Agriculture AI agent · Compliance
Farm-Compliance Agent (Audits & Traceability)
Assemble the evidence a scheme's checklist calls for, walk the lot links from input to shipment and flag what is missing or expiring — the certification body decides whether the scheme is met.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Certification
- Your CB decides
- After launch
- Agent Care
What this agent does
Assembles the evidence, does not certify
In
- 01
Take the scheme, the checklist version the audit is booked against and the findings the last audit left open.
- 02
Pull the records that checklist points at — farm system, packhouse, lab, training file and the paper folder.
Reason
- 03
Match each record to the clause it is offered for, and check it covers the period and version the scheme asks for.
- 04
Walk the lot links from input and field through harvest, cooling, packing and commingling to the shipment that left.
- 05
Read certificate, training, calibration and test dates against the season ahead rather than against today.
Decide
- 06
Separate a record that is missing from one that is present but stale, unsigned or out of period.
- 07
Route a broken lot link, a contested finding or a clause that turns on judgement to the food-safety lead.
Out
- 08
Assemble the audit pack in the checklist's order, showing for each clause what supports it and what does not.
- 09
Keep every open finding on the list with the evidence filed against it, and re-check what expires before the audit.
Product statement
The agent assembles, checks and flags. Compliance is the operation's responsibility, and whether a scheme is met is the certification body's decision.
Example workflow
One checklist, end to end
- 1Scope setThe scheme, the checklist version the audit is booked against, and the sites, crops and lots in scope
- 2Records gatheredFarm system, packhouse records, lab results, training files, calibration certificates and the paper folder
- 3Clauses matchedEach record read against the clause it is offered for, the period it must cover and the version in force
- 4Lot links walkedInput and field through harvest, cooling, packing and commingling to every shipment that left
No human action required
Stages 1 to 4 run without a person in the loop — gathering, matching and link-walking finish before the food-safety lead is asked to read anything. A lot link that will not resolve is raised the moment it is found.
Reaches the pack with the record attached.
Goes to a person before the pack is filed.
Food-safety or certification lead
Reads the clause, the record that was found and the link that breaks, then decides what the operation does about it.
Accept · Supply the record · Raise a corrective action
Decided — handed back
- 6Pack drafted, gaps listedWritten to the audit pack only where write access and policy allow; nothing is marked closed or met
- 7Outcome evaluatedGap-detection recall against the auditor's findings, trace completeness under mock recall and expiry lead time
Corrections
A gap the lead rejects is recorded with the reason and counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Deciding that an operation meets a scheme.
- Closing a non-conformance or a corrective action.
- Signing or dating a record for someone else.
- Calling a lot traceable when a link is missing.
Automation boundary
Agent acts unaided
- ✓Gather the records the checklist points at and match each one to its clause.
- ✓Walk the lot links from input and field through packing to the shipment that left.
- ✓Flag records that are missing, stale or out of period, and dates that are about to lapse.
- ✓Assemble the audit pack and keep each open finding beside the evidence filed against it.
Write actions run only inside the approval boundaries agreed in implementation. The pack is drafted; nothing is closed.
- Releasing, holding or withdrawing product.
- Deciding a recall or withdrawal is unnecessary.
- Deciding an expired certificate still counts.
- Changing the checklist, scheme version or thresholds.
Example output
One clause and one lot, annotated
Everything the agent returns is attached to the clause it came from and the lot it was tested against.
Gap output · single checklist clause
Illustrative example- Clause
- Traceability, one step each way
- Checklist
- Version the audit is booked against
- Lot tested
- 3 June, one run
- Check result
- Link breaks at packing
- Confidence
- 93%
- Closure
- Not the agent's to make
As received
The clause as the checklist words it, and the lot the pack claims to cover.
Evidence used
- Harvest and field records
- Packing run log
- Shipments for that code
Why it stopped here
Four field lots went into one packing run and left under one code, unresolved to a field.
What the score decides
Confidence decides how hard the lead checks the link, not whether the lot is traceable.
Action
AcceptSupply the recordRaise a corrective actionValue
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 clause on the checklist
From the scheme, the audit booking and the open findings
Apply the scheme that governs it
Use the checklist in the version the audit is booked against, the operation's own records and the lot links between them.
Assemble it before the auditor arrives
Records are matched to clauses and lot links walked weeks before the audit, not on the morning the auditor arrives.
Put the broken links in front of a person
A link that fails at commingling, a finding still open or a certificate about to lapse reaches the food-safety lead while there is time to act.
Build an evidence trail
Retain the checklist version read, the records matched, the links walked, the gaps raised and what the lead decided — on both paths.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Farm & field records
- Operations Center
- FieldView
- Trimble Ag
- harvest and spray records
Packhouse & traceability
- Packing and grading
- lot and pallet codes
- Shipment records
- sales invoices
Certification & audit
- Scheme checklists
- certificates
- Audit reports
- corrective-action logs
Agent
Compliance & traceability
- Gathers the records
- Matches the clauses
- Flags the gaps
Tests, people & kit
- Water and residue results
- training files
- Calibration records
- licences
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 audit pack
Each control wraps the one inside it. A gap clears every layer before the lead reads it, and closing a finding sits outside all six.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Decide whether a record may count
- L3
- Decides whether the lot resolves
- L4 – L5
- Keep closure with a person and the trail intact
- L6
- Pulls automation back when signals degrade
How Nestack evaluates it
Evaluate the whole pack — not only the gaps the lead reads.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the audit pack the lead opens
- E1Final-output evaluationDid the pack evidence every clause the checklist carries?
- E2Step-level evaluationDid it read the right checklist version and the right record period?
- E3Tool evaluationDid it query the right lot, site and season in each system?
- E4Trace-link completenessUnder a mock recall, does every lot resolve one step each way?
- E5Slice evaluationHow does gap detection change across operations and commodities?
- E6Business outcomeHow many findings did the auditor raise that the pack had missed?
Floor — the trace request the operation has to answer
Failure modes
Where each failure originates in the agent
Seven failure modes plotted against the five stages of the agent lifecycle.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- FC-01
Record never gathered
What is kept on paper stays outside the pack.
Stage gathers
The checklist, the records, the lot links and the dates
02 · Matching
2 modes
- FC-02
Link breaks at commingling
Lots leave under one code and no shipment traces back.
- FC-03
Out-of-period record accepted
Last season's record is matched to this season's clause.
Stage tests
Each record against the clause and period it covers
03 · Pack / write
1 mode
- FC-04
Thin corrective-action evidence
What is filed against a finding does not support it.
Stage writes
Only where write access and approval policy allow it
04 · Output
2 modes
- FC-05
Non-conformance left out
The pack reads complete with a finding missing.
- FC-06
Expiry flagged too late
A training or calibration date is raised after it lapses.
Stage returns
The gaps and the clauses the food-safety lead reads
05 · Change / Version
1 mode
- FC-07
Checklist version left behind
The scheme updates and the mapping does not move.
Stage tracks
Model, prompt, checklist and source-feed changes
- Sev-1 · a gap reaches the auditor unflagged
- Sev-2 · the pack or the record is wrong
- Sev-3 · gathering degrades, more to review
Affected slices
The trace breaks where the product is mixed
A missed-gap rate that reads acceptably across a whole checklist can sit almost entirely in the lots that were commingled or reworked, and in the records that never left paper. Nestack reports performance by slice, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| Commingled lots at packing | 5.2% | 3.7× | Review | |
| Rework and repacked lots | 4.4% | 3.1× | Review | |
| Paper and photographed records | 2.7% | 1.9× | Watch | |
| Single-site, single-crop routine | 0.7% | 0.5× | Normal |
Bar: missed-gap rate lift vs. single-site baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
A record cannot be back-dated into existence
A gap found in August is not fixed by writing the record in August. The loop changes what gets captured at the next harvest, and who is told first.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Missed gaps, unresolved links and false flags separate out by commodity and by record type.
- 02
Diagnose
The gap is put back on the checklist version, the record matched, the lot link or the source system.
- 03
Improve
The mapping, link rule or source changes under food-safety sign-off, against a named scheme version.
- 04
Verify
Old lots and closed audits are run again to see whether the findings surface this time.
- 05
Learn
The finding turns into a check that runs at capture, and the audit runbook records why.
Learn → Detect
The return edge. A scheme version change is a checklist change — it lands before the audit window opens, not after the auditor has worked from the old one.
Typical build scope
Twelve workstreams across six weeks
The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, records, checking logic, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Workflow discovery and automation-boundary definition.Week 1
- 02Scheme, checklist and version source assessment.Week 1, Week 2
- 03Record inventory and clause mapping.Week 1, Week 2
- 04Lot, field and shipment data mapping.Week 2
- 05Link walking across commingling and rework.Week 2, Week 3
- 06Gap detection and record-currency checks.Week 3
- 07Expiry tracking for certificates, training and calibration.Week 3, Week 4
- 08Corrective-action tracking and evidence capture.Week 4
- 09Gap-detection evaluation against past findings.Week 4, Week 5
- 10Mock-recall and trace-request exercises.Week 5
- 11Farm-system, packhouse and document integration.Week 5, Week 6
- 12Observability, deployment 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 scheme, one site | ProductionProduction system integration | AdvancedMulti-site / multi-scheme |
|---|---|---|---|
| Introduced at Pilot | |||
| Record gathering and clause matching | ✓ | ✓ | ✓ |
| Lot links walked one step each way | ✓ | ✓ | ✓ |
| Gap, currency and expiry flags | ✓ | ✓ | ✓ |
| Closure left with your qualified people | ✓ | ✓ | ✓ |
| Baseline evaluation | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Audit-pack assembly to your checklist | — | ✓ | ✓ |
| Corrective-action tracking with evidence | — | ✓ | ✓ |
| Mock-recall and trace-request exercises | — | ✓ | ✓ |
| Observability and evaluation | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-scheme and multi-site checklists | — | — | ✓ |
| Grower groups and enterprise controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on schemes and checklist versions, record sources, lot and shipment systems, site count, 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
01The schemes and checklist versions you are audited against
→Scheme, checklist and version source assessment
Week 102Where your records actually live, including the paper
→Record inventory and clause mapping
Week 103Lot, field and shipment data, and where product is mixed
→Lot data mapping, then link walking across commingling
Week 204Certificates, training files and calibration dates
→Expiry tracking for certificates, training and calibration
Week 305Past audit findings, including the ones you contested
→Evaluation suite, regression cases and failure-mode testing
Week 406A withdrawal you have run, or the one you would have to
→Mock-recall and trace-request exercises
Week 507A named food-safety lead and the people who own findings
→Review workflow, then supervised packs and validation
Weeks 5–6
Nothing else is required
Deployment, documentation and Agent Care handover are ours.
Delivery timeline
Four phases across six weeks
Phases are drawn over the weeks they actually occupy. Week 5 carries both the integration work and the first mock recall run against live lots.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Workflow discovery, scheme versions and the automation boundary
W2Record inventory, clause mapping and the first lot data
W3Link walking, gap detection and expiry tracking
W4Gap-detection evaluation against findings your auditor already raised
W5System integration, pack assembly and a supervised mock recall
W6Your lead works from live packs, then Agent Care starts
- Reading the band
- Gap detection is tested in week 4 against findings an auditor has already raised, before a pack is assembled in week 5.
- At the end of W6
- Packs have been assembled alongside your existing process and read by the lead who signs them, then Agent Care takes over monitoring.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Agriculture AI agent
Build a compliance agent around the audit you already have.
Show us the schemes you are audited against, where your records live and the findings the last audit left open. We'll take the lot that gave you the most trouble and trace it end to end, then show you which records were not there to find.
- Typical delivery
- 4–6 weeks
- Deployment
- Your farm and packhouse stack
- Certification
- Your certification body, always
- After launch
- Agent Care available
Nestack Agents · Farm compliance & traceability
AGT-AGR-05 · Agent Care available after launch