Supply Chain / LogisticsManaged AI Agents
Supply Chain / Logistics AI Agents,
Monitored for Compliance
Nestack Agent Care helps supply-chain teams monitor, evaluate, and optimize AI agents used for demand forecasting, sanctions screening, logistics coordination, and documentation — before small AI errors become compliance or delivery issues.
Scope
Supply Chain / Logistics AI agents we build & manage
Thirteen archetypes — from demand forecasting to disruption response and customs compliance.
Planning & sourcing5
- Demand-forecasting
- Order & replenishment
- Supplier-management
- Freight-procurement & rate-negotiation
- S&OP scenario
Transport & visibility5
- Shipping-documentation
- Track-and-trace
- Disruption-response
- Logistics-exception triage
- Carrier-communication voice
Trade & warehouse3
- Customs & tariff-compliance
- Inventory-rebalancing
- Warehouse-operations
Observability
What we make observable
Every supply-chain 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.
SUP-01Order and forecast errors — wrong quantities, timing, locationsSEV-2
SUP-02Sanctions / denied-party screening missesSEV-1
SUP-03Inventory misstatement — phantom stock, wrong locationsSEV-2
SUP-04Shipping-document errors — codes, weights, declarationsSEV-2
SUP-05Unauthorized purchase commitmentsSEV-1
SUP-06Supplier-data leakage — pricing, capacity to competitorsSEV-2
SUP-07Injection via supplier documents and EDI contentSEV-1
SUP-08Bullwhip amplification — replenishment overreacting to demand noiseSEV-2
SUP-09Lead-time hallucination — invented transit and production times in plansSEV-2
SUP-10UOM confusion — eaches, cartons, pallets and conversions crossedSEV-2
SUP-11Batch-rotation errors — FEFO violated, short-dated stock shippedSEV-2
SUP-12Disruption-reroute errors — alternatives ignoring customs, capacity and costSEV-2
SUP-13Service-level misreporting — OTIF inflated in performance dashboardsSEV-3
Trade & customs compliance
SUP-14Tariff misclassification and undervaluation — duty exposure at entrySEV-1
SUP-15Origin misrepresentation — transshipment, FTA claims, AD/CVD scopeSEV-1
SUP-16Forced-labor exposure — UFLPA entity and sub-tier missesSEV-1
SUP-17Dangerous-goods misdeclaration — batteries and chemicals booked as general cargoSEV-1
SUP-18Export-control misclassification — ECCN, jurisdiction, deemed exportsSEV-1
SUP-19Filing-clock misses — ISF lodged late or mismatched to the billSEV-3
SUP-20Carbon-border declaration errors — CBAM values and registrationSEV-3
Transportation & warehouse operations
SUP-21Fictitious-carrier acceptance — double-brokering and identity fraudSEV-1
SUP-22Demurrage and detention blowouts — free-time clocks missedSEV-2
SUP-23Freight rating and audit errors — class, accessorials, duplicate paySEV-2
SUP-24Cold-chain setpoint errors — °C/°F flips, suppressed excursionsSEV-1
SUP-25Cargo-claim time bars missed — Carmack and tariff deadlinesSEV-2
SUP-26ETA fabrication — confident promises on noisy tracking dataSEV-3
SUP-27Volume-commitment errors — MQC shortfalls and dead freightSEV-2
Planning & inventory
SUP-28Phantom-demand ordering — double-booked orders read as realSEV-1
SUP-29Forecast blind spots — promotions, cannibalization, cold startsSEV-2
SUP-30Shortage-allocation breaches — contract entitlements violatedSEV-1
SUP-31Master-data and parameter corruption — safety stock, lot sizes, lead timesSEV-1
SUP-32Plan nervousness — rescheduling churn flooding suppliersSEV-2
SUP-33Silent model and data drift — regime shifts, provider updatesSEV-2
SUP-34Demand-feed poisoning — corrupted POS and telemetry inputsSEV-2
SUP-35Scenario hallucination — invented capacity and rates in what-ifsSEV-2
Agentic & systemic
SUP-36Destructive tool calls — wrong-parameter actions on live systemsSEV-1
SUP-37Memory poisoning — false facts persisted into agent memorySEV-1
SUP-38Credential and privilege abuse — agent identities over-scopedSEV-1
SUP-39Cascading multi-agent failures — one bad handoff propagatingSEV-1
SUP-40Negotiation exploitation and collusion — agents gamed or colludingSEV-1
SUP-41Automation-bias collapse — override rates trending to zeroSEV-2
SUP-42Runaway loops — unbounded tool calls and token spendSEV-3
Guardrails
Critical guardrails for Supply-chain 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 shipment booking without denied-party screeningOverride defined
Target
Booking, routing and export workflows touching consignees, carriers, banks and end users
Trigger
Any party on the transaction unscreened, or screened against a stale list version
Action — enforced
Platform blocks the booking and holds documents; agent may re-screen against the current list and resubmit.
Human override
Trade-compliance officer via documented match-resolution recorded on the shipment file
Logged evidenceshipment id · screened-party list · list version and date · match results · resolution timestamp
GR-02No cross-supplier disclosure of pricing or capacityNo override
Target
Supplier quotes, capacity data and negotiation records partitioned per vendor relationship
Trigger
Retrieval or generation exposing one supplier’s commercial data inside another supplier’s context
Action — enforced
Platform blocks the fetch and scrubs session memory of foreign-vendor content; agent may use only current-vendor records.
Human override
None — cannot be overridden in session
Logged evidencesession id · vendor partition labels · blocked record ids · memory-scrub hash · block timestamp
GR-03No instruction embedded in EDI or supplier documents ever executedNo override
Target
Inbound EDI messages, ASNs, invoices, packing lists and carrier updates parsed by agents
Trigger
Imperative or tool-directing text detected inside any supplier-supplied message, document or feed
Action — enforced
Platform neutralizes the content to inert data and refuses execution; agent may extract fields and continue processing.
Human override
None — cannot be overridden in session
Logged evidencemessage hash · detected instruction span · sender EDI id · sanitized copy hash · detection timestamp
GR-04No purchase commitments beyond delegated authorityOverride defined
Target
PO creation, volume commitments and contract amendments in procurement and planning systems
Trigger
Draft PO or commitment exceeding the agent’s value, category or volume authority
Action — enforced
Platform holds the PO unreleased and routes it for approval; agent may prepare documentation and propose alternatives.
Human override
Supply-chain director via approval workflow recorded against the PO number
Logged evidencePO number · requested vs authorized value · authority matrix version · approver identity · approval timestamp
GR-05No dangerous goods booked as general cargoOverride defined
Target
Bookings, declarations and labels for batteries, chemicals and other regulated hazmat classes
Trigger
SKU with a hazmat classification, or unclassified chemistry, entering a general-cargo booking
Action — enforced
Platform blocks the booking and forces DG classification; agent may rebook with proper class, packing and declarations.
Human override
Certified DG specialist via signed declaration referencing 49 CFR, IATA DGR or IMDG
Logged evidencebooking id · SKU hazmat class · UN number · declaration document hash · specialist identity · block timestamp
GR-06No customs filing with unverified origin or classificationOverride defined
Target
Entry filings, HTS codes, declared values and origin claims across all import lanes
Trigger
Filing where classification, valuation or origin lacks a verified source document
Action — enforced
Platform holds the filing before submission; agent may assemble supporting documents and request broker verification.
Human override
Licensed customs broker via classification ruling or documented verification on file
Logged evidenceentry number · HTS code and basis · origin evidence ids · declared value source · hold timestamp
GR-07No sourcing from unscreened sub-tier suppliersOverride defined
Target
Supplier onboarding and sourcing decisions across tier-1 and mapped sub-tier networks
Trigger
Sourcing step where any mapped tier lacks UFLPA entity-list and forced-labor screening
Action — enforced
Platform blocks the award and freezes the supplier record; agent may complete sub-tier mapping and screening first.
Human override
Chief procurement officer via documented supply-chain tracing package on file
Logged evidencesupplier id · tier map hash · entity-list version · screening outcomes · clearance timestamp
GR-08No tender to unverified carriersOverride defined
Target
Load tendering, carrier onboarding and rate-confirmation flows across brokered and contracted freight
Trigger
Tender to a carrier failing authority, insurance or identity checks against FMCSA records
Action — enforced
Platform blocks the tender and flags the carrier record; agent may verify credentials or select a vetted carrier.
Human override
Carrier-compliance manager via completed vetting file linked to the carrier code
Logged evidenceload id · carrier MC and DOT numbers · verification results · insurance certificate hash · block timestamp
GR-09No cold-chain setpoint change without dual validationOverride defined
Target
Reefer setpoints, temperature units and excursion alarms on perishable and pharma lanes
Trigger
Setpoint write, unit conversion or alarm suppression attempted on an active cold-chain shipment
Action — enforced
Platform blocks the write and keeps alarms live; agent may propose the change with unit-checked justification for validation.
Human override
Cold-chain quality manager via two-person validation logged on the shipment
Logged evidenceshipment id · current and requested setpoint · unit fields · validator identities · validation timestamp
GR-10No unreviewed writes to planning master dataOverride defined
Target
Safety-stock levels, lot sizes, lead times and BOM parameters in ERP and planning systems
Trigger
Agent-initiated parameter write outside an approved change window or without review linkage
Action — enforced
Platform stages the write in a pending queue; agent may attach impact analysis and await planner release.
Human override
Master-data owner via change-request approval in the ERP workflow
Logged evidenceparameter path · before and after values · change-request id · approver identity · release 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 forecast call
- Financial impactHigh-value order commitment
- Identity / change riskCarrier or supplier change
- Irreversible actionOrder release or reroute
- Policy riskDenied-party or tariff flag
- 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
- 03 Workflow
- 04 Task
- 05 Tool
- 06 LLM
- 07 Evaluation
- 08 Guardrail
- 09 Human review
- 10 Outcome
Trade compliance
strict-liability territory.
Sanctions and denied-party screening
Lifecycle layer:04 Task · 07 Evaluation · 08 Guardrail
- SUP-02
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.
- Detailed case sets
- 37
- Failure modes covered
- 42
- Retired & rotated / quarter
- 10%
- Audit-ready scorecard
- Monthly
Output evaluation6 suites · 380 cases
80 casesScreening recallcatches SUP-02
100 casesOrder accuracycatches SUP-01
100 casesDocument accuracycatches SUP-04
60 casesForecast accuracycatches SUP-01
60 casesPO authoritycatches SUP-05
40 patternsSupplier injectioncatches SUP-07
40 casesReplenishment-stability setcatches SUP-08
60 casesLead-time provenance setcatches SUP-09
60 casesUOM-conversion setcatches SUP-10
40 casesFEFO-rotation setcatches SUP-11
40 casesReroute-constraint setcatches SUP-12
40 casesOTIF-integrity setcatches SUP-13
60 casesInventory-truth setcatches SUP-03
60 casesSupplier-confidentiality setcatches SUP-06
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Department lead review
For applicable high-risk agents, the client’s designated department leader reviews the evaluation criteria and pass thresholds before baseline approval.
Test-case rotation
Evaluation cases are refreshed regularly to reduce memorisation and maintain reliable performance measurement.
Scorecard integration
Scorecards track results against the approved baseline and flag material declines for review and escalation.
Department-specific extensions
Where included in scope, evaluations may be expanded using approved workflows, tools, templates, policies, and incident history.
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 · 97.9%
- Week 2 · 97.8%
- Week 3 · 98.0%
- Week 4 · 97.9%
- Week 5 · 98.1%
- Week 6 · 97.9%
- Week 7 · 98.0%
- Week 8 · 92.2%
- Week 9 · 92.0%
- Week 10 · 97.9%
- Week 11 · 98.0%
- Week 12 · 98.1%
Week readouthover or select
Week 8of 12
- 03Modelopus 4.6 · 0612
92.2%Plan-grounding rate
- 7 layers stamped on every run · 12-week window
- Catches SUP-33 · silent model and data drift
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.
Cost control
Keep supply chain / logistics 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 supply chain / logistics 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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