TelecomManaged AI Agents

Telecom AI Agents,
Monitored for Reliability

Nestack Agent Care helps telecom operators monitor, evaluate, and optimize AI agents used for network monitoring, churn prediction, provisioning, and customer support — before small AI errors become outage, security, or compliance issues.

204failure modes
89SEV-1 failure modes
670+baseline eval cases
24/7Agent Monitoring

Scope

Telecom AI agents we build & manage

Twenty-four archetypes — from front-of-house support and autonomous network remediation to the filings a named officer signs.

Observability

What we make observable

Every telecom agent session is traced across ten layers — what we capture and the evidence we keep.

  1. Evidence we keep
    Goalconstraintsapproval requirement
  2. Evidence we keep
    Sourceversiontimestamprelevancecitation
  3. Evidence we keep
    Planned sequenceactual sequenceworkflow status
  4. Evidence we keep
    Task statusresultretryfailure reason
  5. Evidence we keep
    Tool nameversioninputoutputpermissionresult
  6. Evidence we keep
    Model/versioninput/outputtoken usagelatencycost
  7. Evidence we keep
    Evaluation typemetricthresholdresult
  8. Evidence we keep
    Guardrail targettriggeractionenforcement result
  9. Evidence we keep
    Reviewerdecisioncorrectionreason
  10. Evidence we keep
    Outcome 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.

Nothing on this page matches that. Try a layer (tool, retrieval, guardrail), a code, or a severity.

0 documented↑↓ move · ↵ open · ⌘↵ filter matrix
204 documented · select a cell to filter
79
64
47
20
36
26
81
102
28
127
TEL-01Unauthorized SIM swap, port-out, or plan changeSEV-1
TEL-02Wrong coverage or speed claimsSEV-2
TEL-03CPNI / usage-data leaks — call records, location to unauthorized partiesSEV-1
TEL-04Billing miscalculations — prorations, bundles, international ratesSEV-2
TEL-05Outage misinformation — wrong status or restoration timesSEV-2
TEL-06Retention over-promising — unauthorized discounts and termsSEV-2
TEL-07Verification bypass via partial identifiers and pressureSEV-1
TEL-08Injection via support tickets and chat historySEV-1
TEL-09Plan mis-recommendation — usage profile ignored, bill shock followsSEV-2
TEL-10Provisioning errors — wrong services activated, features dropped mid-migrationSEV-2
TEL-11Roaming misadvice — rates, activation steps, coverage abroadSEV-2
TEL-12Hardship and vulnerability mishandling — protections and payment plans not appliedSEV-1
TEL-13Network-sunset staleness — 3G shutdown and VoLTE compatibility errorsSEV-2
TEL-14Emergency-access misinformation — 000/911 behavior, priority-assistance statusSEV-1
TEL-15Voice-clone / deepfake bypass of voice-biometric authenticationSEV-1
TEL-16Agent-mediated account takeover via recovery-email / MFA rebindingSEV-1
TEL-17Fraudulent eSIM / OTA profile provisioning via the agentSEV-1
TEL-18Over-privileged agent — subscriber enumeration and mass data accessSEV-1
TEL-19Secret / credential leak via jailbreak — API keys, session cookies, tool schemasSEV-1
TEL-20Spoofed caller-ID / ANI trusted as an authentication signalSEV-2
TEL-21Recycled / reassigned number mishandling — prior-owner data exposureSEV-2
TEL-22Binding commitment — hallucinated plan, price, discount, or policy the carrier is held toSEV-2
TEL-23Escalation deadlock — endless AI loops with no working path to a humanSEV-2
TEL-24Off-brand, abusive, or self-disparaging chatbot outputSEV-2
TEL-25Accessibility failure for customers with disabilities — relay / TTY / screen-readerSEV-2
TEL-26AI voicebot outbound calls without consent — TCPA "artificial voice"SEV-1
TEL-27Undisclosed AI + ignored opt-out / consent revocationSEV-2
TEL-28Mis-selling / pressure-selling to vulnerable customersSEV-1
TEL-29Autonomous remediation causing a cascading outage — healthy-element takedownSEV-1
TEL-30Multi-agent / closed-loop conflict in network automation — RIC, SON, oscillationSEV-2
TEL-31Alarm-storm suppression hiding a real faultSEV-2
TEL-32Intent-translation hallucination misconfiguring the networkSEV-1
TEL-33Enterprise topology / CRM data leak via agent tool accessSEV-1
TEL-34Binding enterprise mis-quote or hallucinated SLASEV-2
TEL-35Wrong field-dispatch or RF-safety / tower-climb guidance to techniciansSEV-1
TEL-36Hallucinated device specs — APN, band, or eSIM compatibility bricking serviceSEV-2

A · Customer-support agents

NF-03Superseded record read01 · RetrievalSEV-3
NF-04Biographical authentication02 · ReasoningSEV-1
NF-06Chargeable change inferred02 · ReasoningSEV-1
NF-02Call detail read back03 · Tool / writeSEV-1
NF-05Relay turn read as silence03 · Tool / writeSEV-2
NF-01Answer contradicts the bill04 · OutputSEV-2
NF-07Silent disclosure regression05 · Change / VersionSEV-2

B · Plan-recommendation assistants

ZR-03Superseded price card read01 · RetrievalSEV-3
ZR-04Consent tier assumed02 · ReasoningSEV-1
ZR-06Restriction left off the claim02 · ReasoningSEV-1
ZR-02Cross-category offer built03 · Tool / writeSEV-1
ZR-05Location signal used03 · Tool / writeSEV-2
ZR-01Label not surfaced04 · OutputSEV-2
ZR-07Silent comparison regression05 · Change / VersionSEV-2

C · Device & connectivity troubleshooting agents

XC-03Stale line telemetry01 · RetrievalSEV-3
XC-04Overconfident cause02 · ReasoningSEV-1
XC-06Continuity rule bypassed02 · ReasoningSEV-1
XC-02Life-safety line missed03 · Tool / writeSEV-1
XC-05Assistive setting reset03 · Tool / writeSEV-2
XC-01Beyond-demarcation fault04 · OutputSEV-2
XC-07Silent step-list regression05 · Change / VersionSEV-2

D · Onboarding & number-porting agents

VP-03Stale account record01 · RetrievalSEV-3
VP-04Survivor read as attacker02 · ReasoningSEV-1
VP-06Interval consumed by review02 · ReasoningSEV-1
VP-02Balance surfaced in the flow03 · Tool / writeSEV-1
VP-05Authorisation voided by offer03 · Tool / writeSEV-2
VP-01Unauthorised required field04 · OutputSEV-2
VP-07Silent interval regression05 · Change / VersionSEV-2

E · Outage-communication agents

HQ-03Stale impact picture01 · RetrievalSEV-3
HQ-04Unsupported cause stated02 · ReasoningSEV-1
HQ-06Confidentiality crossover02 · ReasoningSEV-1
HQ-02Late or suppressed notice03 · Tool / writeSEV-1
HQ-05Wrong jurisdiction rule03 · Tool / writeSEV-2
HQ-01Premature all-clear04 · OutputSEV-2
HQ-07Silent rule regression05 · Change / VersionSEV-2

F · Retail-store frontline copilots

NX-03Superseded price card01 · RetrievalSEV-3
NX-04Restriction dropped02 · ReasoningSEV-1
NX-06Paraphrase for a term02 · ReasoningSEV-1
NX-02Charge before authorisation03 · Tool / writeSEV-1
NX-05Authorisation inside the pitch03 · Tool / writeSEV-2
NX-01Comparison across unlike tiers04 · OutputSEV-2
NX-07Silent ranking regression05 · Change / VersionSEV-2

G · Provisioning & activation agents (incl. eSIM lifecycle)

WZ-03Stale identity evidence01 · RetrievalSEV-3
WZ-04Circular authentication02 · ReasoningSEV-1
WZ-06Wrongful lockout02 · ReasoningSEV-1
WZ-02Transfer without evidence03 · Tool / writeSEV-1
WZ-05Duplicate profile issued03 · Tool / writeSEV-2
WZ-01Certification read as assurance04 · OutputSEV-2
WZ-07Silent identity regression05 · Change / VersionSEV-2

H · NOC incident & root-cause copilots

GK-03Stale topology view01 · RetrievalSEV-3
GK-04Correlation read as causation02 · ReasoningSEV-1
GK-06Cascade masks the trigger02 · ReasoningSEV-1
GK-02Grouping on a 911 path03 · Tool / writeSEV-1
GK-05Reportability left unraised03 · Tool / writeSEV-2
GK-01Cause stated as finding04 · OutputSEV-2
GK-07Silent correlation regression05 · Change / VersionSEV-2

I · Self-healing network remediation agents

YR-03Single-pipeline telemetry01 · RetrievalSEV-3
YR-04Cascade mistaken for cause02 · ReasoningSEV-1
YR-06Conflicting closed loops02 · ReasoningSEV-1
YR-02Blast radius understated03 · Tool / writeSEV-1
YR-05Reversion leaves a third state03 · Tool / writeSEV-2
YR-01Recovery load after the fix04 · OutputSEV-2
YR-07Silent scope regression05 · Change / VersionSEV-2

J · Field-technician dispatch & support copilots

BV-03Superseded site record01 · RetrievalSEV-3
BV-04Exposure category assumed02 · ReasoningSEV-1
BV-06Competence read off a title02 · ReasoningSEV-1
BV-02Dispatch onto an open hazard03 · Tool / writeSEV-1
BV-05Agreement rule bypassed03 · Tool / writeSEV-2
BV-01Hazard dropped from the pack04 · OutputSEV-2
BV-07Silent constraint drift05 · Change / VersionSEV-2

K · Retention-offer copilots

JD-03Stale contract state01 · RetrievalSEV-3
JD-04Offer before the exit02 · ReasoningSEV-1
JD-06Consent-tier mismatch02 · ReasoningSEV-1
JD-02Off-set price03 · Tool / writeSEV-1
JD-05Repeat save attempt03 · Tool / writeSEV-2
JD-01Missing price disclosure04 · OutputSEV-2
JD-07Silent offer-set drift05 · Change / VersionSEV-2

L · Billing & revenue-assurance reconciliation agents

KX-03Superseded rate table01 · RetrievalSEV-3
KX-04Direction misread02 · ReasoningSEV-1
KX-06Window miscounted02 · ReasoningSEV-1
KX-02Evidence not attached03 · Tool / writeSEV-1
KX-05Duplicate case raised03 · Tool / writeSEV-2
KX-01Phantom discrepancy04 · OutputSEV-2
KX-07Silent rule drift05 · Change / VersionSEV-2

M · Collections & payment-arrangement agents

PZ-03Stale arrears position01 · RetrievalSEV-3
PZ-04Ability to pay assumed02 · ReasoningSEV-1
PZ-06Contact-rule violation02 · ReasoningSEV-1
PZ-02Flagged account worked on03 · Tool / writeSEV-1
PZ-05Unconsented channel used03 · Tool / writeSEV-2
PZ-01Named as a third party04 · OutputSEV-2
PZ-07Silent cadence drift05 · Change / VersionSEV-2

N · Fraud & SIM-swap triage agents

QV-03Stale account signal01 · RetrievalSEV-3
QV-04Weakest-challenge substitution02 · ReasoningSEV-1
QV-06Survivor read as attacker02 · ReasoningSEV-1
QV-02Circular authentication03 · Tool / writeSEV-1
QV-05Hold without evidence03 · Tool / writeSEV-2
QV-01Wrongful lockout04 · OutputSEV-2
QV-07Silent threshold regression05 · Change / VersionSEV-2

O · Enterprise-sales & RFP-response copilots

TZ-03Superseded source version01 · RetrievalSEV-3
TZ-04Generated commitment02 · ReasoningSEV-1
TZ-06Cross-product term reuse02 · ReasoningSEV-1
TZ-02Held term released03 · Tool / writeSEV-1
TZ-05Prior-response carry-forward03 · Tool / writeSEV-2
TZ-01Unmarked gap04 · OutputSEV-2
TZ-07Silent library regression05 · Change / VersionSEV-2

P · Wholesale & partner settlement/dispute agents

UX-03Superseded rate schedule01 · RetrievalSEV-3
UX-04Traffic mischaracterised02 · ReasoningSEV-1
UX-06Cross-partner leakage02 · ReasoningSEV-1
UX-02Window mis-dated03 · Tool / writeSEV-1
UX-05Duplicate record matching03 · Tool / writeSEV-2
UX-01Discrepancy overstated04 · OutputSEV-2
UX-07Silent rate-table regression05 · Change / VersionSEV-2

Q · CPNI certification agents

IL-03Stale procedure read01 · RetrievalSEV-3
IL-04Adequacy asserted, not shown02 · ReasoningSEV-1
IL-06Dormant rule read as live02 · ReasoningSEV-1
IL-02Thin draft passed forward03 · Tool / writeSEV-1
IL-05Complaint mis-sorted03 · Tool / writeSEV-2
IL-01Filed, evidence unrecorded04 · OutputSEV-2
IL-07Silent procedure regression05 · Change / VersionSEV-2

R · Robocall-mitigation certification agents

IM-03Stale listing read01 · RetrievalSEV-3
IM-04Steps claimed, not evidenced02 · ReasoningSEV-1
IM-06Upstream check skipped02 · ReasoningSEV-1
IM-02Update clock started late03 · Tool / writeSEV-1
IM-05Disclosure omitted03 · Tool / writeSEV-2
IM-01Certified, evidence unrecorded04 · OutputSEV-2
IM-07Silent step regression05 · Change / VersionSEV-2

S · Outage & disaster-reporting agents

IN-03Stale discovery time01 · RetrievalSEV-3
IN-04One playbook, every class02 · ReasoningSEV-1
IN-06Waiver read as automatic02 · ReasoningSEV-1
IN-02Thin draft passed forward03 · Tool / writeSEV-1
IN-05Special-facility hit missed03 · Tool / writeSEV-2
IN-01Filed, arithmetic unrecorded04 · OutputSEV-2
IN-07Silent clock regression05 · Change / VersionSEV-2

T · Universal-service contribution agents

IP-03Superseded extract read01 · RetrievalSEV-3
IP-04Invoice logic used for the line02 · ReasoningSEV-1
IP-06Projection left unreasoned02 · ReasoningSEV-1
IP-02Thin assembly passed forward03 · Tool / writeSEV-1
IP-05Period mis-assigned03 · Tool / writeSEV-2
IP-01Filed, provenance unrecorded04 · OutputSEV-2
IP-07Silent classification drift05 · Change / VersionSEV-2

U · Broadband data-collection agents

IQ-03Stale fabric version01 · RetrievalSEV-3
IQ-04Served asserted, not shown02 · ReasoningSEV-1
IQ-06Movement without cause02 · ReasoningSEV-1
IQ-02Thin pack passed forward03 · Tool / writeSEV-1
IQ-05Model parameters mismatched03 · Tool / writeSEV-2
IQ-01Filed, evidence unrecorded04 · OutputSEV-2
IQ-07Silent claim regression05 · Change / VersionSEV-2

V · Spectrum build-out & licence agents

IT-03Stale licence record01 · RetrievalSEV-3
IT-04Coverage overstated02 · ReasoningSEV-1
IT-06Wrong service rule read02 · ReasoningSEV-1
IT-02Thin draft moved on03 · Tool / writeSEV-1
IT-05Deadline mis-dated03 · Tool / writeSEV-2
IT-01Filed without the evidence04 · OutputSEV-2
IT-07Silent coverage regression05 · Change / VersionSEV-2

W · Lawful-intercept records agents

IU-03Stale contact route01 · RetrievalSEV-3
IU-04Role change read as HR02 · ReasoningSEV-1
IU-06Clock started from the memo02 · ReasoningSEV-1
IU-02Thin draft passed forward03 · Tool / writeSEV-1
IU-05Record field left empty03 · Tool / writeSEV-2
IU-01Filed, amendment unrecorded04 · OutputSEV-2
IU-07Silent plan regression05 · Change / VersionSEV-2

X · Telecom security-duty agents

IW-03Stale assessment read01 · RetrievalSEV-3
IW-04Effect judged insignificant02 · ReasoningSEV-1
IW-06Wrong jurisdiction applied02 · ReasoningSEV-1
IW-02Thin draft moved on03 · Tool / writeSEV-1
IW-05Clock started at escalation03 · Tool / writeSEV-2
IW-01Notified, evidence unrecorded04 · OutputSEV-2
IW-07Silent clock regression05 · Change / VersionSEV-2

Guardrails

Critical guardrails for Telecom 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 SIM swap or port-out without out-of-band verificationOverride defined
  1. Target

    SIM replacement, eSIM issuance and number-porting actions across care, chat and retail flows

  2. Trigger

    A swap, port-out or eSIM profile request lacks completed verification on a registered channel

  3. Action — enforced

    Platform holds provisioning until the registered channel confirms; agent may prepare the order and explain the wait

  4. Human override

    Fraud-operations manager releases the hold after documented step-up identity checks

Logged evidenceaccount id · request type · verification channel and result · hold id · releasing identity · UTC timestamp

GR-02No caller authentication on voice biometrics aloneOverride defined
  1. Target

    Identity verification for account access across IVR, voicebot and agent-assisted calls

  2. Trigger

    Voiceprint or caller ID is the only factor presented for a sensitive request

  3. Action — enforced

    Platform demands a second independent factor before account actions; agent may answer public plan questions meanwhile

  4. Human override

    Security operations lead approves alternative verification through the exception workflow

Logged evidencecall id · liveness and match scores · second factor used · request type · decision · UTC timestamp

GR-03No recovery or MFA rebinding without cooling-off holdOverride defined
  1. Target

    Recovery email, phone and MFA method changes on subscriber and enterprise accounts

  2. Trigger

    A session attempts to rebind recovery factors and transact sensitively before the hold elapses

  3. Action — enforced

    Platform applies the cooling-off hold and notifies all registered channels; agent may schedule the change and log intent

  4. Human override

    Security operations lead waives the hold after verified in-store identity proof

Logged evidenceaccount id · old and new factor hashes · hold duration · notification ids · waiver identity · UTC timestamp

GR-04No cross-subscriber retrieval on any channelNo override
  1. Target

    CPNI: call records, location history, usage and enterprise topology across all subscriber accounts

  2. Trigger

    A query or tool call references a subscriber outside the authenticated session scope

  3. Action — enforced

    Platform denies the call and purges the foreign record from context; agent may serve the verified account only

  4. Human override

    None — cannot be overridden in session

Logged evidencesession id · authenticated subscriber id · blocked identifier · query hash · scope policy version · UTC timestamp

GR-05No instruction embedded in tickets or chat history executedNo override
  1. Target

    Support tickets, chat transcripts, CRM notes and forwarded emails entering agent context

  2. Trigger

    Retrieved text contains imperative phrasing, tool syntax or links attempting to redirect the agent

  3. Action — enforced

    Platform quarantines the passage and processes it as inert data; agent may quote it but never comply with it

  4. Human override

    None — cannot be overridden in session

Logged evidenceticket id · source system · matched pattern class · content hash · session id · UTC timestamp

GR-06No autonomous network change without blast-radius validationOverride defined
  1. Target

    Closed-loop remediation, RIC and SON actions touching live network elements

  2. Trigger

    A proposed change lacks a passing blast-radius simulation or conflicts with a concurrent loop

  3. Action — enforced

    Platform blocks execution and forces staged rollout with rollback armed; agent may file the change for NOC review

  4. Human override

    NOC duty manager approves emergency execution under a declared incident bridge

Logged evidencechange id · target elements · simulation result hash · conflict check · approver identity · UTC timestamp

GR-07No 000/911 guidance outside the verified corpusOverride defined
  1. Target

    Emergency-calling, priority-assistance and outage-safety answers across all support surfaces

  2. Trigger

    A query about emergency access resolves to generated text rather than the approved corpus

  3. Action — enforced

    Platform blocks free generation and serves the approved emergency content verbatim; agent may add human handoff options

  4. Human override

    Regulatory compliance manager publishes corpus updates through the controlled content pipeline

Logged evidencequery id · corpus version · served document hash · blocked draft hash · channel · UTC timestamp

GR-08No discount or plan term outside approved offer catalogOverride defined
  1. Target

    Retention offers, plan quotes and enterprise SLA statements in sales and care conversations

  2. Trigger

    Drafted commitment cites a price, discount or term absent from the catalog version in force

  3. Action — enforced

    Platform blocks the send and substitutes the nearest catalog offer; agent may escalate pricing exceptions to sales desk

  4. Human override

    Commercial pricing manager adds an exception to the catalog with finance sign-off

Logged evidenceconversation id · drafted term · catalog version · substitution applied · escalation reference · UTC timestamp

GR-09No collections or upsell action on flagged hardship accountsOverride defined
  1. Target

    Collections, disconnection warnings and sales offers touching accounts under hardship or vulnerability flags

  2. Trigger

    An outbound action targets an account carrying an active hardship or vulnerability marker

  3. Action — enforced

    Platform suppresses the action and routes to the specialist team; agent may present payment-plan and support options

  4. Human override

    Hardship team lead lifts the flag after a documented reassessment

Logged evidenceaccount id · flag type and date · suppressed action · routing ticket id · reassessment reference · UTC timestamp

GR-10No outbound voicebot call without recorded consentOverride defined
  1. Target

    Automated outbound voice and SMS campaigns for retention, upgrades and payment reminders

  2. Trigger

    Dial list entry lacks current consent or carries a revocation or STOP record

  3. Action — enforced

    Platform drops the number from the campaign and logs the exclusion; agent may contact via consented channels only

  4. Human override

    Marketing compliance officer reinstates a number with fresh documented consent

Logged evidencecampaign id · number hash · consent record id and date · exclusion reason · channel · 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 intent match
  • Financial impactHigh-value credit or waiver
  • Identity / change riskSIM swap or port-out
  • Irreversible actionProvisioning or network change
  • Policy riskCPNI or consent conflict
  • Safety controlGuardrail override
  • Quality failureFailed critical evaluation
Humanreviewnamed reviewer
  • 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

SIM swap & account authentication

Unauthorised CPNI access must be blocked; phone call detail needs a password not prompted by biographical data; name and last four never authenticate. SIM-change paragraphs (h)(2)–(6), (h)(8) are [Reserved], compliance suspended; 52.37 port-out authentication waived.

47 CFR 64.2010 · 47 CFR 52.37 · NIST SP 800-63B

Lifecycle layer:05 Tool · 07 Evaluation · 08 Guardrail · 10 Outcome

  • TEL-01
  • TEL-07
  • TEL-15
  • TEL-16
  • TEL-17
  • NF-04
  • WZ-02
  • WZ-04
  • QV-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
40
Failure modes covered
36
Retired & rotated / quarter
10%
Audit-ready scorecard
Monthly

Output evaluation2 suites · 100 cases

60 casesPlan-fit setcatches TEL-09
40 casesSunset-compatibility setcatches TEL-13

Use your work email to unlock the full grid. We use it to send the requested Agent Care material and qualify business inquiries. We do not sell or share your email.

  1. Domain-expert review

    Client-designated subject-matter experts review evaluation criteria, pass thresholds and industry-specific risks before baseline approval.

  2. Test-case rotation

    Evaluation cases are refreshed regularly to reduce memorisation, limit overfitting and maintain meaningful performance measurement.

  3. Scorecard integration

    Scorecards compare results with the approved baseline, show performance trends and flag material declines for review and escalation.

  4. 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.

Version changes by layer
01AgentAgent changed in week 4Agent changed in week 11
02PromptPrompt changed in week 6
03ModelModel changed in week 3
04ToolTool changed in week 7
05Knowledge-baseKnowledge-base changed in week 8Knowledge-base changed in week 10
06GuardrailGuardrail changed in week 5Guardrail changed in week 12
07Eval-suiteEval-suite changed in week 10
Grounded-answer rate92–100%
  • Week 1 · 98.7%
  • Week 2 · 98.6%
  • Week 3 · 98.8%
  • Week 4 · 98.7%
  • Week 5 · 98.9%
  • Week 6 · 98.7%
  • Week 7 · 98.8%
  • Week 8 · 93.0%
  • Week 9 · 92.8%
  • Week 10 · 98.7%
  • Week 11 · 98.8%
  • Week 12 · 98.9%

Week readouthover or select

Week 8of 12

  • 05Knowledge-basekb 2026.07

93.0%Grounded-answer rate

  • 7 layers stamped on every run · 12-week window
  • Catches TEL-13 · network-sunset staleness

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.

Report an agent issue

Tell us what you’re seeing

The more specific, the faster we can reproduce it. Playbook: Telecom

We reply within one business day.

See pricing

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
STEP 01

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 service was provisioned 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

Telecom fleet · monthly statement

  • Service request resolved16,420
  • Provisioning change completed4,860
  • Billing adjustment applied2,140
  • Outage enquiry answered6,280
  • Network change windows met18 of 18
  • Workflows delivered29,700
  • Outcome success rate98.7%
  • Human correction required386 · 1.3%
Average AI cost per successful workflow$0.22

Every figure linked to its source trace · exportable for review and audit support

Cost control

Keep telecom 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 telecom 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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