Runway is a major name in AI labs and AI-native companies. Candidates for roles there compete with many applicants, so a resume tailored to the exact posting matters. AI employers read many resumes full of buzzwords. State what you built, with which models and tools, and the measured result: accuracy, latency, cost, or adoption.
What AI labs and AI-native companies employers tend to screen for
- Evidence that you shipped models or LLM products, not only experiments
- Evaluation rigor: metrics, benchmarks, error analysis, cost and latency trade-offs
- Range from research to production, and speed of iteration
Keywords common in AI labs and AI-native companies
LLMsRAGfine-tuningevaluationinferenceMLOps
Resume guides for Runway roles
Software and IT 49
Software EngineerData structures · System designFrontend DeveloperReact · TypeScriptBackend DeveloperNode.js · PythonFull Stack DeveloperReact · Node.jsMobile DeveloperSwift · KotliniOS DeveloperSwift · SwiftUIAndroid DeveloperKotlin · Jetpack ComposeDevOps EngineerKubernetes · TerraformSite Reliability EngineerSLOs · Incident responseCloud EngineerAWS · AzurePlatform EngineerInternal developer platform · KubernetesQA EngineerTest plans · Regression testingTest Automation EngineerSelenium · CypressEmbedded Software EngineerC · C++Game DeveloperUnity · Unreal EngineSolutions ArchitectCloud architecture · Solution designEngineering ManagerPeople management · HiringTechnical LeadTechnical leadership · ArchitectureSystems AdministratorLinux · Windows ServerNetwork EngineerCisco · Routing and switchingIT Support SpecialistHelp desk · TroubleshootingDatabase AdministratorPostgreSQL · MySQLSalesforce DeveloperApex · LightningTechnical WriterAPI documentation · Developer docsPython DeveloperPython · DjangoJava DeveloperJava · Spring BootGo DeveloperGo · ConcurrencyRust DeveloperRust · Systems programming.NET DeveloperC# · .NETC++ DeveloperC++ · Data structuresPHP DeveloperPHP · LaravelRuby on Rails DeveloperRuby · RailsNode.js DeveloperNode.js · TypeScriptReact DeveloperReact · TypeScriptAngular DeveloperAngular · TypeScriptVue.js DeveloperVue.js · TypeScriptFlutter DeveloperFlutter · DartTypeScript DeveloperTypeScript · Node.jsWordPress DeveloperWordPress · PHPShopify DeveloperShopify · LiquidNo-Code DeveloperBubble · WebflowDeveloper AdvocateDeveloper relations · Technical contentDeveloper Relations ManagerDeveloper programs · CommunityStaff Software EngineerTechnical leadership · System designPrincipal EngineerArchitecture · Technical strategyData Platform EngineerData platform · KubernetesUnity DeveloperUnity · C#Unreal Engine DeveloperUnreal Engine · C++Freelance DeveloperClient projects · Full stack development
Cybersecurity 16
Cybersecurity AnalystSIEM · Incident responseSecurity EngineerApplication security · Threat modelingPenetration TesterPenetration testing · Burp SuiteSOC AnalystSIEM · SplunkThreat Intelligence AnalystThreat intelligence · MITRE ATT&CKIncident ResponderIncident response · Digital forensicsApplication Security EngineerSecure code review · SASTCloud Security EngineerAWS security · IAMGRC AnalystRisk assessment · ISO 27001Security ArchitectSecurity architecture · Zero trustRed Team OperatorRed teaming · Adversary emulationMalware AnalystReverse engineering · IDA ProCybersecurity ConsultantSecurity assessments · Risk managementIAM EngineerIdentity and access management · OktaVulnerability AnalystVulnerability management · NessusCISOSecurity strategy · Risk management
AI and machine learning 28
Machine Learning EngineerPyTorch · TensorFlowAI EngineerLLMs · Prompt engineeringPrompt EngineerPrompt design · LLMsGenerative AI EngineerLLMs · RAGLLM EngineerLLM fine-tuning · InferenceMLOps EngineerMLOps · KubernetesNLP EngineerNLP · TransformersComputer Vision EngineerComputer vision · PyTorchDeep Learning EngineerPyTorch · Neural networksSpeech Recognition EngineerSpeech recognition · ASRApplied ScientistMachine learning · ExperimentationAI Research ScientistResearch · PublicationsAI Infrastructure EngineerGPU clusters · KubernetesLLM Evaluation EngineerEvaluation frameworks · BenchmarksForward Deployed EngineerCustomer deployments · Solution engineeringAI Solutions ArchitectSolution architecture · LLM applicationsAI Product ManagerAI product strategy · RoadmappingAI Automation SpecialistWorkflow automation · ZapierAI ConsultantAI strategy · Use-case discoveryConversational AI DesignerConversation design · ChatbotsResponsible AI SpecialistAI ethics · Bias assessmentAI Governance AnalystAI policy · Risk managementData Labeling SpecialistData annotation · Quality assuranceAI TrainerModel evaluation · Prompt writingRobotics EngineerROS · C++AI Marketing ManagerAI product marketing · PositioningAI Customer Success ManagerOnboarding · Technical adoptionData AnnotatorData annotation · Attention to detail
Web3 and blockchain 32
Blockchain DeveloperSolidity · Smart contractsSmart Contract DeveloperSolidity · EVMSolidity DeveloperSolidity · EthereumRust Blockchain DeveloperRust · SolanaBlockchain EngineerDistributed systems · ConsensusBlockchain ArchitectSystem design · Layer 2Web3 DeveloperJavaScript · Ethers.jsWeb3 Frontend DeveloperReact · TypeScriptDeFi DeveloperDeFi protocols · AMMsProtocol EngineerConsensus · NetworkingZero-Knowledge EngineerZero-knowledge proofs · zk-SNARKsBlockchain DevOps EngineerNode operations · KubernetesSmart Contract AuditorSecurity audits · Vulnerability analysisBlockchain Security ResearcherVulnerability research · Exploit analysisCrypto AnalystMarket analysis · On-chain analysisOn-Chain Data AnalystDune Analytics · SQLTokenomics AnalystToken design · Incentive modelingDeFi AnalystDeFi protocols · Yield analysisCrypto ResearcherFundamental research · Protocol analysisWeb3 Product ManagerProduct roadmap · Wallet UXBlockchain Project ManagerProject delivery · AgileNFT Project ManagerNFT launches · CommunityWeb3 DesignerFigma · dApp UXWeb3 Community ManagerDiscord · Community growthCrypto Marketing ManagerCrypto marketing · Community growthCrypto Content WriterCrypto writing · ResearchWeb3 Business Development ManagerPartnerships · Ecosystem growthCrypto Compliance OfficerAML · KYCCrypto Operations SpecialistExchange operations · CustodyCrypto TraderTrading strategies · Risk managementCrypto Customer Support SpecialistWallets · Exchange supportDAO Governance LeadGovernance · Proposals
Data and analytics 6
Design 13
UX DesignerUser research · WireframingUI DesignerFigma · Visual designProduct DesignerProduct thinking · FigmaGraphic DesignerAdobe Illustrator · PhotoshopUX ResearcherUser interviews · Usability testingMotion DesignerAfter Effects · AnimationArt DirectorCreative direction · Brand identityInterior DesignerSpace planning · AutoCADGame DesignerGame design · Systems designGame Artist2D art · 3D modelingTechnical ArtistShaders · UnityLevel DesignerLevel design · Unreal EngineFreelance DesignerClient management · Branding
Product and project management 10
Product ManagerRoadmapping · PrioritizationProduct OwnerBacklog management · User storiesProject ManagerProject planning · BudgetingProgram ManagerProgram governance · Cross-functional deliveryScrum MasterScrum · Sprint ceremoniesBusiness AnalystRequirements gathering · Process mappingTechnical Program ManagerTechnical delivery · Cross-team dependenciesGame ProducerProduction planning · AgileProduct Operations ManagerProduct operations · Process designGrowth Product ManagerGrowth experiments · A/B testing
Marketing and content 18
Digital Marketing ManagerSEO · Paid mediaContent Marketing ManagerContent strategy · Editorial calendarSEO SpecialistKeyword research · Technical SEOSocial Media ManagerContent calendar · Community managementPerformance Marketing ManagerGoogle Ads · Meta AdsBrand ManagerBrand strategy · PositioningMarketing ManagerMarketing strategy · Campaign managementGrowth MarketerGrowth experiments · Funnel optimizationEmail Marketing SpecialistEmail automation · SegmentationCopywriterBrand voice · Conversion copywritingContent WriterSEO writing · ResearchPR ManagerMedia relations · Press releasesCommunity ManagerCommunity engagement · ModerationMarketing AnalystMarketing analytics · SQLProduct Marketing ManagerPositioning · Go-to-marketVideo EditorPremiere Pro · After EffectsMarketing Operations ManagerMarketing automation · HubSpotFreelance WriterWriting · Research
Sales and customer success 15
Account ExecutiveQuota attainment · Pipeline managementSales ManagerTeam leadership · QuotaBusiness Development ManagerLead generation · PartnershipsSales Development RepresentativeOutbound prospecting · Cold emailCustomer Success ManagerOnboarding · RetentionAccount ManagerClient relationships · UpsellingInside Sales RepresentativePhone sales · Lead follow-upSales EngineerTechnical demos · Solution scopingKey Account ManagerStrategic accounts · Account planningReal Estate AgentProperty listings · NegotiationRetail Sales AssociateCustomer service · UpsellingRevenue Operations ManagerRevOps · SalesforceSales Operations AnalystSales analytics · SalesforceTechnical Account ManagerTechnical account management · Customer successSolutions ConsultantTechnical demos · Discovery
HR and recruiting 7
HR ManagerEmployee relations · Talent managementRecruiterFull-cycle recruiting · SourcingTalent Acquisition SpecialistSourcing · ScreeningHR Business PartnerBusiness partnering · Employee relationsHR GeneralistOnboarding · Employee recordsPayroll SpecialistPayroll processing · Tax complianceLearning and Development ManagerTraining programs · Needs analysis
Legal 5
Engineering 15
Mechanical EngineerSolidWorks · CADElectrical EngineerCircuit design · PCB layoutCivil EngineerAutoCAD · Civil 3DChemical EngineerProcess design · Mass and energy balancesIndustrial EngineerLean · Six SigmaStructural EngineerStructural analysis · ETABSManufacturing EngineerProcess improvement · Lean manufacturingProject EngineerProject scheduling · Technical designAutomation EngineerPLC programming · SCADAAerospace EngineerCFD · Structural analysisEnvironmental EngineerEnvironmental impact assessment · RemediationQuality EngineerRoot cause analysis · Six SigmaConstruction ManagerSite management · BudgetingArchitectArchitectural design · RevitBiomedical EngineerMedical devices · FDA regulations
Customer support 6
Customer Support SpecialistTicket resolution · ZendeskCustomer Service RepresentativeCustomer service · Complaint resolutionTechnical Support EngineerTroubleshooting · Root cause analysisCall Center AgentInbound calls · Customer serviceImplementation SpecialistCustomer onboarding · ConfigurationCustomer Experience ManagerCustomer experience · CSAT
Administrative and office 7
Administrative AssistantCalendar management · Travel arrangementsExecutive AssistantExecutive support · Calendar managementOffice ManagerOffice operations · Vendor managementReceptionistFront desk · Phone handlingData Entry ClerkData entry · Typing speedVirtual AssistantInbox management · SchedulingTranslatorTranslation · Localization
Science and research 4
Creator economy and social media 8
Content CreatorContent strategy · Video productionUGC CreatorUser-generated content · Video creationInfluencer Marketing ManagerInfluencer sourcing · Campaign managementYouTube Video EditorPremiere Pro · StorytellingPodcast ProducerAudio editing · BookingSocial Media StrategistContent strategy · Platform analyticsCreative StrategistCreative testing · Ad conceptsNewsletter WriterNewsletter growth · Writing
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