ElectronicsManaged AI Agents
Electronics AI Agents,
Monitored for Precision
Nestack Agent Care helps electronics companies monitor, evaluate, and optimize AI agents used for design validation, defect detection, documentation, and supply-chain planning — before small AI errors become spec or safety failures.
Scope
Electronics AI agents we build & manage
Support & service6
Sales & shopping3
Design & supply3
Regulatory compliance7
Observability
What we make observable
Every electronics 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.
ELE-01Unsafe repair guidance — mains, lithium batteries, capacitors, lasersSEV-1
ELE-02Wrong specs or compatibility claimsSEV-2
ELE-03Firmware-bricking advice — wrong image, interrupted-update guidanceSEV-1
ELE-04Warranty misadjudicationSEV-2
ELE-05B2B quote errors — volume tiers, currency, lead timesSEV-2
ELE-06Counterfeit-risk guidance gaps — validating suspect parts as genuineSEV-2
ELE-07Customer-data leaks in RMA / support flowsSEV-1
ELE-08Injection via support attachments and logsSEV-2
ELE-09Regulatory-compliance misstatements — RoHS, WEEE, CE/FCC marking, exportSEV-2
ELE-10End-of-life and security-patch advice errors — unsupported firmware, open CVEsSEV-2
ELE-11Battery disposal and lithium-shipping misguidance — UN3480, recyclingSEV-1
ELE-12ESD and handling-procedure errors damaging componentsSEV-3
ELE-13Diagnostic misdirection — wrong fault isolation causing needless swapsSEV-2
ELE-14Reset and data-wipe advice causing irreversible data lossSEV-2
ELE-15Fabricated policy and binding commitments — bot promises the company must honorSEV-1
ELE-16Adversarial price and discount extraction — social-engineered concessionsSEV-2
ELE-17Off-brand outputs — profanity, self-mockery, competitor promotionSEV-3
ELE-18Agentic-commerce order errors — stale price/stock feeds, wrong-variant checkoutSEV-2
ELE-19Buyer-agent fraud exposure — synthetic storefronts, merchant-page injectionSEV-1
ELE-20Embedded-assistant unsafe content and unintended purchasesSEV-1
ELE-21AI-fabricated evidence in returns and trade-in gradingSEV-2
ELE-22AI marketing and review-summary misstatements — fabricated stats, distorted summariesSEV-2
ELE-23Covert steering and personalized-pricing dark patternsSEV-2
ELE-24Predictive-maintenance false alarms — alert fatigue and needless dispatchSEV-2
ELE-25Knowledge-base contamination loop — AI-authored notes poisoning future answersSEV-2
ELE-26Destructive fleet-wide remote actions by remediation agentsSEV-1
ELE-27Automation bias and deskilling — humans rubber-stamp the agentSEV-2
ELE-28Design-copilot verification gaps — false-pass testbenches, sim-synth divergence, bad constraintsSEV-1
ELE-29Design-IP leakage and malicious insertion via design copilotsSEV-1
ELE-30Autonomous replenishment instability — decision bullwhip, rule violations, stale-data POsSEV-2
ELE-31Supplier-document injection — invoice bank-swap, authority-limit poisoningSEV-1
ELE-32Hallucinated part and package identifiers — slopsquatting into BOMs and firmwareSEV-1
ELE-33AI inspection escapes and silent drift — false accepts, overkill, NPI forgettingSEV-1
ELE-34Agentic factory actions on fabricated parameters — wrong station IDs, machine-blind recipesSEV-1
A · Technical-support agents
QT-03Superseded document read01 · RetrievalSEV-3
QT-04Safety signal read as a fault02 · ReasoningSEV-1
QT-06Parts rule stated nationally02 · ReasoningSEV-1
QT-02Refused step paraphrased out03 · Tool / writeSEV-1
QT-05Escalation raised late03 · Tool / writeSEV-2
QT-01Answer contradicts the manual04 · OutputSEV-2
QT-07Silent refusal regression05 · Change / VersionSEV-2
B · Warranty / RMA triage agents
MV-03Wrong entitlement record01 · RetrievalSEV-3
MV-04Prohibited denial reasoning02 · ReasoningSEV-1
MV-06Wrong jurisdiction rule set02 · ReasoningSEV-1
MV-02Low-confidence disposition03 · Tool / writeSEV-1
MV-05Duplicate RMA raised03 · Tool / writeSEV-2
MV-01Statutory right not surfaced04 · OutputSEV-2
MV-07Silent rule-set regression05 · Change / VersionSEV-2
C · Spec & compatibility assistants
XR-03Superseded revision01 · RetrievalSEV-3
XR-04Version read as feature set02 · ReasoningSEV-1
XR-06Typical read as guaranteed02 · ReasoningSEV-1
XR-02Certification asserted03 · Tool / writeSEV-1
XR-05Suffix normalised away03 · Tool / writeSEV-2
XR-01Lifecycle notice missed04 · OutputSEV-2
XR-07Errata source dropped05 · Change / VersionSEV-2
D · Firmware-update guidance agents
ZP-03Superseded notice01 · RetrievalSEV-3
ZP-04Inferred support date02 · ReasoningSEV-1
ZP-06Downgrade proposed02 · ReasoningSEV-1
ZP-02Released without a person03 · Tool / writeSEV-1
ZP-05Escalation not raised03 · Tool / writeSEV-2
ZP-01Feature removal undisclosed04 · OutputSEV-2
ZP-07Silent rule regression05 · Change / VersionSEV-2
E · B2B quoting copilots
VB-03Stale availability read01 · RetrievalSEV-3
VB-04Unit or pack conversion02 · ReasoningSEV-1
VB-06Competitor-derived input02 · ReasoningSEV-1
VB-02Validity line over a signature03 · Tool / writeSEV-1
VB-05Bare acknowledgment of an order03 · Tool / writeSEV-2
VB-01Terms not stated at quote04 · OutputSEV-2
VB-07Silent template regression05 · Change / VersionSEV-2
F · Commerce & shopping agents
DY-03Superseded card value01 · RetrievalSEV-3
DY-04Version-number inference02 · ReasoningSEV-1
DY-06Personalised price signal02 · ReasoningSEV-1
DY-02Unauthorised purchase03 · Tool / writeSEV-1
DY-05Subscription enrolled03 · Tool / writeSEV-2
DY-01Review summary drift04 · OutputSEV-2
DY-07Silent disclosure loss05 · Change / VersionSEV-2
G · Device-embedded assistants
PB-03Superseded product source01 · RetrievalSEV-3
PB-04Out-of-scope answer02 · ReasoningSEV-1
PB-06Safety-adjacent instruction02 · ReasoningSEV-1
PB-02Undisclosed AI interaction03 · Tool / writeSEV-1
PB-05False-accept capture retained03 · Tool / writeSEV-2
PB-01Health-interpretive answer04 · OutputSEV-2
PB-07Silent scope regression05 · Change / VersionSEV-2
H · Field-service & PdM agents
WK-03Stale channel data01 · RetrievalSEV-3
WK-04Base-rate collapse02 · ReasoningSEV-1
WK-06Regime-shift misread02 · ReasoningSEV-1
WK-02Uninstrumented failure mode03 · Tool / writeSEV-1
WK-05Repeat flag on one asset03 · Tool / writeSEV-2
WK-01Wasted dispatch04 · OutputSEV-2
WK-07Silent threshold drift05 · Change / VersionSEV-2
I · Design / EDA copilots
EV-03Out-of-scope retrieval01 · RetrievalSEV-3
EV-04Unsupported design reference02 · ReasoningSEV-1
EV-06Over-stated correctness02 · ReasoningSEV-1
EV-02Write outside the boundary03 · Tool / writeSEV-1
EV-05Cross-project carry-forward03 · Tool / writeSEV-2
EV-01Provenance omitted04 · OutputSEV-2
EV-07Silent capability drift05 · Change / VersionSEV-2
J · Procurement & sourcing agents
GY-03Stale screening list01 · RetrievalSEV-3
GY-04Datasheet-equivalence leap02 · ReasoningSEV-1
GY-06Approved-source rule breach02 · ReasoningSEV-1
GY-02Path stated without a record03 · Tool / writeSEV-1
GY-05Screening hit scored, not stopped03 · Tool / writeSEV-2
GY-01Unauthorised path unmarked04 · OutputSEV-2
GY-07Silent source-list regression05 · Change / VersionSEV-2
K · Manufacturing & test agents
CB-03Superseded limit set01 · RetrievalSEV-3
CB-04Uncertainty dropped02 · ReasoningSEV-1
CB-06Signal explained away02 · ReasoningSEV-1
CB-02Verdict stated as fact03 · Tool / writeSEV-1
CB-05Defect group collapsed03 · Tool / writeSEV-2
CB-01Limit source unstated04 · OutputSEV-2
CB-07Silent threshold drift05 · Change / VersionSEV-2
L · CRA vulnerability-reporting agents
IC-03Superseded advisory01 · RetrievalSEV-3
IC-04Trigger read from a score02 · ReasoningSEV-1
IC-06Legacy estate dropped02 · ReasoningSEV-1
IC-02Clock started from triage03 · Tool / writeSEV-1
IC-05Wrong final clock run03 · Tool / writeSEV-2
IC-01Reported, evidence unrecorded04 · OutputSEV-2
IC-07Silent trigger regression05 · Change / VersionSEV-2
M · Equipment-authorization & covered-list agents
ID-03Stale list page01 · RetrievalSEV-3
ID-04Category listing missed02 · ReasoningSEV-1
ID-06Module grant dropped02 · ReasoningSEV-1
ID-02US agent taken as given03 · Tool / writeSEV-1
ID-05Re-certification not raised03 · Tool / writeSEV-2
ID-01Certified, listing unrecorded04 · OutputSEV-2
ID-07Silent listing regression05 · Change / VersionSEV-2
N · Type-approval & market-access agents
IE-03Superseded edition01 · RetrievalSEV-3
IE-04Expiry read from status02 · ReasoningSEV-1
IE-06Mandate assumed live02 · ReasoningSEV-1
IE-02Clock started from filing03 · Tool / writeSEV-1
IE-05Two clocks read as one03 · Tool / writeSEV-2
IE-01Filed, certificate unrecorded04 · OutputSEV-2
IE-07Silent renewal regression05 · Change / VersionSEV-2
O · Lithium-battery shipping-evidence agents
IF-03Cabin rule read as cargo01 · RetrievalSEV-3
IF-04Wrong section selected02 · ReasoningSEV-1
IF-06Domestic form sent abroad02 · ReasoningSEV-1
IF-02Charge state assumed03 · Tool / writeSEV-1
IF-05Return routed to air03 · Tool / writeSEV-2
IF-01Declared, evidence unheld04 · OutputSEV-2
IF-07Silent edition regression05 · Change / VersionSEV-2
P · Export-classification & licence agents
IG-03Superseded list version01 · RetrievalSEV-3
IG-04Parameter taken on trust02 · ReasoningSEV-1
IG-06Ownership not read through02 · ReasoningSEV-1
IG-02Silence read as an answer03 · Tool / writeSEV-1
IG-05Release on site missed03 · Tool / writeSEV-2
IG-01Classified, rationale unrecorded04 · OutputSEV-2
IG-07Silent screening regression05 · Change / VersionSEV-2
Q · EEE producer-registration & return agents
IH-03Wrong chapter cited01 · RetrievalSEV-3
IH-04Index start date wrong02 · ReasoningSEV-1
IH-06Category left off the brand02 · ReasoningSEV-1
IH-02Wrong register applied03 · Tool / writeSEV-1
IH-05Bases summed together03 · Tool / writeSEV-2
IH-01Filed, weight unsourced04 · OutputSEV-2
IH-07Silent weight-basis change05 · Change / VersionSEV-2
R · Repair-obligation & parts-availability agents
IJ-03Superseded window rule01 · RetrievalSEV-3
IJ-04Window read from a target02 · ReasoningSEV-1
IJ-06Audience class dropped02 · ReasoningSEV-1
IJ-02Clock started from picking03 · Tool / writeSEV-1
IJ-05Gear change missed03 · Tool / writeSEV-2
IJ-01Delivered, window unrecorded04 · OutputSEV-2
IJ-07Silent window regression05 · Change / VersionSEV-2
S · Conflict-minerals Form SD agents
IK-03Superseded list read01 · RetrievalSEV-3
IK-04Relief read too widely02 · ReasoningSEV-1
IK-06Tier below dropped02 · ReasoningSEV-1
IK-02Coverage assumed, not shown03 · Tool / writeSEV-1
IK-05Reissue overwrites03 · Tool / writeSEV-2
IK-01Filed, inquiry unrecorded04 · OutputSEV-2
IK-07Calendar carried forward05 · Change / VersionSEV-2
Guardrails
Critical guardrails for Electronics 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-customer data access in support flowsNo override
Target
RMA records, device registrations, addresses and diagnostic logs across every support and returns channel
Trigger
Retrieval or reply referencing a customer other than the authenticated case owner
Action — enforced
Platform blocks the response, purges foreign records from context, and answers only from the bound case
Human override
None — cannot be overridden in session
Logged evidenceCase id · bound customer id · blocked record id · retrieval hash · timestamp
GR-02No instruction embedded in support attachments ever executedNo override
Target
Customer log files, supplier invoices, merchant pages and firmware bundles entering agent context
Trigger
Directive-shaped content detected inside an inbound artifact during parsing or retrieval
Action — enforced
Platform neutralizes the content to inert text, quarantines the file, and proceeds from trusted sources only
Human override
None — cannot be overridden in session
Logged evidenceArtifact hash · detection pattern · quarantine id · parser version · timestamp
GR-03No mains or lithium repair guidance beyond published proceduresOverride defined
Target
Repair and troubleshooting answers covering mains voltage, battery packs, capacitors and laser assemblies
Trigger
Query touches an energized-hazard component without a matching safety-reviewed procedure id
Action — enforced
Platform refuses improvisation, serves only the published procedure or routes the case to a qualified technician
Human override
Product safety engineer — publish a reviewed procedure to the controlled library
Logged evidenceQuery id · hazard class · procedure id or refusal code · routing target · timestamp
GR-04No firmware update advice without verified image matchOverride defined
Target
Firmware selection, flashing steps and recovery guidance for every supported device family
Trigger
Recommended image hash or model id fails validation against the release manifest
Action — enforced
Platform withholds the instruction, verifies device model and image checksum, and offers only manifest-matched builds
Human override
Firmware release manager — sign the image into the manifest first
Logged evidenceDevice model · image hash · manifest version · validation result · timestamp
GR-05No supplier bank change without out-of-band verificationOverride defined
Target
Payee, banking and remittance detail changes arriving through invoices, portals and email
Trigger
Any payment-detail change request received in-channel, however plausible the document
Action — enforced
Platform freezes the change, forces callback to the on-file supplier contact, and holds payments meanwhile
Human override
Accounts payable controller — approve after documented callback to the registered number
Logged evidenceChange request id · source document hash · callback record · approver identity · timestamp
GR-06No fleet-wide remote action without staged rolloutOverride defined
Target
Remote wipe, reset, config push and remediation commands addressing more than one device
Trigger
Command scope exceeds single-device blast radius or targets an unvalidated station id
Action — enforced
Platform splits execution into canary stages, requires health checks between waves, and halts on anomaly
Human override
Fleet operations lead — approve each wave through the change-management ticket
Logged evidenceCommand id · target count · wave plan · canary results · halt state · timestamp
GR-07No unverified part identifiers written to BOMsOverride defined
Target
Part numbers, package codes and library references suggested by design copilots into BOMs and firmware
Trigger
Suggested identifier lacks a match in the approved component master or vendor catalog
Action — enforced
Platform blocks the write, flags the identifier as unresolved, and requires selection from the component master
Human override
Component engineer — register the part in the approved master first
Logged evidenceIdentifier · BOM id · master version · block code · engineer action · timestamp
GR-08No design-IP egress from copilot sessionsOverride defined
Target
Schematics, RTL, netlists and constraint files handled by design copilots and their toolchains
Trigger
Content matching protected design classifications heading to an uncleared endpoint or prompt log
Action — enforced
Platform blocks the transfer, redacts the payload from telemetry, and confines work to cleared repositories
Human override
IP counsel — export approved through the export-control review workflow
Logged evidenceSession id · classification tags · destination · block code · reviewer decision · timestamp
GR-09No concession beyond published policy termsOverride defined
Target
Discounts, warranty exceptions, refunds and policy statements in sales and support conversations
Trigger
Proposed commitment deviates from the published policy corpus or negotiated price book
Action — enforced
Platform blocks the commitment, restates the published term, and queues genuine exception requests for human sales
Human override
Commercial policy owner — grant the exception via the CRM approval flow
Logged evidenceConversation id · proposed term · policy version · block code · queue id · timestamp
GR-10No checkout on stale price or stock feedsOverride defined
Target
Agentic-commerce ordering, quoting and replenishment acting on price, stock and lead-time data
Trigger
Feed timestamp exceeds freshness threshold or variant id fails revalidation at commit
Action — enforced
Platform holds the order, re-fetches live price and stock, and completes only on a confirmed match
Human override
E-commerce operations manager — release the held order after manual revalidation
Logged evidenceOrder id · feed timestamps · revalidation result · hold state · release identity · 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 fault isolation
- Financial impactHigh-value quote or credit
- Identity / change riskSupplier bank-detail change
- Irreversible actionFirmware push or remote wipe
- Policy riskCompliance or export 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
Product safety & repair guidance
An agent step contradicting the manual is itself a defect in instructions for use; restating an interlock bypass defeats the laser rule; reportable information starts a 24-hour clock.
16 CFR 1115.4 · 21 CFR 1040.10(f)(2) · 16 CFR 1115.14(e)
Lifecycle layer:06 LLM · 08 Guardrail · 09 Human review · 10 Outcome
- ELE-01
- ELE-03
- ELE-13
- ELE-14
- QT-01
- QT-02
- QT-05
- PB-01
- PB-06
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
- 37
- Failure modes covered
- 167 of 167
- Cases · 10% rotated / quarter
- 2,525
- Audit-ready scorecard
- Monthly
Output evaluation4 suites · 280 cases
100 casesSafety-boundary guidancecatches ELE-01
150 casesSpec groundingcatches ELE-02
60 casesFirmware-path validationcatches ELE-03
100 casesWarranty golden-setcatches ELE-04
80 casesQuote accuracycatches ELE-05
40 patternsInjection suitecatches ELE-08
70 casesProduct-compliance setcatches ELE-09
60 casesLifecycle and patch setcatches ELE-10
60 casesBattery-handling setcatches ELE-11
50 casesESD-handling setcatches ELE-12
60 casesFault-isolation setcatches ELE-13
50 casesData-loss-prevention setcatches ELE-14
60 casesCounterfeit-risk vigilancecatches ELE-06
55 casesRMA data-leak preventioncatches ELE-07
70 casesTechnical-support hazard and prohibition setcatches QT-01–07
70 casesWarranty triage entitlement and denial setcatches MV-01–07
70 casesSpec and compatibility evidence setcatches XR-01–07
70 casesFirmware guidance release setcatches ZP-01–07
70 casesB2B quote authority and terms setcatches VB-01–07
70 casesShopping consent and disclosure setcatches DY-01–07
70 casesOn-device assistant scope setcatches PB-01–07
70 casesField-service prediction integrity setcatches WK-01–07
70 casesEDA copilot boundary setcatches EV-01–07
70 casesSourcing screening and evidence setcatches GY-01–07
70 casesLimit, verdict and threshold integrity setcatches CB-01–07
70 casesTrigger, clock and estate setcatches IC-01–07
70 casesList, grant and designation setcatches ID-01–07
70 casesEdition, expiry and renewal clock setcatches IE-01–07
70 casesMode, section and charge-state evidence setcatches IF-01–07
70 casesClassification, screening and release setcatches IG-01–07
70 casesAnnex, register and weight-basis setcatches IH-01–07
70 casesWindow, audience and delivery clock setcatches IJ-01–07
70 casesSmelter list, custody chain and filing record setcatches IK-01–07
50 casesCustomer-facing commerce conversation setcatches ELE-15 · ELE-16 · ELE-17 · ELE-22 · ELE-23
40 casesAgentic commerce transaction safety setcatches ELE-18 · ELE-19 · ELE-20 · ELE-21
60 casesOperations automation and remediation control setcatches ELE-24 · ELE-25 · ELE-26 · ELE-27 · ELE-30 · ELE-31
50 casesDesign copilot and factory floor integrity setcatches ELE-28 · ELE-29 · ELE-32 · ELE-33 · ELE-34
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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 · 92.6%
- Week 9 · 92.4%
- Week 10 · 98.3%
- Week 11 · 98.4%
- Week 12 · 98.5%
Week readouthover or select
Week 8of 12
- 03Modelopus 4.6 · 0612
92.6%Spec-grounding rate
- 7 layers stamped on every run · 12-week window
- Catches ELE-33 · silent inspection 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.
Outcomes
Not just that it ran.
What it delivered.
Observability shows the agent ran. It can’t show the return was closed 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
Electronics fleet · monthly statement
- Support case resolved8,940
- RMA processed1,260
- Quote issued2,140
- Compliance check cleared580
- Product lines certified11 of 11
- Workflows delivered12,920
- Outcome success rate98.6%
- Human correction required181 · 1.4%
Every figure linked to its source trace · exportable for review and audit support
Cost control
Keep electronics 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 electronics 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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