Ag-Retail & Input-Distribution AI Agent

What this agent does

Stages the order, not the licence behind it

An order arrives from the branch counter, a grower portal or an EDI feed and lands against the account.

A line is matched to the SKU, pack size and branch stock it would actually be filled from.

Reason

A restricted-use line is checked against the credential on file — issuer, number, expiry and categories.

A prepay is drafted against named goods and quantities, with the terms that decide the deduction surfaced.

An allocation is proposed under short supply, with prepaid and contracted volumes shown before the tie-break.

Decide

A delivery or custom-application slot is drafted with the label's bulletin reference and retrieval date attached.

A rebate tier is modelled from the programme terms and routed to the person who may commit the company.

Out

A ticket is retained with its licence check, its weights and the manager who released it, against the branch.

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

→ Product statement

The agent stages the paperwork; the licensed dealer sells, and the branch manager decides what leaves the yard.

Example workflow

One order, counter to release

AgentHuman

1Order receivedBranch counter, grower portal, agronomy app or EDI order feed

2Account assembledCredit position, prepay balance, branch stock and the credential on file, each with its source

3Order stagedLines, branch stock, allocation position and confidence

4Controls appliedDealer checks under 40 CFR 171.311, the state rules that replaced 7 CFR 110 on 2025-07-11, label bulletins and confidence

No human action required

Stages 1 to 4 run unaided, and nothing ships at any of them — the agent is staging, and the manager's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold

High confidence

Goes to the branch manager to release.

Low confidence

Adds a compliance read first.

Manager release

The order is held with its licence check, its flagged lines and the confidence.

Release · Amend · Send to compliance review

Released — cleared to ship▼

6Branch systems updatedOnly where write access and approval policy allow it

7Outcome evaluatedAmend rate, flagged-line outcomes, fill accuracy and corrections raised after release

Amendments

Every manager amendment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items

Selling or releasing a restricted-use pesticide.

Granting or waiving an applicator certification.

Signing a prepay contract or committing tonnage.

Approving or declining grower credit under Regulation B.

Automation boundaryAgent acts unaided

✓Stage orders, lines and branch stock from the systems.

✓Carry each credential and licence check forward.

✓Apply the allocation and label rules configured for the branch.

✓Flag what the manager should weigh, and hold the order for them.

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

Setting or awarding a rebate or incentive tier.

Certifying a scale or meter reading for billing.

Producing the dealer record to an inspecting officer.

Changes to licence, allocation or release rules.

Example output

One order line, annotated

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

Order-staging output · single lineIllustrative example

Grower account

Staged line

Ticketed quantity

Source of record

Confidence

Attribution

Row-crop account

Restricted-use herbicide staged for will-call pickup

60 gal

Credential on file

91%

Branch licence and dealer ID

As receivedTaken from the order and the credential on file — nothing on this side is inferred by the agent.

Checks on file Applicator credential Certified branch scale State dealer licence

Why this is heldThe credential expires before the pickup date — the line the manager weighs.

ActionReleaseAmendSend to compliance review

What the score decidesBelow the configured threshold the order picks up a compliance read first.

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 orderFrom the order record

03Staging

Stage from the record

Draw on the stock, credit and credential on file, and the dealer rules configured for the branch.

01Approved path

A prepay is a promise

Routine replenishment lines arrive already staged against branch stock.

02Human review

Send review to the risky orders

Restricted lines, lapsing credentials and short-supply allocations are marked, so the manager's read starts where risk concentrates.

04Build an evidence trail

The order, the licence it was filled against and the manager who released it stay on the ticket.

Integrations

Typical integrations

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

Ag-retail ERPAGRIS · Agvance
Levridge · Cultura

Agronomy and field recordsAgworld · Proagrica
Land.db · grower field files

Grower accountsPrepay and credit ledgers
John Deere Financial

Agent

Ag-retail order staging

Reads the order
Stages the ticket
Holds for release

Delivery and schedulingDispatch · tender routing
Scale tickets · blend systems

Observability & evaluationOpenTelemetry · 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 ticket

Every control sits inside the next one out. What the six do not stop is listed in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model

L6Rollback / safe modePull staging back to proposal-only when evaluation or production signals degrade.Roll back

L5Version monitoringTrack model, prompt, label-rule and state-dealer-rule changes.Track

L4TraceabilityRecord the order, the licence check, the flags, the amendments and the release time.Record

L3Manager releaseHold orders for the named manager; it governs release, not whether a released order was right.Gate

L2Policy guardrailsTest orders against the dealer-licence, label and allocation rules configured for the branch; a failure returns the order.Restrict

L1Confidence thresholdsRoute low-confidence orders to a compliance read before the manager sees them.Require review

Model coreOrder staged — lines, branch stock, licence check and confidence

L1 – L2Test whether an order may stand

L3Puts the release in a manager's hands

L4 – L5Keep the order and the licence behind it

L6Reverts to stock reporting when signals degrade

How Nestack evaluates it

Evaluate the ordering workflow — not only the released ticket.

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

Surface — the ticket the grower sees

Depth of coverage ▼

E1Final-output evaluationDid the licence check match the credential actually on file?

E2Step-level evaluationDid the agent use the right account, branch stock and state rules?

E3Tool evaluationDid it read and write the correct order and the correct branch?

E4Confidence calibrationDo low-confidence orders actually attract more manager amendments?

E5Slice evaluationHow does performance change across specific order types?

E6Business outcomeHow many orders needed an amendment, or a correction after the load left?

Floor — the outcome the dealer answers for

Failure modes

Where each failure originates in the agent

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

Agent lifecycleDirection of processing →

01 · Retrieval1 mode

DE-03

Stale credential read

Certification status read from a superseded account flag.

Stage gathersOrder, account, branch stock and dealer licences

02 · Reasoning2 modes

DE-04

Cross-branch cap breach

Two branch tickets together clear the 2026-02-06 dicamba cap.

DE-06

Deposit-shaped prepay

A prepay draft reads as a refundable deposit, not a purchase.

Stage proposesOrder lines, allocation position and confidence

03 · Tool / write2 modes

DE-02

Credential not re-checked

Order clears pickup on a credential that lapsed after ordering.

DE-05

Transfer booked as stock

A branch-to-branch move is not recorded as a distribution.

Stage writesOnly where write access and approval policy allow it

04 · Output1 mode

DE-01

Bulletin out of window

The bulletin was pulled outside EPA's six-month pre-application window.

Stage returnsThe ticket the manager releases and the grower gets

05 · Change / Version1 mode

DE-07

Silent rule regression

A model or rule change widens what the agent will stage.

Stage tracksModel, prompt, label rules and state dealer config

Sev-1 · order released past the boundary Sev-2 · a wrong ticket reaches the grower Sev-3 · source degrades, order goes to review

See the complete Agriculture failure-mode catalogue →

Affected slices

Company-wide numbers can hide one branch

A company-wide amendment rate can sit inside target while two or three branches absorb most of the rework. Nestack reports the manager-amendment rate by slice, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example

Slice	Failure rate	Lift	Status
Restricted-use orders	6.9%	3.7×	Review
Short-supply allocation	4.3%	2.3×	Review
Prepay draw-downs	3.0%	1.6×	Watch
Routine replenishment	1.3%	0.7×	Normal

Bar: manager-amendment-rate lift vs. routine-replenishment baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

Every cycle ends by adding a case

The loop shuts when the mis-shipped restricted product is a regression case. That is what the next order released is measured against.

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

01Detect

Manager-amendment rate rises at one branch.

02Diagnose

The restricted product that left on an expired licence is traced back through the order, the account flag and the branch record until one cause stands.

03Improve

Any change goes out numbered, and the tickets that caused it are filed against it.

04Verify

The release waits on the touched licence cases clearing a second run.

05Learn

One case added to the suite, one line added to the dealer record.

Learn → DetectThe return edge. Detection next time runs 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, order workflow, evaluation, integration, then production validation and handover.

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

01Order workflow discovery and boundary definition.

02ERP, agronomy and dispatch assessment.

03Licence, label, allocation and state dealer-rule mapping.

04Order ingestion and line normalisation.

05Staging logic and credential binding.

06Confidence scoring and exception routing.

07Manager release workflow.

08Branch and dispatch system integration.

09Licence and allocation cases.

10Guardrails and release controls.

11Ticket-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 branch, one product line ProductionProduction branch systems AdvancedMultiple branches / regions

Introduced at Pilot

Staging to your stock and rules✓✓✓

Manager release✓✓✓

Licence-check baseline✓✓✓

Introduced at Production

Reporting by branch—✓✓

Release workflow in your systems—✓✓

Approved write-back—✓✓

Inventory-system integration—✓✓

Introduced at Advanced

Multi-state dealer rules——✓

Multi-stage branch approvals——✓

High order volume——✓

Multi-branch allocation controls——✓

Build price From $5,000 From $8,000 Custom quote

Final build priceConfirmed after discovery based on integrations, workflow complexity, order 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 order intake fields and account structure → Order ingestion and line mappingWeek 1

02Representative released tickets → Staging baseline, rule extraction and credential bindingWeek 2

03Your dealer licences and label rule set → Licence, label and allocation rule mappingWeek 1

04Access to relevant APIs, feeds or exports → ERP, agronomy and dispatch assessment, then integration setupWeek 2

05Orders you would not want released → Restricted-use cases and failure-mode testingWeek 4

06What no order may go out without → Confidence scoring, flag routing, guardrails and release controlsWeek 3

07Named branch managers to release orders → Manager 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

The chart follows the season rather than the slide, so evaluation and pilot both land in week 5.

Phase W1W2W3W4W5W6

Discovery W1

Build W2 – W3

Evaluate W4 – W5

Pilot & Launch W5 – W6

Week focus W1Order workflow discovery, rule mapping and the automation boundary W2Source integration and the staging baseline W3Staging workflow, confidence logic and release controls W4Evaluation suite, restricted-use checks and failure-mode testing W5Dispatch integration, pilot branches and targeted corrections W6One spring season run under the branch operations lead, then handover

Reading the bandA bar covers the weeks its work is named in, and nothing else. The week 5 overlap is real, not padding.

At the end of W6Once the season validates, Agent Care owns the running agent.

DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Agriculture AI agent

Build an ag-retail agent around your branch release chain.

Every ticket you release rests on a licence someone verified. Show us your order flow, your dealer licences and who releases, and we'll name what stays with the manager.

Discuss this agent →

Nestack Agents · Ag-retail & input distributionAGT-AGR-15 · Agent Care available after launch