Implementing AI for improved performance testing – Cuneiform

1. WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS RECENTPOsT APracticalGuideto BuildingaBrand Strategy. HowareCompaniesUsingAIfor Marketing? Contact ParasPandyaJune20,2023 ImplementingAIforImprovedPerformance Testing:TheKeytoSuccess. Machines that can ‘think’ on their own were regarded as supernatural until the 21st century. Nonetheless, as technology has advanced at a startling rate, smart machines have become ubiquitous.ArtificialIntelligencestudyseeksto imbue inanimateorephemeralobjectswiththe abilitytolearnandmakedecisions.Then,bycombiningdata,machine learningalgorithms,and historicaldata,these intelligentcomputersmaymakedecisionsandpredictions. Artificial intelligence is being incorporated into mobile and web applications by businesses, makingthemmoreintelligent,faster,cheaper,andmore interactive.Performance Testingisoneof themostprevalentusesofAIandMLinsohwareengineering. Qualityassuranceisnowanindispensabletoolforanycompanyoperatinginthe digitalsphere. Adoptingcutting-edgetechnology insohwaredevelopmentandlayingasoliddataengineering foundationare crucialstepstowardachievingdigitaltransformation. TableofContents Whatisperformancetesting? PerformanceTesting:Impor… WhyPerformanceTestingIs… Whatisthebesttimeforru… Whatarethestepsinvolved… UsesofAIinperformancete… Re-engineeringperformance… KeyadvantagesofAIintesti…

2. 9.AI’sPromisingFutureinSoh… “TheWorldQualityReport2018–19predictsthatartificial intelligence(AI) will be one of the mostsignificantt rendsin quality assurance and testing overthenextdecade.” WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS SubscribeToGetLatestUpdates Hence, businesses should prepare themselves accordingly. Thanks to performance testing, businessesandprovidersofITsolutionsmaynowmakemoreadaptiveofferings.Byevaluatingthe userinterfaceandcreatingtestscriptsthatcanworkongettingtherightreactiontime,CPU utilization,throughput,andmemoryconsumption,AItechnologyhasthepotentialtocompletely reshapethefutureofperformancetesting. ThisblogaimstodemonstratethepotentialofAI technologyinimprovingtheperformancetesting processesforfuturesolutions,inkeepingwithCuneiformcommitmentto leveragingmodern solutionsandinnovativetechnologiesto maximizeourQualityAssuranceservices. Email Subscribe Whatisperformance testing? Performancetestingisakindofnon-functionalsohwaretestingthatmeasuresanapplication’s robustness in terms of its speed, scalability, and responsiveness under stress. However, it is usually seenasanaherthought,completedindependently,andinitiatedaherfunctionaltestingiscomplete and, in most circumstances, aher the code is ready for release, despite its central role in guaranteeingsohwarequality. Performancetestingaimsto evaluate thefollowing:applicationoutput,processingspeed,data transfervelocity,networkbandwidthusage,maximumconcurrentusers,memoryutilization, workloadefficiency,andcommandresponsetimes. When putting an app through its paces, performance testing measures how well it holds up under pressure in terms of stability, speed, scalability, and responsiveness. Despite its importance, this phaseofsohwaredevelopmentisohenseenasanaherthought,withlittleattentionpaidtoit before functionaltestingandthefinalreleaseofthecode. Brandsmustextensivelytesttheirsohwareto giveuninterruptedserviceto customers. Testingistime-consumingandmightbecomeineffectiveovertime.NewtechnologieslikeAIand MLcametotherescuetoimprovebrandperformancetesting. “IMARCexpectstheIndianartificialintelligencemarkettoreach$3,935.5 millionby2028,risingataCAGRof33.28%.” Letmebeginbydescribingtheimportanceofperformancetesting. Performance Testing:Importance Asohwareapplication’sspeed,responsiveness,stability,andscalabilityare testedunderdifferent workloadsandsituations.Itisavitalelementinthesohwaredevelopmentlifecycle,especiallyfor tech-heavy brands. This testing uncovers runtime faults, performance optimization concerns, latency,throughput,responsetimes,loadbalancing,andmore. Brandgrowthrequiresperformance testing.Itimprovesappresponsiveness,loadingtime,andany- context stability as an umbrella testing methodology. Thus, marketers must do performance testing to guarantee the system meets production service requirements and provides a fantastic user experience. Contact

3. To reducethehighcostofproductionperformanceissues,constantperformancetestingis recommended.Technology-basedbrandsneedperformancetesting.Itimprovesuserexperience, revenue,customerloyalty,scalability,andriskmitigation. WHATWEDO WHOWEARECASESTUDYRESOURCES LIFE@CUNEIFORM CONTACTUS WhyPerformanceTestingIsNecessary Companiesconductperformance testsforatleastoneofthefollowingmotives: Tocheckif theapplication’sperformancemeetsexpectations(forinstance,thesystemshould supportupto1,000concurrentusers). Analyzewhereanapplication’sprocessingisslowingdown. Toverifythatasohwareprovider’spromisedperformancelevelsareaccurate. To findthemoreeffectivemethodbycomparingmultiplesystems. Toevaluaterobustnessduringheavy-trafficperiods. Whatisthebesttime for runningperformancetests? Contact Eachapplicationhastwostagesinitslifecycle:developmentanddeployment.Inbothcases,the productarchitectureistestedbypresentingtheprogramtoendusers. Development performance tests concentrate on components (web services, microservices, and APIs).Whentestingisperformedonanapplication’scomponentsearly on,problemsarefoundand fixedatacheapercost. Thereshouldbeasteadyincreaseinthescopeofperformancetestingastheapplicationtakes shape.Theymay beexecutedduringdeploymentinspecificcircumstances(likewhenit is impossibleorexpensivetocreateadevelopmentlabenvironmentthatisidenticaltotheproduction environment). Whatarethe stepsinvolvedinperformancetesting?

4. WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS Whilethereisnoone “right”wayto conducttests,thereisauniversalframeworkthatcanbeused toensurethatyourperformance testsachieve theirintendedgoalsofverifyingeverythingworksas expectedoverawiderangeofconditionsandpinpointinganyshortcomings. Locatethe Testing Area Beforeyoustart testing,it’simportanttoknowexactlyhowthehardware,sohware,andnetworkwill be set up. Having a thorough understanding of this ecosystem helps testers predict potential issues. Establishcriteriaforapproving performance The application’s success criteria should be defined before any testing is done, as they will vary fromprojecttoproject.Findingacomparableapplicationtouse asabenchmarkisrecommended whenyouare strugglingtodefineyoursuccesscriteria. Createtestcasesforperformanceandplanning Understandinghowvarioususertypesmightinteractwithyourappiscrucialfordoingcredibletests. If you want to run your tests as realistically as possible, you need to first identify the most important scenariosanddatapoints: Prepareasettingfortesting Setupatestingplan Conductandtracktests Checktheresults,makethenecessarychanges,andtryagain. The nextstepaherconductingtestsistoexamine andcompilethedata.Ahermakingthenecessary adjustments to fix the problems, new tests should be run to make sure that none of the old ones remain. UsesofAIinperformancetesting Contact

5. Thereareseveralobstaclesthroughoutthefullperformancetestinglifecycle,includingtestThereareseveralobstaclesthroughoutthefullperformancetestinglifecycle,includingtest preparation,testexecution,identifyingthe performancebottleneck,pinpointingthe causeofthe problem,andimplementingasolution. Manyofthesedifficultiescanbeeliminatedentirelyoratleastmademoremanageableforany WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS performancetestengineerbytheuseofAIin performancetesting. SomeoftheproblemsthatcanbehandledbyincorporatingAI intotheperformancetesting lifecycleare asfollows. Performance testerscollectmountainsofdataduringthe runitself.Withoutintelligentsystems, dataanalysisisadifficultundertaking,asyouwellknow. Despitecarefulexamination,sometimespinpointingthesourceofaslowdowninacomplicated systemisadauntingundertaking.Here,AIcanbeofgreatassistanceinperformancetesting. Re-engineeringperformanceprogramming bymakinguseof AI Improvingperformancetestscriptswithartificialintelligence PerformancetesterscansavetimeoncodingthankstoAI andNLP-enabledautomatedscriptsfor PerformanceTesting.ToolslikeSalesforce,SAP,SiebelCRM,JDEdwards,andSingleSignOnuse auto-correlation and auto-parameterization to manage dynamic content. When using AI to script, youcancutyourworktime byasmuchas40percent. ScalingWorkloads A.I.-poweredenginescanforeseehowapplicationswillbeusedinthefuture,examine production trends,andestimateworkloadsrealistically,muchlikeGoogleAnalytics. ResultAnalysis Performanceengineersmustbewell-versedinawiderangeoftechnologiesbecause resultanalysis is so important to their work. Multi-dimensional transaction error analysis with the use of AI engines canrevealoutliersintestingdata.Thereisn’tatoolthataddressesthisissue inparticularrightnow. Monitoring Tools based on AI allow for continuous monitoring of performance, dependency mapping, root causeanalysis,andfailureprediction.Improveresilienceengineeringandapplicationperformance monitoring with the help of these technologies, which can send out alerts before problems even arise. Contact KeyadvantagesofAIintesting:

6. WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS AIcanreduce manuallabor,improveaccuracy,andspeedupsohwaretesting.Tounderstandwhy AI is so crucial for sohware development and testing, let’s analyze the benefits of AI in software testing. Validationofthe basic features In thisstage,weevaluatehowwellthesohwareaccomplishesitsprimarygoals.Once thisisdone, wecanmakemajordecisions.Planningbusinessstrategy ismade easierwithasolidsohwarebasis. AbsolutePrecision Evenskilledtestersmakemistakes,especiallywhendoingrepetitive tasks.Thisfuelledautomation’s popularity. AI consistently completes the same repetitious duties as planned, unlike humans. While AIdoesrepetitivechores,testersmayfocusoncreatingusefulautomationsolutionsand conductinghuman-onlyexperiments. EnhancedOverallTestCoverage WithAI,testscanbeexpandedanddeepened.Totestthesohware,it mayswihly testfilecontents, data tables, internal program states, and RAM. Unlike manual testing, AI-powered test automation canrunover1,000testcasesatonce. Visualtestingmadeeasy AIcheckstheaccuracyofvisualwebpagesandassessesinterfacecontent.Humanevaluationof the design makes validation of these tests challenging. Automated testing allows us to snap screenshots and monitor load times. The process of building frameworks, updating DOMs, and summinguprisksisallautomatedinAItesting. TimeandMoneySavings Manualtestingisrepetitivewhensourcingcodechanges.Itcoststimeandmoney.AnAI-based testingsystemcando thesejobsregularly andforfree.Sohwaretestingacceleratescost optimization. Contact

7. Efficiencyand load-bearingcapacity Enhancing optimization and load capacity is yet another perk of performance testing. A company canaddressthevolumeissue andkeepthesohwareprogramstabledespitealargenumberofusers becauseoftheperformancemeasurement. WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS ImprovedProblemTracing The AI has the innate ability to detect issues. Manual and automated tests both miss bugs and errors,leadingtoproblemsdownthe road.Dataandflawsinsohwaregrowovertime.Tohelpthe softwaredevelopmentteamsavetime,AIcandetecttheseproblemsautomatically. AutomatingAPITests ByautomatingAPItesting,usersmayquicklygeneratetestcasesforAPIquality assuranceandget an idea of how well certain third-party tools will function. Most services don’t need to automate theiruseofhundredsofAPIs.Inaflash,APIfunctionalitycanbedeterminedusingAI-based algorithms,whichexaminemassivedatasets. AI’sPromisingFutureinSoftwareTesting Tenyearsago,movementstowardincreasinglysophisticatedAI began.Testingofmobileapps,user interfaces, web functionalities, and self-correcting errors all make use of AI. Because of how effectively these AI features perform, they are likely to be implemented to better the evaluation frameworkandtools. Automationisinevitable with AI.Ascomputingpowerincreases,machineswillbe taughtmore complexactivities.JobsanddifficultproblemswillbehandledbyAI. Overall,AI hasthepotentialtorevolutionizetestingandspeedupR&Dforcutting-edgesohware.In addition,it ispossible thatAI may demandfuturetestersto stayupwithrequirementsand developmentorriskbeinglehbehind.Andhence,CuneiformConsulting’sengineeringsolutions havegeareduptorevolutionizebusinessgiants.Ourpassionateteamworkstirelesslytosolve today’sandtomorrow’sdigitalbusinesschallenges.Wealsodealwithinnovativedigitalplatforms thatexcelinAIandML. Wantto knowhowyoucanuseAI/MLdevelopmentservicesto enhanceyouronlineapp? Email us! Contact IFYOULIkETHEPOsT,DOsHARE! Facebook Twitter LinkedIn Email

8. WHATWEDO WHOWEARE CASESTUDY RESOURCES LIFE@CUNEIFORM CONTACTUS Company WhatWeDo Address C–102,D–101,S.G.Business Hub,OffGotaFlyover,S.G. Highway,Vasantnagar,Ognaj, Ahmedabad,Gujarat–380060 Whoweare Case study Insights WhitePapers FAQ’s Privacy Policy Terms&Conditions Explore Engineer Expand Embrace ReachusMonday–Fridayfrom9:30amto6:30pm Email:inquiry@thecuneiform.com HR:+918320806209 Sales:+919819383948 USA:+1(512)607-6820 Connect Copyright@2023 CuneiformConsultingPrivate Limited |AllRightsReserved Contact