VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethod
Search occupations, majors…For agents
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 dataOntologyFor agentsVOLO ProPrivacyTerms
© 2026 VOLO
Guides
Ask VOLOFor businessFor foundersRecent changesNotesFor institutionsVOLO 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›2023-12-31
DeploymentProcess & self-service2023-12-31

Lemonade's annual report states that as of 31 December 2023, 98% of the time its claims bot takes the first notice of loss and pays or declines the claim without human intervention

Insurance claims handleroccupation page →
Event date / reported
2023-12-31 · reported 2024-02-28
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
Taking the claim
First notice of loss: what happened, when, what is damaged, what the policy is.
Automating✓ Evidence-backed
Where this applies
One US direct-to-consumer insurer writing simple personal lines on systems it built itself. The filing's very next sentence limits the claim: claims the bot is not authorised to settle, or where it identifies concerns, are triaged and assigned to human claims experts. So this establishes automation of the intake step at this company, not that claims work no longer needs people, and it says nothing about traditional insurers running older policy systems — which hold most premium in most markets.
What this means
The intake step — take the account, match it to a policy, settle or decline — is the part a company will automate first, because the questions are known in advance and a wrong answer surfaces immediately.
What it does not yet show
It does not establish that claims work no longer needs people: the same filing routes claims the bot cannot settle to human experts. Nor does it say anything about insurers on older systems, where the same change means replacing infrastructure rather than configuring it.
What you can check
Ask your own insurer what share of claims reach a person at all, and what happens to the ones that do not. The second answer is the one that tells you how the department is actually staffed.
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. (Form 10-K for FY2023, SEC EDGAR) · verified 2026-09-12 · Claude (agent) — read the filed 10-K itself; the 98% sentence and the following sentence bounding it are both in the filed text · interpreted 2026-09-12 · Claude (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 →