AgricultureManaged AI Agents
Agriculture AI Agents,
Monitored for Reliability
Nestack Agent Care helps agriculture operations monitor, evaluate, and optimize AI agents used for crop monitoring, yield prediction, input planning, and advisory guidance — before small AI errors become costly field or compliance mistakes.
Scope
Agriculture AI agents we build & manage
Twenty archetypes — from agronomy advice and autonomous-equipment supervision to biosecurity, labour and export compliance.
Crops & equipment7
Livestock3
Markets & inputs5
Compliance & incentives5
Observability
What we make observable
Every agriculture agent session is traced across ten layers — what we capture and the evidence we keep.
- Evidence we keepGoalconstraintsapproval requirement
- Evidence we keepSourceversiontimestamprelevancecitation
- Evidence we keepPlanned sequenceactual sequenceworkflow status
- Evidence we keepTask statusresultretryfailure reason
- Evidence we keepTool nameversioninputoutputpermissionresult
- Evidence we keepModel/versioninput/outputtoken usagelatencycost
- Evidence we keepEvaluation typemetricthresholdresult
- Evidence we keepGuardrail targettriggeractionenforcement result
- Evidence we keepReviewerdecisioncorrectionreason
- Evidence we keepOutcome statusbusiness resultlinked trace
Catalog
Failure modes
Filter failure modes by where they occur in the agent lifecycle—from goals and retrieval to tools, evaluations, guardrails and outcomes.
AGR-01Chemical dosage or withholding-period errorsSEV-1
AGR-02Notifiable-disease under-escalation — FMD-like signs, avian influenza, hendraSEV-1
AGR-03Spray-window misadvice — weather, drift, re-entry intervalsSEV-2
AGR-04Stale chemical registrations — suspended or cancelled products recommendedSEV-2
AGR-05Commodity-price hallucination in marketing adviceSEV-2
AGR-06Biosecurity guidance errors — movement, quarantine, disposalSEV-1
AGR-07Traceability record errors — NLIS movements, chemical-use logsSEV-2
AGR-08Application-rate unit errors — per hectare vs per acre, concentrate vs diluteSEV-2
AGR-09Nutrient-program errors — over-application, wrong blend, runoff riskSEV-2
AGR-10Export residue-limit errors — MRL and ESI mismatch across marketsSEV-1
AGR-11Animal-welfare and husbandry misadvice — transport, heat stress, handlingSEV-2
AGR-12Irrigation and water-allocation errors — licence limits, drought restrictionsSEV-2
AGR-13Seed, variety and GM-compliance misadvice — non-approved variety, PBR, buffersSEV-2
AGR-14Grant and drought-assistance eligibility errorsSEV-3
AGR-15Tank-mix incompatibility and phytotoxicity — mix order, water pH/hardness, adjuvantsSEV-2
AGR-16Herbicide plant-back and rotational-crop carryover errorsSEV-2
AGR-17Pollinator-protection breach — bloom-time application of bee-toxic products, ignored hive contractsSEV-2
AGR-18Crop disease/pest image misidentification — over-confident diagnosis from photosSEV-2
AGR-19Autonomous machinery and robotics safety-instruction errors — geofence, collision, lockoutSEV-1
AGR-20Farm-worker safety and PPE misadvice — grain-bin entrapment, PTO, confined space, chemical handlingSEV-1
AGR-21Mycotoxin and grain-storage food-safety misadvice — moisture/temp thresholds, blending, action levelsSEV-1
AGR-22Livestock feed-ration and mineral/NPN toxicity errors — urea, copper, nitrate/prussic acid, ionophoresSEV-1
AGR-23Frost, extreme-weather and harvest-timing misadvice — crop-loss windowsSEV-2
AGR-24Farm-data privacy and cross-tenant confidentiality leakage — yield, financial, location, agronomic IPSEV-2
AGR-25Organic and certification-integrity breach — prohibited input recommended on certified landSEV-2
AGR-26Carbon-credit and sustainability-claim overstatement — unverifiable MRV, greenwashingSEV-3
AGR-27Localization and smallholder-context maladaptation — wrong-region calendar, translation, large-farm biasSEV-3
A · Agronomy-advisory copilots
AG-01Wrong hybrid's characteristics01 · RetrievalSEV-2
AG-02Soil test read off-method02 · ReadingSEV-2
AG-03Growth stage inferred wrong02 · ReadingSEV-2
AG-04Plant-back interval missed03 · CheckingSEV-1
AG-05Seasonal or buffer breach03 · CheckingSEV-1
AG-06Single trial cited as settled04 · OutputSEV-3
AG-07Evidence set tilts to a seller05 · Change / VersionSEV-3
B · Chemical-application assistants
CA-01Stale label version01 · RetrievalSEV-1
CA-02Bulletin not re-pulled01 · RetrievalSEV-1
CA-03Rate read for the wrong crop02 · CheckingSEV-1
CA-04Interval fixed to a moved date02 · CheckingSEV-2
CA-05Record missing a required field03 · Record / writeSEV-2
CA-06Conditions cleared on a forecast04 · OutputSEV-2
CA-07Silent source regression05 · Change / VersionSEV-3
C · Livestock-health triage agents
LH-01Tag lost or on another animal01 · Signal intakeSEV-1
LH-02Group signal read as illness02 · ComparisonSEV-2
LH-03Management event alerted02 · ComparisonSEV-3
LH-04Treatment record incomplete03 · Record / writeSEV-1
LH-05Reportable sign not escalated04 · EscalationSEV-1
LH-06Alert volume trains dismissal04 · EscalationSEV-3
LH-07Silent threshold regression05 · Change / VersionSEV-2
D · Commodity-marketing copilots
MK-01Contract obligation missed01 · RetrievalSEV-2
MK-02Basis from the wrong place01 · RetrievalSEV-2
MK-03Bushels counted twice02 · NettingSEV-2
MK-04Date misread02 · NettingSEV-2
MK-05Insurance interaction ignored03 · ArithmeticSEV-2
MK-06Reads as advice04 · OutputSEV-1
MK-07Silent feed regression05 · Change / VersionSEV-3
E · Farm-compliance helpers (audits, traceability)
FC-01Record never gathered01 · RetrievalSEV-3
FC-02Link breaks at commingling02 · MatchingSEV-1
FC-03Out-of-period record accepted02 · MatchingSEV-2
FC-04Thin corrective-action evidence03 · Pack / writeSEV-2
FC-05Non-conformance left out04 · OutputSEV-1
FC-06Expiry flagged too late04 · OutputSEV-2
FC-07Checklist version left behind05 · Change / VersionSEV-1
F · Irrigation-management agents
IR-01Probe drifted or badly placed01 · Sensing / retrievalSEV-3
IR-02Curtailment read too late01 · Sensing / retrievalSEV-1
IR-03Headroom overstated02 · SchedulingSEV-1
IR-04Skipped on rain that missed02 · SchedulingSEV-2
IR-05Injection into a live interval03 · Limit gateSEV-1
IR-06Set that ran only on paper04 · Run / controlSEV-2
IR-07Meter never reconciled05 · ReconciliationSEV-2
G · Autonomous-equipment supervision agents
EQ-02Telemetry gap reads as normal01 · Telemetry / intakeSEV-1
EQ-03Stale boundary file01 · Telemetry / intakeSEV-2
EQ-04Pattern only visible in aggregate02 · WatchingSEV-2
EQ-01Stop surfaced late03 · AlertingSEV-1
EQ-05Alert flood dulls the watch03 · AlertingSEV-3
EQ-06Detection limits not stated04 · OutputSEV-1
EQ-07Silent feed regression05 · Change / VersionSEV-3
H · Crop-scouting computer-vision agents
SK-01Degraded capture scored normally01 · CaptureSEV-1
SK-02Capture change read as crop change01 · CaptureSEV-3
SK-03Detection collapses at a stage02 · DetectionSEV-2
SK-04Low-prevalence problem missed02 · DetectionSEV-2
SK-05Look-alike named as the cause03 · ClassificationSEV-1
SK-06Geolocation drift04 · LocationSEV-3
SK-07Report read as a prescription05 · ReportSEV-1
I · Greenhouse climate-control copilots
GH-01Sensor drifted or badly placed01 · Sensing / retrievalSEV-3
GH-02Forecast moved, strategy did not01 · Sensing / retrievalSEV-2
GH-03Setpoint the house cannot hold02 · StrategySEV-1
GH-04Humidity held in a disease window02 · StrategySEV-2
GH-05Dosing continued with people inside03 · Envelope gateSEV-1
GH-06Command fights the climate computer04 · Write / controlSEV-1
GH-07Least-seen compartment drifts05 · ReconciliationSEV-3
J · Ag-freight & logistics agents
AF-01Live-haul limits read stale01 · Planning / intakeSEV-1
AF-02Appointment moved late01 · Planning / intakeSEV-2
AF-03Exemption misapplied02 · Plan buildSEV-1
AF-04Permit or weight missed02 · Plan buildSEV-1
AF-05Carrier not verified03 · Tender / bookSEV-1
AF-06Temperature record missing04 · Track / settleSEV-2
AF-07Silent rate-table change05 · Change / VersionSEV-3
K · Crop-insurance & ag-lending agents
CI-01Yield history unsupported01 · Record retrievalSEV-2
CI-02Wrong unit, practice or share02 · StructureSEV-1
CI-03Lien position mis-stated02 · StructureSEV-2
CI-04Deadline flagged late03 · Procedure checkingSEV-1
CI-05Claim packet short of procedure03 · Procedure checkingSEV-3
CI-06Adverse reason not traceable04 · Handoff / writeSEV-1
CI-07Silent procedure regression05 · Change / VersionSEV-3
L · Grain-elevator back-office agents
GE-01Ticket on the wrong producer01 · Ticket intakeSEV-1
GE-02Wrong contract applied02 · MatchingSEV-2
GE-03Open storage priced unasked02 · MatchingSEV-1
GE-04Shrink or moisture arithmetic wrong03 · CalculationSEV-2
GE-05Receipt issued or cancelled wrongly04 · Draft / writeSEV-1
GE-06Position drifts from the bin04 · Draft / writeSEV-3
GE-07Superseded schedule applied05 · Change / VersionSEV-2
M · Farm-labour & H-2A compliance agents
HA-03Superseded wage table01 · RetrievalSEV-3
HA-04Wrong effective date02 · ReasoningSEV-1
HA-06Corresponding employment missed02 · ReasoningSEV-1
HA-02Decrease applied mid-contract03 · Tool / writeSEV-1
HA-05Guarantee counted on hours03 · Tool / writeSEV-2
HA-01Wage figure unstamped04 · OutputSEV-2
HA-07Silent rule drift05 · Change / VersionSEV-2
N · EUDR & export market-access agents
EU-03Superseded plot record01 · RetrievalSEV-3
EU-04Point used above threshold02 · ReasoningSEV-1
EU-06Dominant-supplier blend02 · ReasoningSEV-1
EU-02Low risk taken as exempt03 · Tool / writeSEV-1
EU-05Over-declared plot set03 · Tool / writeSEV-2
EU-01Coordinate precision lost04 · OutputSEV-2
EU-07Silent rule regression05 · Change / VersionSEV-2
O · Ag-retail & input-distribution agents
DE-03Stale credential read01 · RetrievalSEV-3
DE-04Cross-branch cap breach02 · ReasoningSEV-1
DE-06Deposit-shaped prepay02 · ReasoningSEV-1
DE-02Credential not re-checked03 · Tool / writeSEV-1
DE-05Transfer booked as stock03 · Tool / writeSEV-2
DE-01Bulletin out of window04 · OutputSEV-2
DE-07Silent rule regression05 · Change / VersionSEV-2
P · Biosecurity & animal-disease event agents
QB-03Stale state status01 · RetrievalSEV-3
QB-04Sampling window missed02 · ReasoningSEV-1
QB-06Audit read as current02 · ReasoningSEV-1
QB-02Permit not yet granted03 · Tool / writeSEV-1
QB-05Split load uncovered03 · Tool / writeSEV-2
QB-01Case queued, never called04 · OutputSEV-2
QB-07Silent rule drift05 · Change / VersionSEV-2
Q · Herd production-management agents
HD-03Superseded index base01 · RetrievalSEV-3
HD-04Unlabelled interval02 · ReasoningSEV-1
HD-06Stale component economics02 · ReasoningSEV-1
HD-02Carrier-by-carrier mating03 · Tool / writeSEV-1
HD-05Medicated edit logged as feed03 · Tool / writeSEV-2
HD-01Cell count read as disease04 · OutputSEV-2
HD-07Silent index drift05 · Change / VersionSEV-2
R · Conservation & carbon-incentive agents
NC-03Replaced programme read as live01 · RetrievalSEV-3
NC-04Wrong ranking pool02 · ReasoningSEV-1
NC-06Start before obligation02 · ReasoningSEV-1
NC-02Submitted read as funded03 · Tool / writeSEV-1
NC-05Lifespan tracked to term03 · Tool / writeSEV-2
NC-01Compliance status stale04 · OutputSEV-2
NC-07Silent rule drift05 · Change / VersionSEV-2
S · Feedstock carbon-intensity & 45Z agents
ZF-03Superseded practice record01 · RetrievalSEV-3
ZF-04Nutrient budget assumed02 · ReasoningSEV-1
ZF-06Wet-weight mass balance02 · ReasoningSEV-1
ZF-02Estimate read as a score03 · Tool / writeSEV-1
ZF-05Stale soil test carried03 · Tool / writeSEV-2
ZF-01Attestation gap at handoff04 · OutputSEV-2
ZF-07Silent version regression05 · Change / VersionSEV-2
T · Machinery maintenance & repair-rights agents
XM-03Single-brand telematics01 · RetrievalSEV-3
XM-04Cross-brand code match02 · ReasoningSEV-1
XM-06Pairing left out02 · ReasoningSEV-1
XM-02Emissions inducement cleared03 · Tool / writeSEV-1
XM-05Settlement read as law03 · Tool / writeSEV-2
XM-01Wrong root cause called04 · OutputSEV-2
XM-07Silent dictionary drift05 · Change / VersionSEV-2
Guardrails
Critical guardrails for Agriculture agents
Ten controls that hold regardless of prompt, plan or pressure. Open one to see what it protects, what trips it, what the agent is forced to do, who may release it, and what is written to the record.
GR-01No chemical advice breaching label rate or withholding periodOverride defined
Target
Chemical recommendations, application rates and withholding or re-entry advice for registered products
Trigger
Advice exceeds label rate or ignores the withholding or re-entry period on the registration
Action — enforced
Block the recommendation and pin to label directions; agent may return a compliant rate and interval
Human override
Released only by a licensed agronomist confirming label directions for the product and crop
Logged evidenceproduct registration id · recommended rate · label rate · withholding period · agronomist identity · timestamp
GR-02No downgrade of a notifiable-disease signalOverride defined
Target
Disease-triage responses and biosecurity guidance covering movement, quarantine and disposal
Trigger
Symptoms match a notifiable disease yet the draft reassures or defers reporting
Action — enforced
Force escalation to the statutory reporting pathway; agent may not reassure and must advise containment
Human override
Released only by the responsible veterinary officer via the notifiable-disease reporting workflow
Logged evidencecase id · observed signs · suspected disease · escalation route · officer identity · timestamp
GR-03No export advice ignoring MRL or ESI mismatch across marketsOverride defined
Target
Pre-harvest and export-consignment advice referencing residue limits and export slaughter intervals
Trigger
Advice permits harvest or consignment breaching a destination-market residue limit or interval
Action — enforced
Hold the consignment advice and flag the market mismatch; agent may propose a compliant market or interval
Human override
Released only by the market-access officer confirming destination MRL and interval compliance
Logged evidencecommodity id · destination market · applicable MRL · ESI value · officer identity · timestamp
GR-04No cross-tenant farm-data retrievalNo override
Target
Yield, financial, location and agronomic-IP records scoped to a single grower tenant
Trigger
A request or tool call would read another grower tenant data or agronomic IP
Action — enforced
Deny the cross-tenant read and return only in-scope records; agent continues within the grower boundary
Human override
None — cannot be overridden in session
Logged evidencerequesting tenant · target tenant · denied record id · policy rule · timestamp
GR-05No confined-space or lockout entry advice outside mandated controlsNo override
Target
Worker-safety guidance for confined spaces, grain-bin entry, PTO and machine lockout tasks
Trigger
A query seeks entry or servicing steps that bypass mandated confined-space or lockout controls
Action — enforced
Refuse improvised steps and defer to the mandated safe-work procedure; agent may direct to a competent person
Human override
None — cannot be overridden in session
Logged evidencequery id · hazard class · refused guidance · referred procedure · timestamp
GR-06No feed or grain release above mycotoxin or toxicity thresholdOverride defined
Target
Grain-storage release advice and livestock feed-ration guidance against food and feed-safety thresholds
Trigger
Moisture, mycotoxin or feed-toxicity reading exceeds the action level for release or feeding
Action — enforced
Hold the batch and block the feeding advice; agent may advise testing, segregation or reconditioning
Human override
Released only by the food-safety officer confirming the reading is below the action level
Logged evidencebatch id · contaminant reading · action level · disposition · officer identity · timestamp
GR-07No bloom-time application of bee-toxic products over active hivesOverride defined
Target
Spray recommendations during bloom near managed hives and pollinator-forage areas
Trigger
A recommendation applies a bee-toxic product during bloom or against an active hive contract
Action — enforced
Block the bloom-time recommendation and flag hive contracts; agent may propose a timing or product alternative
Human override
Released only by a licensed agronomist confirming label pollinator directions and hive status
Logged evidenceproduct id · crop stage · hive contract ref · agronomist identity · timestamp
GR-08No prohibited-substance input on certified-organic landOverride defined
Target
Input recommendations for paddocks and stock under organic or other production certification
Trigger
A recommended input appears on the prohibited-substance list for the certified operation
Action — enforced
Block the recommendation and flag certification risk; agent may propose a certifier-approved input instead
Human override
Released only by the certification officer confirming the input is permitted for the operation
Logged evidencepaddock id · proposed input · certification scheme · officer identity · timestamp
GR-09No livestock movement without verified NLIS traceability recordOverride defined
Target
Livestock movement records, NLIS transfers and chemical-use logs feeding market-access audits
Trigger
A movement or transfer is recorded without a matching, verified NLIS traceability entry
Action — enforced
Hold the movement record and require reconciliation; agent may draft the entry for verification
Human override
Released only by the traceability officer after reconciling the NLIS record against the movement
Logged evidenceanimal or mob id · movement event · NLIS record ref · officer identity · timestamp
GR-10No tank-mix advice ignoring incompatibility or plant-back carryoverOverride defined
Target
Tank-mix, adjuvant and rotational-crop advice covering mix order, water chemistry and carryover
Trigger
A proposed mix or rotation risks incompatibility, phytotoxicity or herbicide plant-back carryover
Action — enforced
Hold the mix advice and flag the incompatibility; agent may propose a compatible sequence or interval
Human override
Released only by a licensed agronomist confirming compatibility and plant-back intervals for the mix
Logged evidencemix components · water profile · incompatibility flag · plant-back interval · agronomist identity · timestamp
Oversight
Human review — triggers, decisions and evidence
When a defined risk trigger fires, the affected action is routed to a named reviewer. Every decision is recorded with its correction, escalation and final outcome for full traceability.
- ConfidenceLow-confidence diagnosis
- Financial impactHigh-value input order
- Identity / change riskLivestock movement record
- Irreversible actionSpray or dosing instruction
- Policy riskWithholding or MRL conflict
- Safety controlGuardrail override
- Quality failureFailed critical evaluation
- Revieweridentity + role
- Decisionapprove / reject / amend
- Correctionwhat changed
- Escalationwho, why and severity
- Final outcomereleased / blocked / returned for rework
7 triggers · any one halts the agent
1 record · 5 fields, every time
Compliance
Regulatory mapping
- 01 Goal
- 02 Retrieval
- 03 Workflow
- 04 Task
- 05 Tool
- 06 LLM
- 07 Evaluation
- 08 Guardrail
- 10 Outcome
Pesticide labeling & use
Use inconsistent with the labeling is unlawful; the label fixes site-and-pest rates and every use restriction, and only the accepted version, with a Bulletin pulled within six months, states lawful directions.
FIFRA 7 U.S.C. 136j(a)(2)(G) · 40 CFR 156.10(i)(2) · 40 CFR 152.44(a)
Lifecycle layer:02 Retrieval · 04 Task · 08 Guardrail · 10 Outcome
- CA-01
- CA-02
- CA-03
- AG-04
- AG-05
- AGR-01
- AGR-08
- AGR-16
- AGR-17
Evaluations
Baseline evaluation suite — in detail
Baseline evaluations are completed during onboarding and repeated based on the selected plan. Agents that fail critical checks remain restricted until they pass re-testing.
- Evaluation suites
- 37
- Failure modes covered
- 167 of 167
- Cases · 10% rotated / quarter
- 2,535
- Audit-ready scorecard
- Monthly
Output evaluation4 suites · 245 cases
150 casesLabel-rate accuracycatches AGR-01
100 casesDisease-escalation recallcatches AGR-02
60 casesRegistration freshnesscatches AGR-04
60 casesBiosecurity boundarycatches AGR-06
60 casesTraceability golden-setcatches AGR-07
80 casesUnit-rate conversionscatches AGR-08
75 casesNutrient-program setcatches AGR-09
80 casesResidue-limit setcatches AGR-10
60 casesAnimal-welfare setcatches AGR-11
60 casesWater-allocation setcatches AGR-12
60 casesVariety-compliance setcatches AGR-13
50 casesAssistance-eligibility setcatches AGR-14
60 casesSpray-window safetycatches AGR-03
50 casesCommodity-price groundingcatches AGR-05
70 casesSeed tag to label rotation setcatches AG-01–07
70 casesCurrent label and bulletin setcatches CA-01–07
70 casesCorroborated animal signal setcatches LH-01–07
70 casesLedger, basis and framing setcatches MK-01–07
70 casesComplete and current audit pack setcatches FC-01–07
70 casesLawful set and reconciled meter setcatches IR-01–07
70 casesLive feed and bounded claim setcatches EQ-01–07
70 casesGated capture to caveated report setcatches SK-01–07
70 casesHoldable, safe setpoint setcatches GH-01–07
70 casesLawful haul and verified carrier setcatches AF-01–07
70 casesCrop-insurance and ag-lending control setcatches CI-01–07
70 casesGrain-elevator back-office control setcatches GE-01–07
70 casesFarm-labour and H-2A compliance control setcatches HA-01–07
70 casesEUDR and export market-access control setcatches EU-01–07
70 casesAg-retail and input-distribution control setcatches DE-01–07
70 casesBiosecurity and animal-disease event control setcatches QB-01–07
70 casesHerd production-management control setcatches HD-01–07
70 casesConservation and carbon-incentive control setcatches NC-01–07
70 casesFeedstock carbon-intensity and 45Z control setcatches ZF-01–07
70 casesMachinery maintenance and repair-rights control setcatches XM-01–07
50 casesAgronomic-interaction and integrity setcatches AGR-15 · AGR-16 · AGR-17 · AGR-18 · AGR-25
40 casesFarm-safety and food-safety guardrail setcatches AGR-19 · AGR-20 · AGR-21 · AGR-22
40 casesContext and confidentiality setcatches AGR-23 · AGR-24 · AGR-26 · AGR-27
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Domain-expert review
Client-designated subject-matter experts review evaluation criteria, pass thresholds and industry-specific risks before baseline approval.
Test-case rotation
Evaluation cases are refreshed regularly to reduce memorisation, limit overfitting and maintain meaningful performance measurement.
Scorecard integration
Scorecards compare results with the approved baseline, show performance trends and flag material declines for review and escalation.
Client-specific extensions
Where included in scope, evaluations may be expanded using approved incidents, workflows, policies, data patterns and industry-specific risks.
Monitoring
Change-aware monitoring
When agent performance changes, Nestack correlates the shift with changes to the agent, prompt, model, tools, knowledge base, guardrails and evaluation suite.
- Week 1 · 98.1%
- Week 2 · 98.0%
- Week 3 · 98.2%
- Week 4 · 98.1%
- Week 5 · 98.3%
- Week 6 · 98.1%
- Week 7 · 98.2%
- Week 8 · 93.8%
- Week 9 · 93.6%
- Week 10 · 98.1%
- Week 11 · 98.2%
- Week 12 · 98.3%
Week readouthover or select
Week 8of 12
- 05Knowledge-basekb 2026.07
93.8%Grounded-advice rate
- 7 layers stamped on every run · 12-week window
- Catches AGR-04 · stale chemical registrations
Something missing?
Don’t see your agent’s issue here?
Every AI environment is different. Share what you’re seeing, and we’ll review the behaviour, assess the risk and recommend the evaluations or controls that may help.
No commitment. Even if you never become a client, we’ll tell you what we think is happening.
Process
Universal incident runbook
Severity is assigned based on business impact, customer harm, data exposure, operational disruption and overall scope.
- SEV-1 Critical
- SEV-2 Major
- SEV-3 Moderate
- SEV-4 Minor
Automated monitoring or human review identifies unusual behaviour. Alerts are recorded and routed according to severity.
Outcomes
Not just that it ran.
What it delivered.
Observability shows the agent ran. It can’t show the spray window was met or what the work cost. Where outcome data exists, we trace each result to its session — and a named reviewer signs off the month.
- Issued
- Monthly, per engagement
- Traced
- Every figure to its session
- Signed
- By your engagement reviewer
- Used for
- Client reporting, partner review, the AgentOps scorecard
Nestack AgentOps
Agriculture fleet · monthly statement
- Agronomy recommendation issued2,410
- Chemical application logged1,860
- Traceability record filed3,940
- Compliance check cleared720
- Seasonal programmes closed12 of 12
- Workflows delivered8,930
- Outcome success rate97.9%
- Human correction required188 · 2.1%
Every figure linked to its source trace · exportable for review and audit support
Cost control
Keep agriculture AI agent costs under control
Token spend is monitored, optimised and reported as part of Agent Care — and savings never come at the expense of quality, because every change is verified against your evaluation baseline.
We review token spend by agent, workflow, model, and session so you can understand where AI costs are coming from.
Running agriculture AI agents in production?
Get a free assessment of one agent. We’ll review its behaviour, run a baseline evaluation and highlight potential risks and performance gaps.
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