHow does performance change across specific commodities?
  6. E6Business outcomeHow many packs needed an amendment, or a correction after the load had shipped?

Floor — the market access the exporter answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, placed at the stage each one originates.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • EU-03

      Superseded plot record

      Boundary read from an out-of-date farm record.

    Stage gathers

    Plot records, delivery tickets, evidence and rules

  2. 02 · Reasoning

    2 modes

    • EU-04

      Point used above threshold

      A plot over four hectares is carried as a point.

    • EU-06

      Dominant-supplier blend

      A blended load carries only the largest supplier's plots.

    Stage proposes

    Geolocation set, evidence index and confidence

  3. 03 · Tool / write

    2 modes

    • EU-02

      Low risk taken as exempt

      Simplified diligence read as needing no geolocation.

    • EU-05

      Over-declared plot set

      Plots that did not contribute are declared anyway.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • EU-01

      Coordinate precision lost

      Coordinates stored below six decimal places.

    Stage returns

    The pack the export lead releases to the buyer

  5. 05 · Change / Version

    1 mode

    • EU-07

      Silent rule regression

      A rule or list change alters what the pack accepts.

    Stage tracks

    Model, prompt, thresholds and country lists

  • Sev-1 · pack released outside the boundary
  • Sev-2 · a wrong plot reaches the buyer
  • Sev-3 · source degrades, pack routes to review
See the complete Agriculture failure-mode catalogue

Affected slices

Whole-book coverage can hide one commodity

A shipment-level plot-coverage rate can look acceptable while a small number of commodities carry most of the gaps. Nestack reports the open-gap rate by slice, not only in total.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Cattle traced to birth premises9.3%3.8×Review
Blended bulk consignments7.1%2.9×Review
Smallholder-sourced lots3.8%1.6×Watch
Single-farm soya lots1.1%0.4×Normal

Bar: open-gap-rate lift vs. single-farm-soya baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

The loop shuts on a test, not an explanation

A cycle is done when the unmapped plot has become a case the next release must pass. That is what the next pack is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Open-gap rate rises in a commodity slice.

  2. 02

    Diagnose

    The plot nobody could put a boundary around is read back through its tickets until one cause is left.

  3. 03

    Improve

    Stamp the change with a version; the consignments behind it travel with the note.

  4. 04

    Verify

    The touched cases are rerun, and one failure is enough to stop the release.

  5. 05

    Learn

    It stays as a standing test, and the sourcing rules are rewritten alongside it.

  6. Learn → Detect

    The return edge. The next gap is caught 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, pack assembly, evaluation, integration, then production validation and handover.

Workstream

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

  1. 01Consignment-workflow discovery and origin boundary definition.Week 1
  2. 02Origin, grain and traceability assessment.Week 1, Week 2
  3. 03Geolocation, threshold, format and country-risk mapping.Week 1, Week 2
  4. 04Delivery-record ingestion and plot mapping.Week 2
  5. 05Pack assembly and evidence binding.Week 2, Week 3
  6. 06Confidence scoring and gap routing.Week 3
  7. 07Export-lead release workflow.Week 3, Week 4
  8. 08Origin and trade-system integration.Week 5
  9. 09Plot and traceability cases.Week 4, Week 5
  10. 10Guardrails and declaration controls.Week 4
  11. 11Consignment-trail instrumentation.Week 5, Week 6
  12. 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 tierPilotOne commodity, one originProductionProduction origin systemsAdvancedMultiple commodities / origins
Introduced at Pilot
Assembly to your records and rules✓✓✓
Export-lead release✓✓✓
Plot-coverage baseline✓✓✓
Introduced at Production
Reporting by commodity—✓✓
Release workflow in your systems—✓✓
Approved write-back—✓✓
Origin-system integration—✓✓
Introduced at Advanced
Multi-origin sourcing rules——✓
Multi-stage export approvals——✓
High consignment volume——✓
Multi-origin traceability controls——✓
Build priceFrom $5,000From $8,000Custom 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.

  1. 01Your delivery records and plot register

    Delivery-record ingestion and plot mapping

    Week 1

  2. 02Representative shipped consignments

    Assembly baseline, evidence indexing and plot binding

    Week 2

  3. 03Your buyers' pack format and contract terms

    Geolocation, threshold and format mapping

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    Origin, grain and traceability assessment, then integration setup

    Week 2

  5. 05Consignments you would not want declared

    Origin cases and the evaluation suite

    Week 4

  6. 06What no consignment may ship without

    Confidence scoring, gap routing, guardrails and release controls

    Week 3

  7. 07A named export lead to release packs

    Export-lead release 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

Phases sit on the weeks they truly take, so the overlap in week 5 is real work, not slack.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Consignment discovery, rule mapping and the automation boundary

W2Origin integration and the assembly baseline

W3Pack assembly, confidence logic and release controls

W4Evaluation suite, plot and cut-off checks and failure-mode testing

W5Trade-system integration, pilot consignments and targeted corrections

W6One shipping season assembled under the export lead, then Agent Care handover

Reading the band
Each band covers only the weeks its work is named in. The week 5 overlap is real, not padding.
At the end of W6
The final checks clear on live consignments and monitoring moves to Agent Care.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Agriculture AI agent

Build an EUDR pack agent around your buyer's declaration.

Show us your delivery records, your plot register and who releases to the buyer. The statement, and the responsibility that comes with submitting it, stay with the EU operator.

Typical delivery
4–6 weeks
Deployment
Your origin records
Export-lead release
Pre-declaration
After launch
Agent Care available

Nestack Agents · EUDR & export market access

AGT-AGR-14 · Agent Care available after launch

Build an EUDR pack agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your consignments

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.