Retail & E-commerceManaged AI Agents
Retail & E-commerce AI Agents,
Monitored for Accuracy
Nestack Agent Care helps retail and e-commerce teams monitor, evaluate, and optimize AI agents used for demand forecasting, pricing, order automation, and customer support — before small AI errors become revenue or inventory problems.
Scope
Retail & E-commerce AI agents we build & manage
Twenty-three archetypes — from order status and agentic checkout to product-safety reporting, import evidence and escheatment.
Shoppers6
Merchandising & pricing4
Fulfilment & loss5
Compliance & reporting8
Observability
What we make observable
Every retail and e-commerce 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.
R-01Pricing errors — wrong price, discount stacking, currency confusionSEV-1
R-02Inventory hallucination — promising stock that does not existSEV-2
R-03Refund over-generosity and abuse exploitationSEV-1
R-04Unauthorized commitments beyond policySEV-1
R-05Brand-voice violations — off-tone or competitor-praising outputSEV-2
R-06Promo, internal, or cross-customer data leakageSEV-1
R-07Recommendation feedback loops burying the catalogSEV-3
R-08Peak-season degradation under Black Friday / holiday loadSEV-2
R-09Injection via product reviews, order notes, or imagesSEV-1
R-10Payment-data exposure in transcripts or logsSEV-1
R-11Wrong-order actions — cancellations and address changes on the wrong orderSEV-2
R-12Delivery-promise errors — cutoffs, split shipments, ETAs beyond carrier SLASEV-2
R-13Age-restricted sales slips — alcohol, blades, medicines without verificationSEV-1
R-14Product-safety misinformation — recalled items recommended, unsafe-use guidanceSEV-1
R-15Loyalty and gift-card mishandling — balance hallucination, engineered redemptionsSEV-2
R-16Dispute-evidence errors — wrong or missing chargeback documentationSEV-3
R-17Runaway autonomous purchase — confirmation guardrails fail silentlySEV-2
R-18Agent checkout on scam or counterfeit storefrontsSEV-2
R-19Dark-pattern exploitation of shopping agents — sneaked add-ons, subscription trapsSEV-2
R-20First-offer bias — comparison shopping collapses under optionsSEV-3
R-21GEO poisoning and agent-targeted cloaking of recommendationsSEV-1
R-22Agent memory poisoning — dormant purchase steeringSEV-2
R-23Agentic-browser credential and wallet compromiseSEV-1
R-24Agent human-impersonation — CFAA and platform legal exposureSEV-1
R-25Agent-purchase liability vacuum — "my agent did it" disputesSEV-1
R-26Agent-spoofed fraud traffic — carding hidden in trusted-agent lanesSEV-1
R-27False declines — insult rate on humans, invisible declines on agentsSEV-2
R-28Agent crawl load — extreme crawl-to-visit ratios inflate infrastructure costSEV-3
R-29AI catalog slop — refusal-text listings, misleading AI imagery, corrupted translationsSEV-2
R-30Platform AI rewriting live listings without seller consentSEV-2
R-31On-site assistant spec hallucination and self-preferencingSEV-2
R-32Repricer feedback loops — price spirals in both directionsSEV-2
R-33Algorithmic price collusion via shared pricing enginesSEV-1
R-34In-store dynamic pricing backlash and the ESL attack surfaceSEV-2
R-35Autonomous ad-spend blowouts — platform glitches and by-design opacitySEV-2
R-36Platform AI silently rewriting ad creativeSEV-2
R-37AI creative backlash and synthetic-model disclosure failuresSEV-3
R-38Unsubstantiated claims in AI-optimized ad copy — regulatory rulingsSEV-2
R-39Discriminatory ad delivery and life-event misinferenceSEV-1
R-40Messaging agents vs consent law — TCPA exposure at machine scaleSEV-1
R-41Computer-vision false theft accusationsSEV-1
R-42Cashierless checkout misattribution and hidden human laborSEV-2
R-43Warehouse automation reshuffles injury risk to repetitive strainSEV-2
R-44Route optimization generating unsafe or infeasible routesSEV-1
R-45Autonomous delivery incidents — sidewalk robots and dronesSEV-1
R-46Algorithmic workforce scheduling harms and fair-workweek exposureSEV-2
R-47Wrongful automated seller enforcement — suspensions, fund freezes, weaponized takedownsSEV-1
R-48Voice-clone and deepfake fraud against retail contact centersSEV-1
R-49AI-supercharged bot arms race — scalping and account takeoverSEV-2
A · Customer-service & order-status agents
OS-03Stale carrier scan01 · RetrievalSEV-3
OS-04Invented delivery date02 · ReasoningSEV-1
OS-06Warranty read as a return02 · ReasoningSEV-1
OS-02Address changed post-label03 · Tool / writeSEV-1
OS-05Cancellation noted, not called03 · Tool / writeSEV-2
OS-01Disclosure deflected04 · OutputSEV-2
OS-07One channel regresses05 · Change / VersionSEV-2
B · Returns & refund agents
RT-03Cached order total01 · RetrievalSEV-3
RT-04Wrong regime applied02 · ReasoningSEV-1
RT-06Warranty denied as a return02 · ReasoningSEV-1
RT-02Duplicate refund03 · Tool / writeSEV-1
RT-05Ledger and provider diverge03 · Tool / writeSEV-2
RT-01Issuer timeline promised04 · OutputSEV-2
RT-07Superseded policy cited05 · Change / VersionSEV-2
C · Product-recommendation & search agents
RK-03Stale monetisation manifest01 · RetrievalSEV-3
RK-04Proxy feature promoted02 · ReasoningSEV-1
RK-06Review set trimmed by rating02 · ReasoningSEV-1
RK-02Config written past sign-off03 · Tool / writeSEV-1
RK-05Cohort enrolled without consent03 · Tool / writeSEV-2
RK-01Disclosure not visible04 · OutputSEV-2
RK-07Parameters move, text does not05 · Change / VersionSEV-2
D · Inventory-forecast agents
FO-01Stale on-hand snapshot01 · RetrievalSEV-3
FO-02Promotional spike read as baseline02 · ReasoningSEV-1
FO-03Protect-the-largest-banner heuristic02 · ReasoningSEV-1
FO-04Order above delegated authority03 · Tool / writeSEV-1
FO-05Reserve posted to the ledger03 · Tool / writeSEV-2
FO-06Internal number published04 · OutputSEV-2
FO-07Lead-time distribution shifts05 · Change / VersionSEV-2
E · Shipping & route-exception agents
SX-01Pre-transit scan read as delivery01 · RetrievalSEV-3
SX-02Renewed notice treated as a first02 · ReasoningSEV-1
SX-03Placarded load routed on transit time02 · ReasoningSEV-1
SX-04Re-consignment without a setpoint03 · Tool / writeSEV-1
SX-05Demurrage approved unread03 · Tool / writeSEV-2
SX-06Notice omits the refund option04 · OutputSEV-2
SX-07Carrier code changes meaning05 · Change / VersionSEV-2
F · Marketing-content agents
AD-03Expired reference price01 · RetrievalSEV-3
AD-04Structure claim escalated02 · ReasoningSEV-1
AD-06Qualified attribute generalised02 · ReasoningSEV-1
AD-02Send past the queue03 · Tool / writeSEV-1
AD-05Revoked contact re-included03 · Tool / writeSEV-2
AD-01Synthetic person undisclosed04 · OutputSEV-2
AD-07Classifier drifts open05 · Change / VersionSEV-2
G · Agentic-checkout & buy-for-me shopping agents
AK-03Stale product page01 · RetrievalSEV-3
AK-04Trial SKU chosen02 · ReasoningSEV-1
AK-06Session read as per-order02 · ReasoningSEV-1
AK-02Double charge on retry03 · Tool / writeSEV-1
AK-05Bought where agents are barred03 · Tool / writeSEV-2
AK-01Pre-tax total shown04 · OutputSEV-2
AK-07Checkout page changes05 · Change / VersionSEV-2
H · Dynamic-pricing & markdown agents
DP-03Competitor feed ingested01 · RetrievalSEV-3
DP-04Emergency read as seasonality02 · ReasoningSEV-1
DP-06Former price reconstructed02 · ReasoningSEV-1
DP-02Disclosure not emitted03 · Tool / writeSEV-1
DP-05Channels left divergent03 · Tool / writeSEV-2
DP-01Former price unsupported04 · OutputSEV-2
DP-07Silent targeting regression05 · Change / VersionSEV-2
I · Supplier-negotiation & chargeback agents
VN-03Cross-supplier retrieval01 · RetrievalSEV-3
VN-04Mis-scan read as shortage02 · ReasoningSEV-1
VN-06Silence read as acceptance02 · ReasoningSEV-1
VN-02Wrong contract netted03 · Tool / writeSEV-1
VN-05Payment held past the deadline03 · Tool / writeSEV-2
VN-01Another supplier's term quoted04 · OutputSEV-2
VN-07Silent tolerance regression05 · Change / VersionSEV-2
J · Store-associate copilots
FL-03Superseded procedure served01 · RetrievalSEV-3
FL-04Initiation misread02 · ReasoningSEV-1
FL-06Accommodation read as slowness02 · ReasoningSEV-1
FL-02Write ahead of approval03 · Tool / writeSEV-1
FL-05Push after clock-out03 · Tool / writeSEV-2
FL-01Invented policy answer04 · OutputSEV-2
FL-07Silent buffer regression05 · Change / VersionSEV-2
K · Shelf-vision & planogram-compliance agents
GX-03Stale plan pinned01 · RetrievalSEV-3
GX-04Fronted row read as empty02 · ReasoningSEV-1
GX-06Supply gap read as execution02 · ReasoningSEV-1
GX-02Unreviewed claim written03 · Tool / writeSEV-1
GX-05Identifiable frame persisted03 · Tool / writeSEV-2
GX-01Confidence lost in transit04 · OutputSEV-2
GX-07Threshold drifts on update05 · Change / VersionSEV-2
L · Loss-prevention & shrink-detection agents
ZK-03Wrong frames attached01 · RetrievalSEV-3
ZK-04Assistive movement read as concealment02 · ReasoningSEV-1
ZK-06Unrelated events linked02 · ReasoningSEV-1
ZK-02Record written outward03 · Tool / writeSEV-1
ZK-05Alert lands on the floor03 · Tool / writeSEV-2
ZK-01Score read as certainty04 · OutputSEV-2
ZK-07Threshold moves unannounced05 · Change / VersionSEV-2
M · Payment-fraud & chargeback-recovery agents
FD-03Stale reputation record01 · RetrievalSEV-3
FD-04Gift order read as fraud02 · ReasoningSEV-1
FD-06Eligibility miscounted02 · ReasoningSEV-1
FD-02Permanent block written03 · Tool / writeSEV-1
FD-05Wrong evidence attached03 · Tool / writeSEV-2
FD-01Accusation in the message04 · OutputSEV-2
FD-07Silent calibration shift05 · Change / VersionSEV-2
N · Catalog-enrichment & listing agents
EN-03Superseded spec sheet01 · RetrievalSEV-3
EN-04Rated value made absolute02 · ReasoningSEV-1
EN-06Family-wide generalisation02 · ReasoningSEV-1
EN-02Fan-out before review03 · Tool / writeSEV-1
EN-05Suppressed listing restored03 · Tool / writeSEV-2
EN-01Warning in the wrong language04 · OutputSEV-2
EN-07Attribute silently remapped05 · Change / VersionSEV-2
O · Fulfillment-exception & warehouse-orchestration agents
FX-01Stale certification table01 · RetrievalSEV-3
FX-02Protected break read as idle02 · ReasoningSEV-1
FX-03Pace raised through a heat event02 · ReasoningSEV-1
FX-04Rate written without disclosure03 · Tool / writeSEV-1
FX-05Discipline inside the window03 · Tool / writeSEV-2
FX-06Countdown implies a quota04 · OutputSEV-2
FX-07Travel-time assumption changes05 · Change / VersionSEV-2
P · Product-safety reporting & recall agents
GQ-03Ingest date used as receipt01 · RetrievalSEV-3
GQ-04One event counted twice02 · ReasoningSEV-1
GQ-06Distinct events collapsed02 · ReasoningSEV-1
GQ-02Calendar-day clock shown03 · Tool / writeSEV-1
GQ-05Date code left off03 · Tool / writeSEV-2
GQ-01Signal missing from cluster04 · OutputSEV-2
GQ-07Silent escalation regression05 · Change / VersionSEV-2
Q · Product-conformity documentation agents
GS-03Hand-written model number01 · RetrievalSEV-3
GS-04Mark taken as evidence02 · ReasoningSEV-1
GS-06Interval without predicate02 · ReasoningSEV-1
GS-02Identifier mismatch at entry03 · Tool / writeSEV-1
GS-05Stale signature carried03 · Tool / writeSEV-2
GS-01Populated but withdrawn04 · OutputSEV-2
GS-07Silent requirement regression05 · Change / VersionSEV-2
R · Forced-labour import-evidence agents
GT-03Stale list publication01 · RetrievalSEV-3
GT-04Provenance netted away02 · ReasoningSEV-1
GT-06Sector checklist gap02 · ReasoningSEV-1
GT-02Unverified clock quoted03 · Tool / writeSEV-1
GT-05Two arguments merged03 · Tool / writeSEV-2
GT-01Tier presented as complete04 · OutputSEV-2
GT-07Silent checklist regression05 · Change / VersionSEV-2
S · Unclaimed-property & escheatment agents
GW-03Processor activity field01 · RetrievalSEV-3
GW-04Reset without evidence02 · ReasoningSEV-1
GW-06Exemption without a state02 · ReasoningSEV-1
GW-02Letters on one national date03 · Tool / writeSEV-1
GW-05Reply lands after extract03 · Tool / writeSEV-2
GW-01Shipping address used04 · OutputSEV-2
GW-07Silent dormancy regression05 · Change / VersionSEV-2
T · Packaging EPR registration & reporting agents
GZ-03Specification weight used01 · RetrievalSEV-3
GZ-04One answer, many states02 · ReasoningSEV-1
GZ-06Template methodology02 · ReasoningSEV-1
GZ-02Stale deadline table03 · Tool / writeSEV-1
GZ-05Membership date missed03 · Tool / writeSEV-2
GZ-01Wrong entity registered04 · OutputSEV-2
GZ-07Silent category regression05 · Change / VersionSEV-2
U · Chemical & substance disclosure agents
HE-03Superseded agency date01 · RetrievalSEV-3
HE-04Definition carried over02 · ReasoningSEV-1
HE-06Unanswered tier rolled up02 · ReasoningSEV-1
HE-02Renewal closed as sent03 · Tool / writeSEV-1
HE-05Retention clock misstarted03 · Tool / writeSEV-2
HE-01Position without evidence04 · OutputSEV-2
HE-07Silent definition regression05 · Change / VersionSEV-2
V · PCI attestation-evidence agents
HF-03Stale channel inventory01 · RetrievalSEV-3
HF-04Criterion read too widely02 · ReasoningSEV-1
HF-06Rationale restates the answer02 · ReasoningSEV-1
HF-02Connected systems omitted03 · Tool / writeSEV-1
HF-05Passing scan kept alone03 · Tool / writeSEV-2
HF-01Entry without evidence04 · OutputSEV-2
HF-07Silent eligibility regression05 · Change / VersionSEV-2
W · Supply-chain transparency statement agents
HG-03Superseded scope record01 · RetrievalSEV-3
HG-04Criterion answered too widely02 · ReasoningSEV-1
HG-06Repetition read as evidence02 · ReasoningSEV-1
HG-02Negative criterion dropped03 · Tool / writeSEV-1
HG-05Approval body unrecorded03 · Tool / writeSEV-2
HG-01Assertion without evidence04 · OutputSEV-2
HG-07Silent criterion regression05 · Change / VersionSEV-2
Guardrails
Critical guardrails for Retail & e-commerce 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 refund or credit above policy ceilingOverride defined
Target
Refund, credit, goodwill and waiver actions across storefront, marketplace and contact-centre channels
Trigger
Requested amount or concession exceeds the authorised ceiling for this customer tier and order
Action — enforced
Platform holds the transaction and routes it to a supervisor queue; agent may still quote published policy
Human override
CX supervisor releases the hold in the case-management console with recorded justification
Logged evidenceorder id · customer id · requested vs ceiling amount · policy version · approver identity · UTC timestamp
GR-02No price or promotion published outside approved guard bandsOverride defined
Target
Repricer output, promotion stacking and electronic shelf-label pushes across web, app and in-store channels
Trigger
Proposed price breaches the floor-to-ceiling band, undercuts cost basis or stacks discounts beyond configured depth
Action — enforced
Platform blocks publication and reverts to the last approved price; agent may submit the change for merchandising review
Human override
Merchandising lead approves out-of-band changes in the pricing console with dual sign-off
Logged evidenceSKU · proposed vs approved price · band version · triggering rule id · channel · UTC timestamp
GR-03No cross-customer retrieval in any sessionNo override
Target
Order history, loyalty balances, saved payment tokens and promo eligibility across all customer accounts
Trigger
Any retrieval or tool call references an identifier outside the authenticated session’s account scope
Action — enforced
Platform denies the call and strips the foreign record from context; agent may serve only the verified account
Human override
None — cannot be overridden in session
Logged evidencesession id · authenticated customer id · blocked identifier · denied query hash · policy version · UTC timestamp
GR-04No instruction embedded in reviews, order notes or images executedNo override
Target
Product reviews, order notes, seller messages, uploaded images and scraped listings entering agent context
Trigger
Ingested content carries imperative phrasing, tool-call syntax or links steering agent behaviour
Action — enforced
Platform quarantines the artifact and processes it as inert data; agent may summarise it but never obey it
Human override
None — cannot be overridden in session
Logged evidenceartifact id · source channel · matched pattern class · content hash · session id · UTC timestamp
GR-05No raw card data in model context or logsOverride defined
Target
Chat transcripts, voice transcriptions, tool payloads, agent memory and observability pipelines platform-wide
Trigger
PAN, CVV or wallet-credential pattern detected in any prompt, completion or log stream
Action — enforced
Platform redacts to a vault token before persistence and blocks the turn; agent may reference last-four digits only
Human override
Payments security officer adjusts detection rules via PCI change-control ticket
Logged evidenceredaction event id · pattern class · vault token reference · channel · ruleset version · UTC timestamp
GR-06No age-restricted item sold without verified ageOverride defined
Target
Checkout, substitution and click-and-collect flows for alcohol, blades, medicines and other age-gated lines
Trigger
Basket contains an age-gated SKU with no valid verification token for this order
Action — enforced
Platform blocks sale and substitution of that line; agent may start the verification flow or remove the item
Human override
Compliance manager releases a single order after a documented manual ID check
Logged evidenceSKU · order id · verification token status · jurisdiction ruleset version · final disposition · UTC timestamp
GR-07No recalled or safety-flagged item recommended or soldOverride defined
Target
Search, recommendations, substitutions and replenishment actions across the entire catalog and marketplace
Trigger
SKU or listing matches the synced recall and safety-hold register at decision time
Action — enforced
Platform suppresses the item everywhere and cancels pending replenishment; agent may state recall status and remedy steps
Human override
Product-safety lead clears the register entry after documented regulator clearance
Logged evidenceSKU · recall register version · suppression scope · blocked action type · clearing authority · UTC timestamp
GR-08No account or payout change on voice match aloneOverride defined
Target
Contact-centre changes to addresses, payout details, credentials and high-value order placement
Trigger
Sensitive change requested with only voice, caller ID or chat assertion as identity proof
Action — enforced
Platform forces confirmation on the registered out-of-band channel before executing; agent may stage the change meanwhile
Human override
Fraud-operations lead approves through the step-up identity workflow with documented checks
Logged evidencecase id · requested change · liveness score · out-of-band confirmation id · approver identity · UTC timestamp
GR-09No theft accusation issued on model output aloneOverride defined
Target
Computer-vision loss-prevention alerts and cashierless checkout attribution across all store estates
Trigger
A vision or attribution model flags a shopper for suspected theft or unpaid items
Action — enforced
Platform holds the alert for trained staff review; agent may never confront, accuse or bill the shopper
Human override
Loss-prevention supervisor confirms with corroborating footage in the case-review tool
Logged evidencealert id · camera and model versions · confidence score · reviewer identity · final disposition · UTC timestamp
GR-10No seller suspension or fund freeze without human adjudicationOverride defined
Target
Marketplace enforcement: listing takedowns, seller suspensions and payout freezes on third-party accounts
Trigger
An automated enforcement model recommends suspension, takedown or fund freeze against a seller
Action — enforced
Platform stages the action pending adjudication; agent may assemble the evidence bundle and notify the seller of review
Human override
Marketplace integrity manager executes after documented adjudication in the enforcement console
Logged evidenceseller id · model rationale · evidence bundle hash · adjudicator identity · decision · UTC 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 order match
- Financial impactHigh-value refund or credit
- Identity / change riskAddress or payment change
- Irreversible actionPrice or order execution
- Policy riskRestricted-item sale
- 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
- 09 Human review
- 10 Outcome
Pricing & advertising claims
Deceptive acts are unlawful whoever drafts them. A former price must have been openly offered recently; environmental and health claims need qualification, so generated copy that escalates or generalises a claim binds the merchant.
15 U.S.C. 45(a)(1) · 16 CFR 233.1 · 16 CFR 260.4(b)
Lifecycle layer:02 Retrieval · 06 LLM · 07 Evaluation · 10 Outcome
- R-01
- R-38
- R-29
- AD-03
- AD-04
- AD-06
- AD-07
- DP-06
- DP-01
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
- 47
- Failure modes covered
- 49
- Retired & rotated / quarter
- 10%
- Audit-ready scorecard
- Monthly
Output evaluation4 suites · 380 cases
150 casesPricing edge casescatches R-01
80 casesAvailability & race conditionscatches R-02
60 casesAdversarial refund scriptscatches R-03
100 casesCommitment boundariescatches R-04
120 casesBrand & toxicity rubriccatches R-05
60 casesIsolation & secret-leakcatches R-06
80 patternsUGC injectioncatches R-09
40 casesPCI-leakcatches R-10
70 casesOrder-action integritycatches R-11
60 casesDelivery-promise setcatches R-12
50 casesRestricted-sales gatecatches R-13
50 casesRecall-and-safety setcatches R-14
60 casesLoyalty-integrity setcatches R-15
40 casesDispute-evidence setcatches R-16
50 casesCatalog-diversity monitorcatches R-07
40 casesPeak-load rehearsalcatches R-08
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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 · 98.3%
- Week 2 · 98.2%
- Week 3 · 98.4%
- Week 4 · 98.3%
- Week 5 · 98.5%
- Week 6 · 98.3%
- Week 7 · 98.4%
- Week 8 · 94.0%
- Week 9 · 93.8%
- Week 10 · 98.3%
- Week 11 · 98.4%
- Week 12 · 98.5%
Week readouthover or select
Week 8of 12
- 04Tooltools 11.3
94.0%Catalog-accuracy rate
- 7 layers stamped on every run · 12-week window
- Catches R-02 · inventory hallucination
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 order shipped 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
Retail & e-commerce fleet · monthly statement
- Order issue resolved14,280
- Refund processed3,140
- Delivery exception cleared2,460
- Catalogue record corrected5,820
- Peak-day service levels met30 of 30
- Workflows delivered25,700
- Outcome success rate98.5%
- Human correction required386 · 1.5%
Every figure linked to its source trace · exportable for review and audit support
Cost control
Keep retail & e-commerce 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 retail & e-commerce 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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