Agriculture AI agent · Ag retail
Ag-Retail & Input-Distribution AI Agent
Track seed, fertiliser and crop-protection stock across branches, draft the prepay, credit and rebate paperwork, and check the applicator credential on file — a named branch manager releases the order.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Manager release
- Pre-release
- After launch
- Agent Care
What this agent does
Stages the order, not the licence behind it
In
- 01
An order arrives from the branch counter, a grower portal or an EDI feed and lands against the account.
- 02
A line is matched to the SKU, pack size and branch stock it would actually be filled from.
Reason
- 03
A restricted-use line is checked against the credential on file — issuer, number, expiry and categories.
- 04
A prepay is drafted against named goods and quantities, with the terms that decide the deduction surfaced.
- 05
An allocation is proposed under short supply, with prepaid and contracted volumes shown before the tie-break.
Decide
- 06
A delivery or custom-application slot is drafted with the label's bulletin reference and retrieval date attached.
- 07
A rebate tier is modelled from the programme terms and routed to the person who may commit the company.
Out
- 08
A ticket is retained with its licence check, its weights and the manager who released it, against the branch.
- 09
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
- 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.
Goes to the branch manager to release.
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 required
8 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 boundary
Agent 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 line
Illustrative example- Grower account
- Row-crop account
- Staged line
- Restricted-use herbicide staged for will-call pickup
- Ticketed quantity
- 60 gal
- Source of record
- Credential on file
- Confidence
- 91%
- Attribution
- Branch licence and dealer ID
As received
Taken 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 held
The credential expires before the pickup date — the line the manager weighs.
What the score decides
Below the configured threshold the order picks up a compliance read first.
Action
ReleaseAmendSend to compliance reviewValue
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 order
From the order record
Stage from the record
Draw on the stock, credit and credential on file, and the dealer rules configured for the branch.
A prepay is a promise
Routine replenishment lines arrive already staged against branch stock.
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.
Build 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 ERP
- AGRIS
- Agvance
- Levridge
- Cultura
Agronomy and field records
- Agworld
- Proagrica
- Land.db
- grower field files
Grower accounts
- Prepay and credit ledgers
- John Deere Financial
Agent
Ag-retail order staging
- Reads the order
- Stages the ticket
- Holds for release
Delivery and scheduling
- Dispatch
- tender routing
- Scale tickets
- blend systems
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 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 defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether an order may stand
- L3
- Puts the release in a manager's hands
- L4 – L5
- Keep the order and the licence behind it
- L6
- Reverts 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
- 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 lifecycle
Direction of processing →
01 · Retrieval
1 mode
- DE-03
Stale credential read
Certification status read from a superseded account flag.
Stage gathers
Order, account, branch stock and dealer licences
02 · Reasoning
2 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 proposes
Order lines, allocation position and confidence
03 · Tool / write
2 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 writes
Only where write access and approval policy allow it
04 · Output
1 mode
- DE-01
Bulletin out of window
The bulletin was pulled outside EPA's six-month pre-application window.
Stage returns
The ticket the manager releases and the grower gets
05 · Change / Version
1 mode
- DE-07
Silent rule regression
A model or rule change widens what the agent will stage.
Stage tracks
Model, 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
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 aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | 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 stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Manager-amendment rate rises at one branch.
- 02
Diagnose
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.
- 03
Improve
Any change goes out numbered, and the tickets that caused it are filed against it.
- 04
Verify
The release waits on the touched licence cases clearing a second run.
- 05
Learn
One case added to the suite, one line added to the dealer record.
Learn → Detect
The 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.Week 1
- 02ERP, agronomy and dispatch assessment.Week 1, Week 2
- 03Licence, label, allocation and state dealer-rule mapping.Week 1, Week 2
- 04Order ingestion and line normalisation.Week 2
- 05Staging logic and credential binding.Week 2, Week 3
- 06Confidence scoring and exception routing.Week 3
- 07Manager release workflow.Week 3, Week 4
- 08Branch and dispatch system integration.Week 5
- 09Licence and allocation cases.Week 4, Week 5
- 10Guardrails and release controls.Week 4
- 11Ticket-trail instrumentation.Week 5, Week 6
- 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 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 price
- Confirmed after discovery based on integrations, workflow complexity, order 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.
You bring
We build with it
01Your order intake fields and account structure
→Order ingestion and line mapping
Week 102Representative released tickets
→Staging baseline, rule extraction and credential binding
Week 203Your dealer licences and label rule set
→Licence, label and allocation rule mapping
Week 104Access to relevant APIs, feeds or exports
→ERP, agronomy and dispatch assessment, then integration setup
Week 205Orders you would not want released
→Restricted-use cases and failure-mode testing
Week 406What no order may go out without
→Confidence scoring, flag routing, guardrails and release controls
Week 307Named branch managers to release orders
→Manager 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
The chart follows the season rather than the slide, so evaluation and pilot both land in week 5.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – 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 band
- A bar covers the weeks its work is named in, and nothing else. The week 5 overlap is real, not padding.
- At the end of W6
- Once the season validates, Agent Care owns the running agent.
- Duration
- Six-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.
- Typical delivery
- 4–6 weeks
- Deployment
- Your ERP and agronomy stack
- Manager release
- Pre-release
- After launch
- Agent Care available
Nestack Agents · Ag-retail & input distribution
AGT-AGR-15 · Agent Care available after launch