Sec 01 · OverviewManaged AI Agent Operations · Agriculture
Your agriculture AI agents,
run like production systems.
Nestack Agent Care operates the AI agents behind your crops and growing, livestock, markets and inputs, and farm compliance. We watch every run, from agronomy advice to grain back-office work, so a wrong irrigation call or a missed audit record is caught before it becomes a costly field or compliance mistake.
- Failure modes catalogued
- 146
- Agent playbooks
- 17
- Enterprise critical SLA
- 30 min
- Continuous agent operations
- 24/7
PlaybooksSection 02
Pick your agent
Choose from 17 agriculture agent playbooks to see what each agent does, where it can fail, and how we keep it reliable, compliant, secure, and production-ready.
Assemble field history, soil and tissue tests, variety data and trial evidence into a sourced pack, checked against the nutrient plan and the label's rotational restrictions — the agronomist advises.
Open Agronomy-advisory copilots7 failure modes
Watch sensor, production, feed, water and stockperson signals across the herd, rank the animals that need a look and escalate with their history — the veterinarian diagnoses, prescribes and sets any withdrawal period.
Open Livestock-health triage agents7 failure modes
Show priced and unpriced bushels against production, contracts and delivery obligations, and do the arithmetic on the scenarios asked for — the decision stays with the grower and their broker or adviser.
Open Commodity-marketing copilots7 failure modes
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.
Open Farm-compliance helpers (audits, traceability)7 failure modes
Plan sets from soil moisture, weather and crop demand, test them against allocation and restrictions, run what the farm pre-authorised and reconcile the water applied against the meter.
Open Irrigation-management agents7 failure modes
Read drone, satellite and ground imagery for anomalies, geolocate each one and rank the walk — the cause is confirmed in the field, and any treatment belongs to an agronomist and a certified applicator.
Open Crop-scouting computer-vision agents7 failure modes
Propose temperature, humidity, CO2, screen, vent and lighting setpoints against the crop strategy your grower set, move them only inside a signed envelope, and leave the climate computer's safety logic untouched.
Open Greenhouse climate-control copilots7 failure modes
Plan loads against harvest and delivery windows, book from an approved carrier and rate list, track in transit and reconcile the invoice — with welfare, food-safety and hours rules held by a person.
Open Ag-freight & logistics agents7 failure modes
Assemble acreage, production and claim paperwork against the policy's own procedure, and build the credit file a lender asks for — a licensed agent, a loss adjuster and the lender decide.
Open Crop-insurance & ag-lending agents7 failure modes
Match scale tickets to the producer and contract, apply the posted schedule, do the shrink and discount arithmetic, and draft the settlement — a person approves every payment and receipt.
Open Grain-elevator back-office agents7 failure modes
Track the job-order dates, hold the AEWR in force for your state and skill level, watch the housing, transport and guarantee obligations, and hold the file for the employer who signs it.
Open Farm-labour & H-2A compliance agents7 failure modes
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.
Open EUDR & export market-access agents7 failure modes
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.
Open Ag-retail & input-distribution agents7 failure modes
Watch premises signals, assemble the movement, permit and indemnity evidence an event needs, and prompt the call — the accredited veterinarian diagnoses and reports, and the state official decides the movement.
Open Biosecurity & animal-disease event agents7 failure modes
Run the breeding calendar, the ration record and the component and culling numbers behind them — the herd manager decides, and the veterinarian's prescription and feed directive stay untouched.
Open Herd production-management agents7 failure modes
Match practices to the ranking pools open to your ground, keep the batching dates in view, and assemble the evidence a contract needs — the producer signs and a delegated NRCS official obligates.
Open Conservation & carbon-incentive agents7 failure modes
Assemble the field practice records, mass-balance documentation and CI inputs your fuel producer needs, mark what is still missing, and hold every load for your grain originator to release.
Open Feedstock carbon-intensity & 45Z agents7 failure modes
Regulatory map
The rules your agriculture agents answer to
Every failure mode in the Agriculture playbook is mapped to the rule it could breach. These are the 16 regulatory areas we watch, each with its citation.
- 01Pesticide labeling & useFIFRA 7 U.S.C. 136j(a)(2)(G) · 40 CFR 156.10(i)(2) · 40 CFR 152.44(a)6 failure modes
- 02Animal disease reporting & interstate movement9 CFR 161.4(f) · 9 CFR 146.14(b) · 9 CFR 78.79 failure modes
- 03Worker protection & application conditions40 CFR 170.407 · 40 CFR 170.505(b) · 40 CFR 170.311(b)5 failure modes
- 04Food, feed & residue safety21 U.S.C. 346a(a)(1) · 21 CFR 1.1350 · 21 CFR 530.59 failure modes
- 05Restricted-use sales & applicator competency7 U.S.C. 136j(a)(2)(F) · 40 CFR 171.303(b)(7)(vii) · 21 CFR 1310.04(e)8 failure modes
- 06Livestock & freight transport49 U.S.C. 80502(a) · 49 CFR 395.1(k) · 23 CFR 658.177 failure modes
Sec 03 · Procedures
Onboard → Observe → Respond → Improve → Verify
We instrument your agents, watch them around the clock, turn incidents into fixes, verify that improvements hold, and deliver a monthly audit-ready scorecard your board or regulator can read.
When an agent misbehaves, nobody improvises — the crew flies the procedure.
Agent incident response
Applies: SEV-1 / SEV-2 / SEV-3
DetectEP-1
An alert, failed evaluation, guardrail event or human reviewer identifies a risky session. The case is acknowledged according to the applicable response target.
ContainEP-2Memory item
For a SEV-1 incident, pause the affected workflow, restrict the risky tool or move the agent into an agreed safe mode before full diagnosis. Containment authority is established during onboarding.
DiagnoseEP-3
Correlate the goal, retrieval, plan, workflow, task, tool, LLM, evaluation and guardrail records; identify the affected slice, classify the failure mode, and locate the earliest critical decision that caused the issue.
RemediateEP-4
Apply the relevant runbook and correct the affected prompt, workflow, tool configuration, data source or guardrail. Link the change to the originating evidence and verify the affected slice through targeted output, step or trajectory evaluations before restoring autonomy.
NotifyEP-5
Notify the client according to the agreed communication target. SEV-1 updates include affected agents, impacted sessions, containment status, probable source and next action.
LearnEP-6
Complete the post-incident review within five business days. Close the incident only after the failure mode, corrective action and verification evidence are recorded, and the relevant evaluation case, guardrail or runbook has been updated.
Nestack Agent Care contains the immediate risk, identifies the failed operational layer, verifies the corrective action, and converts the incident into reusable evidence for future monitoring and evaluation.
AI Agent Care pricing, made simple
Per agent. Per month. Pay only for the AI agents actively running in production.
Agent Care
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