VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethod
Search occupations, majors…
EN
  • English
  • 简体中文
  • 日本語
  • Español
  • Português
  • Français
VLO
VOLO

Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

AskOccupationsMajorsBusinessFoundersChangesNotesMethodWill AI replace my job?AboutRole diagnosisOpen dataOntologyVOLO ProPrivacyTerms
© 2026 VOLO
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisFirst AI experimentVOLO ProMethod & evidenceAboutFollow an occupationSearch
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterContent moderatorCustomer service representativeAdministrative assistantSoftware tester / QA engineerData entry clerkGraphic designerParalegalVideo editorAccountant / BookkeeperMarketing specialistFrontend developerTax preparer / tax agentVoice actorMedical coderData analystInsurance claims handlerTechnical writer / documentation engineerJunior software developerInsurance underwriterHR / recruiterLoan officer / credit officerFinancial analystProcurement / supply chain specialistJournalistSales / account managerReal estate agentNetwork engineerIllustratorTravel agent / travel advisorIT support specialist / helpdeskAuditorSupply chain plannerManagement consultantPhotographerBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryAnimator and VFX artistWriter and authorPayroll specialist / payroll clerkRadiologistData engineerProject managerData scientistCourt reporterEditor and proofreaderLawyerMedical assistant / clinic assistantQuantity surveyorContent creatorQuantitative analystMachine learning engineerExperienced software engineerDevOps engineer / platform engineer / SREBusiness analystMusician and composerGIS analyst / cartographerProperty appraiser / valuerProperty managerProduct managerDietitian / nutritionistEconomistPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerInterpreterPathologistChip design engineerGrant writer / grants officerCompliance officerLibrarianDrafter / CAD technicianArchitectFirst-line manager / team supervisorCounsellor / psychotherapistRetail salesperson / shop assistantCivil / structural engineerElectrical engineerIndustrial engineerStatisticianSecurity guardInterior designerUniversity lecturerPsychologistBus driverInsurance agentMechanical engineerFashion designerOptometristNotarySchool teacherGeneral practitioner / primary care doctorAirline pilotDriving instructorUrban plannerEmergency dispatcherWaiter / restaurant serverRadiographer / radiologic technologistLand surveyorAuto mechanic / vehicle technicianPolice officerSonographerAircraft maintenance technicianDental hygienistAnaesthesiologist / anaesthetistBuilding inspectorSpeech-language pathologist / speech and language therapistNurse practitionerAir traffic controllerVeterinarianBartender / baristaPhysiotherapist / rehabilitation therapistDentistSurgeonParamedic / EMTConstruction workerSocial workerJudge / magistrateRegistered nurseMassage therapistMidwifeCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front deskPharmacy technicianPhlebotomistDental assistant / dental nurseRespiratory therapistOccupational therapist
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianActor and modelMachinist / CNC machinistWelderChef / cookGardener / landscaperCleaner / janitorFarmerFirefighterHVAC technicianBricklayer / blocklayerCarpenter / joinerCabin crewHairdresser / barberElectrician
Autonomous driving
Ride-hail / taxi driverTruck driverDelivery rider / courier
Majors
All majorsEnglish / Foreign languagesComputer scienceAccountingPsychologyJournalism / CommunicationFinanceLawVisual communication designMarketingNursingBusiness administrationEducation and teacher trainingArchitecturePublic administrationMedicineHospitality and tourism managementEconomicsInformation systems
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Insurance claims handler›2025-12-31
DeploymentCognitive automation2025-12-31

Lemonade says about 55% of its claims are fully automated, and its system routes the claims it is not authorised to settle or has concerns about to human claims experts

Insurance claims handleroccupation page →
Event date / reported
2025-12-31
Evidence stage
DeploymentAn employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.
Tasks this bears on
The claim that does not fit
The one where the story does not add up, or the loss is real but the policy was never written for it.
Still human-led✓ Evidence-backed
Where this applies
United States and Europe, one insurer. The company's annual report says that as of 31 December 2025 roughly 55% of its claims were automated from start to finish, and that its claims bot triages and assigns claims it is not authorised to settle, or where it identifies concerns, to human claims experts, matched by specialty, qualifications, workload and schedule. The company's own account; it does not give the size of the exception queue or the number of people working it.
What this means
At one heavily automated insurer, the routine claim is the machine's and the odd one is routed to a person by design.
What it does not yet show
One insurer's own figures; nothing on how many claims go to people or how long they take.
What you can check
Open Lemonade's 10-K for 2025 and find "assigns claims he is not authorized to settle, or ones where he identifies concerns, to human claims experts".
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 1 linked task judgement above now rest on evidence instead of inference.
Source
Lemonade, Inc. — Annual Report on Form 10-K for the fiscal year ended 31 December 2025 (SEC EDGAR) · verified 2026-10-15 · Claude (VOLO agent) · interpreted 2026-10-15 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.
All changes for Insurance claims handler →All recent changes →How events become evidence →