InsuranceManaged AI Agents
Insurance AI Agents,
Monitored for Fairness
Nestack Agent Care helps insurers monitor, evaluate, and optimize AI agents used for underwriting, claims processing, fraud detection, and customer service — before small AI errors become unfair, non-compliant, or costly outcomes.
Scope
Insurance AI agents we build & manage
Twenty-one archetypes — from FNOL intake and life underwriting to rate filing and AI governance.
Service & distribution5
Underwriting4
Claims7
Risk & compliance5
Observability
What we make observable
Every insurance 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.
Core catalog
F-01Wrongful claim denial support on valid claimsSEV-1
F-02Fraud slippage — fraudulent claims scored cleanSEV-2
F-03Discriminatory outcomes via protected-class proxiesSEV-1
F-04Hallucinated policy terms — invented coverage or exclusionsSEV-1
F-05Stale rates or regulations after a filing changeSEV-2
F-06Unlicensed advice — crossing into regulated recommendationsSEV-1
F-07Amount or currency parsing errors (USD/AUD, decimals)SEV-2
F-08Audit-trail gaps — decisions without complete reasoning recordsSEV-2
F-09Injection via claim documents (poisoned PDFs, emails)SEV-1
F-10Cost-per-claim driftSEV-3
F-11Reserve-estimate errors — reserves set from unverified damage assessmentsSEV-2
F-12Missed subrogation and recovery flagsSEV-3
F-13Sanctions and PEP screening misses in KYC flowsSEV-1
F-14Vulnerable-customer mishandling — hardship and distress cues not escalatedSEV-1
F-15Disclosure-version errors — wrong PDS or policy wording quotedSEV-2
F-16Claim-status hallucination — invented progress, payment dates, next stepsSEV-2
Claims adjudication & utilization management
F-17Population-model override of individualized assessmentSEV-1
F-18Appeal-asymmetry exploitation — denials that stick by attrition, not accuracySEV-1
F-19Rubber-stamp human review at machine speedSEV-1
F-20Tunable denial-rate "dial" in vendor modelsSEV-1
F-21Algorithmic outlier-targeting of ongoing treatmentSEV-1
F-22Clinician-review bypass and non-specific AI denial lettersSEV-1
F-23Undisclosed AI reliance — bad-faith and unjust-enrichment exposureSEV-2
Valuation, payout & claims operations
F-24Embedded payout-suppression constants in valuation enginesSEV-1
F-25Algorithm-as-settlement-ceiling — adjusters forced to the engine's numberSEV-2
F-26Horizontal underpayment via one shared repricing algorithmSEV-1
F-27Parametric trigger miscalibration — wrongful non-payoutSEV-1
F-28FNOL triage severity misclassification — urgent claims parked in slow queuesSEV-2
F-29STP leakage — the auto-approval band exploited at scaleSEV-1
Fraud, security & adversarial
F-30Generative-media claim evidence — synthetic photos, receipts and documentsSEV-1
F-31Fraud-threshold gaming by organized ringsSEV-2
F-32SIU false-positive scrutiny with disparate impactSEV-1
F-33Biometric/behavioral claimant scoring — the decision basis is the liabilitySEV-2
F-34Voice-clone bypass of call-center authenticationSEV-1
F-35AI-scaled account takeover of policyholder portalsSEV-2
F-36Data poisoning of fraud/underwriting training loopsSEV-2
F-37Model extraction via quoting and scoring APIsSEV-3
F-38Quote-tool and AI-pipeline PII leakageSEV-1
F-39Ghost broking at AI scale — fake policies and cloned portalsSEV-1
F-40Synthetic identities passing accelerated underwritingSEV-2
F-41AI-forged consent artifacts in enrollmentSEV-1
Underwriting, pricing & actuarial
F-42Unlawful data-supply-chain inputs to pricingSEV-1
F-43Telematics trip misattribution — passenger trips scored as the insured's drivingSEV-2
F-44Aerial-imagery misclassification driving nonrenewalsSEV-1
F-45Fairness-testing obligation without a defined methodologySEV-2
F-46Unfileable black-box rating models — predictive but legally unusableSEV-2
F-47Price optimization on customer inertia — price walkingSEV-2
F-48Pricing monoculture and algorithmic tacit collusionSEV-2
F-49Catastrophe-model blind spots and miscalibrationSEV-1
F-50Accelerated-underwriting mortality slippageSEV-2
F-51Ungoverned GenAI inside actuarial work productsSEV-2
F-52EU AI Act high-risk non-conformity — life and health pricingSEV-1
Distribution, sales & servicing
F-53Chatbot misrepresentation binds the carrierSEV-2
F-54Quote-bind mismatch in agentic quoting pipelinesSEV-2
F-55TCPA liability for AI-voice outbound salesSEV-1
F-56Consent-farm lead reliance — purchased "consent" that never existedSEV-1
F-57Deepfake ads feeding distribution funnelsSEV-1
F-58Unauthorized enrollment and plan-switching via automated toolingSEV-1
F-59Failure to disclose AI identity in sales interactionsSEV-2
F-60Producer-licensing gap — AI performing licensed actsSEV-2
F-61Automated suitability failures — robo-twisting and churningSEV-2
F-62AI-washing — capability overclaiming as deception per seSEV-2
F-63E&O coverage gap for AI-caused distribution errorsSEV-2
Systemic & organizational
F-64Vendor concentration — market-correlated errorsSEV-1
F-65Silent model drift in production — nothing looks brokenSEV-2
F-66Multi-agent handoff context loss in claims workflowsSEV-2
F-67AI-to-human escalation failure against regulatory clocksSEV-2
A · Claims triage & adjudication-support agents
CL-01Thin notice reads as simple01 · Notice intakeSEV-2
CL-02Coverage issue not surfaced02 · Policy readSEV-1
CL-03Severity under-scored03 · ScoringSEV-1
CL-04Litigation signal missed03 · ScoringSEV-2
CL-05Adjuster lacks the authority04 · Routing & handoverSEV-1
CL-06Reserve indicators not flagged04 · Routing & handoverSEV-3
CL-07Triage drifts by channel05 · Drift / VersionSEV-1
B · Underwriting data-gathering agents
UW-01Proxy variable admitted01 · Source orderingSEV-1
UW-02Record on the wrong risk02 · Entity matchingSEV-1
UW-03Conflict settled silently03 · ReconciliationSEV-1
UW-04Unit or basis mismatch03 · ReconciliationSEV-3
UW-05Stale record read as current04 · File / handoverSEV-2
UW-06Provenance lost04 · File / handoverSEV-1
UW-07Coverage thins by cohort05 · Drift / VersionSEV-2
C · KYC / AML screening assistants
KY-01Screened on a stale version01 · Source pullSEV-1
KY-02Transliteration never matched02 · Name matchingSEV-1
KY-03Shared-component flood02 · Name matchingSEV-3
KY-04Ownership lands on a namesake03 · OwnershipSEV-1
KY-05Thin entry read as noise04 · Alert & handoverSEV-2
KY-06The hit reaches the customer04 · Alert & handoverSEV-1
KY-07Coverage narrows unnoticed05 · Config / VersionSEV-1
D · Policy-servicing copilots
PS-01Answered from the wrong period01 · Policy readSEV-1
PS-02Exclusion or condition missed01 · Policy readSEV-1
PS-03Endorsement rated or dated wrong02 · Answer / changeSEV-2
PS-04Certificate overstates cover02 · Answer / changeSEV-1
PS-05Rating consequence not flagged03 · Consequence checkSEV-3
PS-06Cancelled on short notice04 · Send & write-backSEV-3
PS-07Wording drifts into a promise05 · Drift / VersionSEV-1
E · Collections & negotiation agents
CN-01Stop request not honoured01 · PermissionsSEV-1
CN-02Chased a balance not owed01 · PermissionsSEV-2
CN-03Contacted outside permitted hours02 · Cadence & timingSEV-1
CN-04Cap counted per channel02 · Cadence & timingSEV-3
CN-05Hardship disclosure missed03 · SignalsSEV-1
CN-06Plan the file cannot carry04 · OfferSEV-2
CN-07Consequence overstated05 · ContactSEV-1
F · Fraud-review assistants
FR-01Indicator is a cohort proxy01 · Indicator lookupSEV-1
FR-02Cleared allegation resurfaces02 · Case retrievalSEV-2
FR-03Shared address read as a link03 · Link testingSEV-1
FR-04Provider flagged on volume03 · Link testingSEV-2
FR-05Flag runs the clock down04 · Pack / handoverSEV-1
FR-06Indicator set goes stale05 · Drift / VersionSEV-2
FR-07Alert volume trains dismissal05 · Drift / VersionSEV-3
G · FNOL-intake & routing agents
FN-01Date of loss taken wrong01 · IntakeSEV-1
FN-02Distress met with a script01 · IntakeSEV-1
FN-03Wrong policy or period matched02 · Policy matchSEV-1
FN-04Injury or third party missed03 · TriageSEV-2
FN-05Total loss or CAT not flagged03 · TriageSEV-2
FN-06Duplicate opened on one loss04 · Open & routeSEV-3
FN-07One channel quietly degrades05 · Drift / VersionSEV-2
H · Straight-through claims-settlement agents
SC-01Paid on a policy not in force01 · Policy readSEV-1
SC-02Endorsement not read01 · Policy readSEV-2
SC-03Stale data cleared the gate02 · EligibilitySEV-1
SC-04Excess or sub-limit skipped03 · Quantum & checksSEV-2
SC-05Duplicate of a settled claim03 · Quantum & checksSEV-3
SC-06Wrong payee after a change04 · Payment & noticeSEV-1
SC-07Band widens without notice05 · Band / VersionSEV-1
I · Subrogation-identification agents
SB-01Found after the period ran01 · File sweepSEV-1
SB-02Waiver of subrogation missed02 · Terms lookupSEV-1
SB-03Made-whole or anti-subrogation bar03 · Liability & barsSEV-1
SB-04Liability read off the report03 · Liability & barsSEV-2
SB-05The insured's excess dropped04 · Pack / handoverSEV-2
SB-06Referred to the wrong forum04 · Pack / handoverSEV-3
SB-07A scoring change drops a category05 · Drift / VersionSEV-1
J · Submission-intake & appetite-triage agents
SA-01Schedule read short01 · ExtractionSEV-2
SA-02Occupancy taken from the email01 · ExtractionSEV-3
SA-03Cleared onto the wrong account02 · ClearanceSEV-1
SA-04Stale appetite version03 · Appetite checkSEV-1
SA-05Triaged out on a proxy03 · Appetite checkSEV-1
SA-06Reads as a declination04 · Routing / handoverSEV-1
SA-07The queue sorts by broker05 · Drift / VersionSEV-2
K · Renewal-comparison & policy-checking copilots
RN-01Wrong expiring version01 · Document intakeSEV-1
RN-02Edition change missed02 · Form matchingSEV-1
RN-03Manuscript wording misread02 · Form matchingSEV-2
RN-04Sub-limit change unreported03 · Clause comparisonSEV-1
RN-05Schedule difference lost03 · Clause comparisonSEV-1
RN-06Difference without consequence04 · Report / handoverSEV-2
RN-07False differences in volume05 · Drift / VersionSEV-3
L · Commission-reconciliation agents
CR-01Rows dropped in a new format01 · Statement intakeSEV-2
CR-02Wrong term after a rewrite02 · MatchingSEV-1
CR-03Chargeback matched twice02 · MatchingSEV-1
CR-04Split from a stale agreement03 · RecomputationSEV-1
CR-05Override on the wrong basis03 · RecomputationSEV-3
CR-06Closed under tolerance04 · DifferenceSEV-2
CR-07Cleared on a lapsed appointment05 · ReleaseSEV-1
M · Claims-guidance & next-best-action copilots
NB-01Built on a stale file01 · File readSEV-3
NB-02Rare claim type, thin guidance02 · Procedure matchSEV-2
NB-03Suggestion carries a value03 · Drafting & rankingSEV-1
NB-04Deadline ranked below routine03 · Drafting & rankingSEV-2
NB-05Guidance leans toward closure04 · Desktop handoverSEV-1
NB-06Suggestions followed unread05 · Drift / VersionSEV-1
NB-07Cohort outcomes diverge05 · Drift / VersionSEV-1
N · Life & annuity underwriting agents
LF-03Superseded evidence01 · RetrievalSEV-3
LF-04Missed qualifier02 · ReasoningSEV-1
LF-06Inferred data point02 · ReasoningSEV-1
LF-02Restricted data used03 · Tool / writeSEV-1
LF-05Stale authorization03 · Tool / writeSEV-2
LF-01Reason omits the source04 · OutputSEV-2
LF-07Silent rule drift05 · Change / VersionSEV-2
O · Group-benefits & disability-claims agents
DB-03Stale eligibility record01 · RetrievalSEV-3
DB-04Clock miscounted02 · ReasoningSEV-1
DB-06Undisclosed new evidence02 · ReasoningSEV-1
DB-02Rescission misrouted03 · Tool / writeSEV-1
DB-05Clinical call automated03 · Tool / writeSEV-2
DB-01Treating-physician silence04 · OutputSEV-2
DB-07Silent procedure drift05 · Change / VersionSEV-2
P · AI-governance & market-conduct agents
GO-03Stale system record01 · RetrievalSEV-3
GO-04Vendor system excluded02 · ReasoningSEV-1
GO-06EU clocks conflated02 · ReasoningSEV-1
GO-02Attestation drafted unreviewed03 · Tool / writeSEV-1
GO-05Retirement deletes the trail03 · Tool / writeSEV-2
GO-01Audit-rights gap surfaces late04 · OutputSEV-2
GO-07Silent scope drift05 · Change / VersionSEV-2
Q · Rate-filing & SERFF workflow agents
FI-03Superseded checklist01 · RetrievalSEV-3
FI-04Regime conflated02 · ReasoningSEV-1
FI-06Support overstated02 · ReasoningSEV-1
FI-02Disclosure misstated03 · Tool / writeSEV-1
FI-05Objection history dropped03 · Tool / writeSEV-2
FI-01Disclosure question skipped04 · OutputSEV-2
FI-07Silent checklist drift05 · Change / VersionSEV-2
R · Legal-bill review & litigation-spend agents
LB-03Superseded guideline version01 · RetrievalSEV-3
LB-04Guideline misapplied02 · ReasoningSEV-1
LB-06Adjustment overstated02 · ReasoningSEV-1
LB-02Confidence dropped in transit03 · Tool / writeSEV-1
LB-05Duplicate invoice processed03 · Tool / writeSEV-2
LB-01Privilege flag dropped04 · OutputSEV-2
LB-07Silent guideline drift05 · Change / VersionSEV-2
S · Premium-audit agents (WC & GL exposure)
PX-03Outdated payroll caps01 · RetrievalSEV-3
PX-04Bureau conflated02 · ReasoningSEV-1
PX-06Mod impact dropped02 · ReasoningSEV-1
PX-02Charge applied unchecked03 · Tool / writeSEV-1
PX-05Basis not retained03 · Tool / writeSEV-2
PX-01Certificate unverified04 · OutputSEV-2
PX-07Silent rule drift05 · Change / VersionSEV-2
T · Producer-licensing & appointments agents
PN-03Stale NIPR poll01 · RetrievalSEV-3
PN-04Regime misapplied02 · ReasoningSEV-1
PN-06Consent scope overstated02 · ReasoningSEV-1
PN-02Payment cleared unchecked03 · Tool / writeSEV-1
PN-05Reciprocity assumed03 · Tool / writeSEV-2
PN-01Resident lapse not cascaded04 · OutputSEV-2
PN-07Silent regime drift05 · Change / VersionSEV-2
U · Death-claims, DMF & unclaimed-property agents
DF-03Stale in-force extract01 · RetrievalSEV-3
DF-04Match read as death02 · ReasoningSEV-1
DF-06Dormancy clock preset02 · ReasoningSEV-1
DF-02Search exceeds good faith03 · Tool / writeSEV-1
DF-05Certification lapsed, unnoticed03 · Tool / writeSEV-2
DF-01Both sides not checked04 · OutputSEV-2
DF-07Silent tolerance drift05 · Change / VersionSEV-2
Guardrails
Critical guardrails for Insurance 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 cross-policyholder data in any sessionNo override
Target
Policy, claim and quote records across portals, call-centre tools and quoting APIs
Trigger
Retrieval or output references a policyholder outside the authenticated session binding
Action — enforced
Platform blocks the response, purges the foreign record, and throttles accounts showing enumeration patterns
Human override
None — cannot be overridden in session
Logged evidenceSession id · bound policy id · blocked record id · retrieval hash · timestamp
GR-02No instruction embedded in claim documents ever executedNo override
Target
Claim PDFs, emails, photos and medical reports parsed by FNOL and adjudication agents
Trigger
Directive-shaped content detected inside a submitted artifact during extraction
Action — enforced
Platform neutralizes the content, quarantines the artifact, and adjudicates only from clean extracted facts
Human override
None — cannot be overridden in session
Logged evidenceArtifact hash · detection pattern · quarantine id · parser version · timestamp
GR-03No claim denial without individualized human determinationOverride defined
Target
Denial recommendations across health, motor and property claims at every severity band
Trigger
Adverse decision queued without a documented case-specific reviewer determination
Action — enforced
Platform holds the denial, forces case-specific review with reasons per SB 1120 and CMS rules, and blocks machine-speed batches
Human override
Claims manager — issue the determination with recorded case-specific rationale
Logged evidenceClaim id · model score and version · reviewer identity · rationale text hash · review duration · timestamp
GR-04No coverage answer outside filed policy wordingOverride defined
Target
Coverage, exclusion and claim-status statements in every policyholder-facing channel
Trigger
Statement lacks a citation to the customer’s issued policy version and current PDS
Action — enforced
Platform blocks the statement, quotes the filed wording verbatim, and escalates ambiguity to a human adjuster
Human override
Product counsel — publish corrected wording through the document control system
Logged evidenceStatement hash · policy version · PDS id · block code · escalation id · timestamp
GR-05No recommendation crossing into licensed adviceOverride defined
Target
Product suggestions, replacement prompts and sales scripts in service and outbound channels
Trigger
Output would constitute personal advice or a licensed producer act under state DOI or ASIC rules
Action — enforced
Platform suppresses the recommendation, serves factual product information only, and hands off to a licensed producer
Human override
Licensed producer — deliver the advice under their own licence in a recorded session
Logged evidenceMessage id · advice classifier verdict · suppression code · handoff record · timestamp
GR-06No quote from stale filed ratesOverride defined
Target
Quoting and binding pipelines consuming rate tables, filings and underwriting rules
Trigger
Rate or rule version differs from the current state DOI filing effective today
Action — enforced
Platform blocks the quote, reloads the filed version, and reconciles quote-bind parity before issue
Human override
Pricing actuary — certify the rate version in the filing register
Logged evidenceQuote id · rate version · filing reference · parity check result · timestamp
GR-07No authentication by voice characteristics aloneOverride defined
Target
Call-centre identity verification and high-risk servicing requests on policyholder accounts
Trigger
Caller requests payout, beneficiary or contact changes with only voice-based identity signals
Action — enforced
Platform denies the change, requires multi-factor verification through registered channels, and flags clone-suspect audio
Human override
Fraud operations supervisor — approve after documented out-of-band identity verification
Logged evidenceCall id · voiceprint risk score · MFA result · change request id · timestamp
GR-08No payout on unverified generative-media evidenceOverride defined
Target
Photos, receipts, invoices and consent artifacts submitted through digital claims and enrollment
Trigger
Media authenticity checks fail, or provenance metadata is missing on payment-driving evidence
Action — enforced
Platform holds settlement, requests originals or alternate proof, and routes suspect artifacts to SIU
Human override
SIU lead — clear the artifact after forensic review recorded in the case file
Logged evidenceArtifact hash · authenticity scores · provenance result · hold state · SIU case id · timestamp
GR-09No policy issuance without completed sanctions screeningOverride defined
Target
New business, reinstatement and beneficiary changes across all distribution channels
Trigger
KYC screening incomplete, degraded or returning an unresolved PEP or sanctions hit
Action — enforced
Platform blocks issuance, holds the application, and routes the hit to compliance for disposition
Human override
Financial crimes compliance officer — disposition the hit in the screening case manager
Logged evidenceApplication id · screening provider result · list versions · hit disposition · timestamp
GR-10No adverse step against hardship-flagged customersOverride defined
Target
Collections, cancellation and claims communications touching customers with vulnerability indicators
Trigger
Distress or hardship cues detected, or a vulnerability flag active on the account
Action — enforced
Platform pauses automated action, routes to a trained specialist, and preserves regulatory-clock deadlines meanwhile
Human override
Customer advocacy manager — resume via documented specialist assessment
Logged evidenceAccount id · cue transcript span · flag state · specialist assignment · clock status · 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 fraud score
- Financial impactHigh-value claim or reserve
- Identity / change riskPayee or policy-detail change
- Irreversible actionClaim denial or settlement
- Policy riskAdvice or suitability 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
- 09 Human review
- 10 Outcome
Unfair claims settlement (US)
Refusing or shorting a claim without reasonable investigation is unfair; an agent that under-reads the notice, skips coverage or routes past authority does that, and the 40-day clock runs through any fraud hold.
NAIC Model 900 §4 · Cal. Ins. Code §790.03(h) · 10 CCR §2695.7
Lifecycle layer:02 Retrieval · 03 Workflow · 08 Guardrail · 10 Outcome
- F-01
- F-16
- CL-01
- CL-03
- CL-05
- SC-03
- NB-01
- FN-03
- FR-05
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
- 46
- Failure modes covered
- 214 of 214
- Cases · 10% rotated / quarter
- 3,580
- Audit-ready scorecard
- Monthly
Output evaluation9 suites · 940 cases
300 casesAdjudication golden-setcatches F-01 · F-02
200 casesFairness matched-pairscatches F-03
100+ casesPolicy-QA per product linecatches F-04
120 casesAdvice-boundarycatches F-06
150 casesKnown-fraud replaycatches F-02
80 patternsDocument-injectioncatches F-09
100 casesNumeric extractioncatches F-07
70 casesReserving setcatches F-11
60 casesRecovery-flag setcatches F-12
90 casesWatchlist-screening setcatches F-13
80 casesVulnerability-cue setcatches F-14
60 casesWording-version setcatches F-15
60 casesStatus-fidelity setcatches F-16
50 casesRate-freshness setcatches F-05
40 casesDecision-trail auditcatches F-08
40 casesCost-per-claim benchcatches F-10
70 casesClaims triage sufficiency and authority setcatches CL-01–07
70 casesUnderwriting data provenance and match setcatches UW-01–07
70 casesSanctions screening recall and containment setcatches KY-01–07
70 casesPolicy-servicing answer and endorsement setcatches PS-01–07
70 casesCollections contact permission and wording setcatches CN-01–07
70 casesFraud indicator disparity and evidence setcatches FR-01–07
70 casesFirst-notice intake and routing setcatches FN-01–07
70 casesStraight-through payment gate setcatches SC-01–07
70 casesSubrogation recovery bars and completeness setcatches SB-01–07
70 casesSubmission extraction and appetite setcatches SA-01–07
70 casesRenewal comparison baseline and diff setcatches RN-01–07
70 casesCommission reconciliation control setcatches CR-01–07
70 casesClaims guidance objectivity setcatches NB-01–07
70 casesLife underwriting evidence setcatches LF-01–07
70 casesDisability claims procedure setcatches DB-01–07
70 casesAI governance programme setcatches GO-01–07
70 casesRate filing readiness setcatches FI-01–07
70 casesLegal bill review setcatches LB-01–07
70 casesPremium audit basis setcatches PX-01–07
70 casesProducer licensing status setcatches PN-01–07
70 casesDeath master file match setcatches DF-01–07
70 casesAutomated denial governance setcatches F-17 · F-18 · F-19 · F-20 · F-21 · F-22 · F-23
60 casesSettlement and triage integrity setcatches F-24 · F-25 · F-26 · F-27 · F-28 · F-29
40 casesClaim evidence and fraud scoring setcatches F-30 · F-31 · F-32 · F-33
80 casesIdentity and pipeline security setcatches F-34 · F-35 · F-36 · F-37 · F-38 · F-39 · F-40 · F-41
70 casesRating inputs and fairness setcatches F-42 · F-43 · F-44 · F-45 · F-46 · F-47 · F-48
40 casesActuarial model governance setcatches F-49 · F-50 · F-51 · F-52
40 casesSales and binding conduct setcatches F-53 · F-54 · F-55 · F-56
70 casesDistribution integrity and licensed-conduct setcatches F-57 · F-58 · F-59 · F-60 · F-61 · F-62 · F-63
40 casesProduction resilience and claims-handoff setcatches F-64 · F-65 · F-66 · F-67
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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 · 92.4%
- Week 9 · 92.2%
- Week 10 · 98.1%
- Week 11 · 98.2%
- Week 12 · 98.3%
Week readouthover or select
Week 8of 12
- 03Modelopus 4.6 · 0612
92.4%Policy-grounding rate
- 7 layers stamped on every run · 12-week window
- Catches F-65 · silent model drift in production
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 claim was settled 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
Insurance fleet · monthly statement
- Claim assessed7,240
- Policy quoted4,180
- Fraud referral actioned380
- Complaint resolved260
- Regulatory returns filed6 of 6
- Workflows delivered12,060
- Outcome success rate98.7%
- Human correction required157 · 1.3%
Every figure linked to its source trace · exportable for review and audit support
Cost control
Keep insurance 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 insurance 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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Open times
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