2026+AI+品牌领导者报告：AI+工程技术栈26类产品市场与创新领导力调研+2026+AI+Brand+Leader+Report

ITBRND

BRAND

LEADER

VOTEDBYHUMANS

AIBrandLeaderReport

AlEngineeringcategoryreportwithresultsfrom26productsurveys.

ITBRND

TableofContents

March2026AIBrandLeadersurveyresultsfor26AlEngineeringproductsareonthefollowingpages:

TopicPage

ExecutiveSummary3

SummaryAnalysis4-6

MarketLeaderDefinition7

InnovationLeaderDefinition8

AlProductTaxonomy9

AlEngineeringStack10

SurveyResults

·AIModelDevelopmentFrameworks12

●FoundationModelPlatforms15

·LLMOpsPlatforms18

·AIAgentDevelopmentFrameworks21

·AlAppBuilderPlatforms24

·AIContextEngineeringPlatforms28

·AIMemoryPlatforms31

·MultimodalMemoryPlatforms34

·KnowledgeGraphPlatforms37

·VectorDatabases41

●FeatureStores44

·SyntheticDataPlatforms47

·DataLabelingPlatforms50

·AIWorkflowAutomationPlatforms54

·AgentOrchestrationPlatforms57

·AlIntegrationPlatforms60

·ModelServingPlatforms64

·AlInferenceOptimizationPlatforms67

·AIApplicationPlatforms70

·AIObservabilityPlatforms74

·AlEvaluationPlatforms77

·ExperimentTrackingPlatforms80

·ModelRegistryPlatforms83

·AlGovernancePlatforms87

·AISecurityPlatforms90

●AIGuardrailsPlatforms93

BrandLeaderReportMARCH20262

BrandLeaderReportMARCH20263

ExecutiveSummary

ThisreportpresentstheresultsofvotesfromtheAldevelopercommunityfor

MarketLeaderandInnovationLeaderfor

26productsintheAlEngineeringstackcoveredbyMarch2026AIBrandLeadersurveys.

Thiswasbyfarthemostdifficultproducttaxonomywe'veeverbuiltbecausetheAlengineeringmarketismovingsofast,it'shighlyfragmented,fullofnewnames,

conflictingdefinitions,andtheofferingsintheproductcategoriesoftenoverlapwiththecapabilitiesofproductsinother

categories.

We'reconfidentthetaxonomyweusenextyearwilllookverydifferent.

TheITBrandPulseAlBrandLeaderReportcaptureshowtheAldevelopment

communityevaluatestheleadersshapingtheAlEngineeringStackacross26productcategoriesspanningDevelopment,Context&Memory,Data&Retrieval,Automation&Orchestration,Deployment&Runtime,

Operations,andAITrust.

Takentogether,thesecategoriesdefinethemodernAlengineeringlifecycle:

buildingmodelsandagents,assemblingcontextandmemory,managingdataandretrieval,orchestratingworkflows,

deployingandoptimizinginference,

monitoringandevaluatingsystemsinproduction,andenforcinggovernance,security,andguardrails

Thereportusestwolenses,MarketLeaderandInnovationLeader,todistinguish

betweenvendorsthatcurrentlycommandthemostdevelopermindshareand

adoption,andthoseviewedaspushingtheircategoryforwardthroughtechnicaldifferentiation,productdesign,and

strategicvision.

Preparedby

FrankBerry

FrankieBerry

HarrisonGriffin

BrandLeaderReportMARCH2026

SummaryAnalysis

Acrossall26productcategoriesintheAlEngineeringStack,thevotingshowsamarketthatisdevelopingquicklybutnotuniformly.Themostimportanttakeawayisthat

leadershipexists,butbroaddominanceisstillrare.Onaverage,themarketleaderwonabout30.4%ofvotes,whiletheinnovationleaderwonabout31.7%,whichmeansmostcategoriesstillhavemeaningfulcompetitionandmultiplecrediblevendors.Theaveragespreadbetweenfirstandsecondplacewas7.8pointsformarketleadershipand9.6

pointsforinnovationleadership,suggestingdevelopersareoftenabitmoredecisiveaboutwhoisinnovatingthanaboutwhoownsthemarket.Inpracticalterms,theAl

developmentcommunityseesmanycategoriesasstillopen,evenwhenonebrandhasmomentum.

Asecondmajorpatternisthatmarketleadershipandinnovationleadershipusually

traveltogether.In19of26categories,thesamevendorwonbothmarketleaderand

innovationleader.Thatindicatesahealthyalignmentbetweendeveloperadoptionandperceivedtechnicalmomentuminmuchofthestack.CategoriesshowingthisalignmentincludeLLMOpsPlatforms,AIAgentDevelopmentFrameworks,AlContextEngineeringPlatforms,VectorDatabases,SyntheticDataPlatforms,DataLabelingPlatforms,ModelServingPlatforms,AISecurityPlatforms,andmanyothers.Inthesecategories,the

leadingbrandisnotjustthemostvisibleorwidelyused,butisalsoseenasdefiningthedirectionofthesegment.

Thatsaid,7of26categoriesshowedasplitbetweenmarketleaderandinnovation

leader,whichiswherethemostinterestingstrategicsignalsappear.Theclearest

examplesareAlModelDevelopmentFrameworkswhereTensorFlowleadsmarketleadervotingwhilePyTorchleadsinnovationvoting,andFoundationModelPlatformswhere

OpenAlleadsmarketwhileAnthropicleadsinnovation.

TherearealsofragmentedortransitionalcategoriessuchasMultimodalMemory

PlatformswhereTwelveLabsleadsmarketbutMemories.aileadsinnovation,andAlGovernancePlatformswhereIBMOpenPagesleadsmarketwhileCredoAlleads

innovation.Thesesplitssuggestcategorieswhereincumbency,installedbase,orbrandfamiliarityaredifferentfromperceivedforwardmotion.

SummaryAnalysis(cont.)

Thedataalsorevealsasharpcontrastbetweenmaturecategoriesandemerging

categories.Matureormoreconsolidatedsegmentsshowstrongernamedwinnersandlower"Others"shares.ExamplesincludeExperimentTrackingPlatforms,whereWeights&Biasesisthestrongestoverallleaderintheentiredatasetat41.9%marketand44.7%innovation,DataLabelingPlatforms,whereScaleAlleadswith37.9%marketand39.8%innovation,andKnowledgeGraphPlatforms,whereNeo4jhasastronganddurable

position.ThesearecategorieswheretheAldevelopmentcommunityhasalreadyformedclearpreferencesaroundasmallnumberofbrands.

Bycontrast,severalnewerorfast-changingsegmentsarestillhighlyfragmented.The

mostobvioussignaliswhereOtherseitherwinsoutrightornearlydoes.InAIGuardrailsPlatforms,Othersledmarketvotingat30.1%,aheadofGuardrailsAlat24.9%.InAl

IntegrationPlatforms,Othersalsoledat29.1%.InAIObservabilityPlatforms,Otherswonmarketvotingat26.9%,barelyaheadofArizeat25.0%.AndinAlMemoryPlatforms,

therewaseffectivelyatieatthetopbetweenMem0andOthers,bothat25.1%.

Anothermeaningfultrendisthatinnovationvotingtendstoreducefragmentation.Onaverage,theOthersbucketdroppedfrom13.5%inmarketvotingto10.7%ininnovationvoting.Thatmeansevenwhendevelopersarespreadacrossmanyvendorsinactual

usageorrecognition,theyaremorewillingtocoalescearoundasmallersetofnameswhenaskedwhoispushingthecategoryforward.ThispatternappearsincategorieslikeAIObservability,AIMemory,AgentOrchestration,andGuardrails,whereinnovation

votingsharpenedattentiononafewleadingbrandsevenwhilemarketperceptionremainedscattered.

Thereportalsoshowsastrongconcentrationofleadershiparoundahandfulof

ecosystemanchors.LangChain/LangSmith/LangGraphisespeciallyprominentacross

LLMOps,ContextEngineering,AIAgentDevelopment,andAgentOrchestration.

Databricks/MlflowishighlyvisibleacrossFeatureStoresandModelRegistry.NVIDIAis

centralinruntimeinfrastructurethroughNeMoGuardrails,NVIDIATriton,andTensorRT-LLM.OpenAI,Anthropic,HuggingFace,andWeights&Biasesalsoappearasimportantcontrolpointsintheirrespectivelayers.ThissuggeststhefutureAlstackmayconsolidatenotjustaroundpointsolutions,butaroundvendorsthatownadjacentworkflowlayers.

BrandLeaderReportMARCH2026

5

BrandLeaderReportMARCH2026

SummaryAnalysis(cont.)

Lookingcategorybycategory,thestrongestmarketpositionscamefrom:

Weights&BiasesinExperimentTracking,ScaleAlinDataLabeling,LangChaininContextEngineering,TensorFlowinAIModelDevelopmentFrameworks,Neo4jinKnowledge

Graphs,andTensorRT-LLMinAlInferenceOptimization.Thesearethecategorieswherethespreadbetweenfirstandsecondplaceislargeenoughtosuggestmoredurable

leadership.Ontheotherend,theclosestracesappearedinareaslikeAgent

Orchestration,AIObservability,FoundationModelPlatforms,andAlEvaluation,wheretoppositionsaremeaningfulbutstillcontestable.

Overall,thecombineddatasaystheAlEngineeringStackisenteringanewphase.Theearlybuild-outphasecreatedmanycategoriesandmanyvendors;nowthedevelopercommunityisbeginningtoidentifywhichbrandsarebecomingdefaults.Butthedata

doesnotsupportaconclusionthatthestackisfullyconsolidated.Instead,itshowsa

layeredmarketwiththreedistinctstates:clearleadersinmaturecategories,competitivetwo-horseracesinstrategiccategories,andfragmentedearlymarketswherethe

taxonomyitselfmaystillevolve.Thatisexactlywhytheseresultsareuseful:theydonotjustidentifytoday'sleaders,theyalsoshowwherethenextleadershipshiftsarelikelytohappen.

ThebiggeststrategicimplicationforITBrandPulseisthatfuturetaxonomyandvotingmayneedtoseparatecategoriesintotwogroups:establishedcontrolpointsand

emergingexperimentallayers.Establishedcontrolpointsincludeareassuchas

experimenttracking,modelregistries,datalabeling,vectordatabases,andmodel

serving.Emerginglayersincludememory,guardrails,integration,andsomepartsof

observabilityandagentorchestration.Infuturereports,thoseemergingcategoriesmayneedfinersegmentationbecausethecurrent"Others"sharesindicatethatseveral

marketsarestilltoobroadtobemeasuredcleanlywithasingleballot.

Insummary,thecombinedvotingresultsshowanAlengineeringlandscapewhere

leadershipisrealbutfluid.Developersaresignalingtrustincertaindefaultplatforms,

especiallywheretoolingismatureandembeddedinworkflows.Atthesametime,the

mostforward-lookingpartsofthestackremainopen,whichmeansfuturebrand

leadershipwilllikelybewonnotjustbythebest-knownvendor,butbywhoeverbest

connectsdevelopment,context,orchestration,runtime,andtrustintoacoherentsystem.

BrandLeaderReportMARCH2026

ITBRNDPULSE…

MARKETLEADER

VOTEDBYHUMANS

Whatitmeans

Marketleadershipisnotsimplyaboutsizeorrevenue.IntheAlworld,itsignalsabrand'sabilitytosetdirectionfortheindustry.Amarketleaderdefinescategories,influences

standards,attractsecosystems,andbecomesthedefaultchoiceforbuyerswhowantconfidenceandcontinuity.

Whyitmatters

Albuyers,especiallyenterprisebuyers,wantstabilityasmuchasinnovation.Theywanttoknowtheproducttheyinvestintodaywillexist,grow,andbesupportedtomorrow.Marketleaderscreatethisassurance.

TheAlcompute,storage,andnetworkingmarketisinrelentlessflux.Technologyleaps,pricingshifts,andcompetitiveplayshappenatbreakneckspeed.Brandleadership

whipsawsasyesterdaysinnovatorsbecometoday'slaggards,whilenewentrantsseizefleetingadvantages.Perceptionsshiftconstantly,creatingvolatilityintrust,adoption,andmarketdominance.Inthisenvironment,marketleadershipbecomesastabilizingforce.

InAlinfrastructure,brandslikeNVIDIAandDelldemonstratethisdynamic.WhenITBrandPulsesurveysAlinfrastructureprofessionals,thesebrandsemergeasprimarybenefactors,leveragingscale,ecosystems,andinnovationtocapturemindshare,

reinforceleadership,andamplifyperceptionsofenduringstrengthandtrust.

Marketleadershipbecomesastrategicmoat,onethatcanoutlasttechnologicalcycles.Astrongmarketleaderbuildsecosystemgravitythatattractsdevelopers,partners,

integrations,andcorporatealliances.DeveloperslearnCUDA;universitiesteachCUDA;startupsbuildonCUDA.Thisecosystemgravitymakesmarketleadershipself-reinforcinginwaysthatpuretechnicaladvantagescannotmatch.

BrandLeaderReportMARCH2026

ITBRND

PULSE…

INTELLIGENCE

&INNOVATION

LEADER

VOTEDBYHUMANS

Whatitmeans

InAl,innovationisnotoptional.It'ssurvival.Intelligence&innovationleadership

representsabrand'sabilitytopushboundaries,pioneernewcapabilities,anddeliver

meaningfuladvancementsbeforecompetitors.It'snotabouthype.It'saboutconsistentlyreleasingsmartermodels,introducingnewtechniques,improvingperformance,speed,andefficiency,challengingassumptionsandsolvingpreviouslyunsolvedproblems

Whyitmatters

Alcompaniesarejudgedbytheirrateofprogress.Buyerswantassurancethatabrand'ssolutionswon'tfallbehindasmodelsandhardwareevolve.Innovationdemonstrates

vitality,proofthatthebrandisnotstatic.Innovationleadershipattractstopengineeringtalent,fuelsinvestorconfidence,inspiresdeveloperstobuildontheplatform,signalsthatthebrandisshapingthefuture,notreactingtoit.

Inamarketwhereyesterday'sbreakthroughbecomestoday'sbaseline,intelligence

leadershipisoneofthestrongestpredictorsoflong-termviability.Thebrandsthatwinarethosethatmakeothersreacttothem,nottheotherwayaround.Considerhow

quicklythelandscapeshifts:amodelarchitecturethatwasrevolutionarysixmonthsagoisnowtablestakes.Inferencespeedsthatwereimpressivelastquarterarenow

minimumrequirements.Inthisenvironment,abrand'sinnovationvelocitybecomesasignalofitsfuturerelevance.Buyersaren'tjustevaluatingwhatabrandcandotoday;they'reevaluatingwhetheritwillstillbeleadingtomorrow.

BrandLeaderReportMARCH2026

AIProductTaxonomy

TheAlGuardrailsPlatformsAIGuardrailsPlatformscoveredinthissurveyarepartoftheAlEngineeringlayerintheITBrandPulseAlProductTaxonomy.AlBrandLeadersurveysarebasedontheproductgroupingsbelowwithsharedcharacteristics,intendeduse,

targetcustomer,andothercriteria.

Vertical

BusinessApps

Horizontal

BusinessApps

ConsumerApps

WebMobile

AIEngineering

(Automaton&Orchestration,Deployment&RuntmeOperalions,ATrus)

Models

【Commerdial,Opensource)

Infrastructure

ComputeMemoryStorageNetworksSecurity

GPUCloudServiceProvider

CloudServiceProvider

Power

AlEngineeringStack

Belowisthestackof7productcategoriesand26sub-categories,includingAlGuardrailsPlatforms,thatmakeuptheAlEngineeringlayerinourAlProductTaxonomy.

Development

AIModelDevelopmentFrameworksFoundationModelPlatforms

LLMOpsPlatforms

AlAgentDevelopmentFrameworksAIAppBuilderPlatforms

Context&Memory

AIContextEngineeringPlatformsAIMemoryPlatforms

MultimodalMemoryPlatformsKnowledgeGraphPlatforms

VectorDatabases

Data&Retrieval

FeatureStores

SyntheticDataPlatformsDataLabelingPlatforms

Automation&Orchestration

AIWorkflowAutomationPlatformsAgentOrchestrationPlatforms

AlIntegrationPlatformsDeployment&Runtime

ModelServingPlatforms

AIInferenceOptimizationPlatformsAIApplicationPlatforms

Operations

AIObservabilityPlatforms

AlEvaluationPlatforms

ExperimentTrackingPlatformsModelRegistryPlatforms

AITrust

AIGovernancePlatformsAISecurityPlatforms

AIGuardrailsPlatforms

10

BrandLeaderReportMARCH2026

AIEngineering

DevelopmentProducts

Category

Development

Data&Retrieval

Automation&Orchestration

Deployment&Runtime

Operations

AlTrust

Product

AIModelDevelopmentFrameworksFoundationModelPlatforms

LLMOpsPlatforms

AIAgentDevelopmentFrameworksAIAppBuilderPlatforms

AIContextEngineeringPlatformsAIMemoryPlatforms

MulimodalMemoryPlatformsKnowledgeGraphPlatforms

VectorDatabases

FeatureStores

SyntheticDataPlatformsDataLabelingPlatforms

AIWorkflowAutomationPlatformsAgentOrchestrationPlatforms

AIIntegrationPlatforms

ModelServingPlatforms

AIInferenceOptimizationPlatformsAIApplicationPlatforms

AIObservabilityPlatformsAlEvaluationPlatforms

ExperimentTrackingPlatforms

ModelRegistryPlatformsAIGovernancePlatformsAISecurityPlatforms

AIGuardrailsPlatforms

ITBRNDPULSE…

AIModelDevelopmentFrameworks

TheAldevcommunityvotedTensorFlowasthe

MarketLeaderforAIModelDevelopment

Frameworks,with37.8%ofvotes,followedby

PyTorchat31.9%.The6-pointgapisanarrowleadratherthanadominantposition,pointingtoa

highlycompetitivetoptier.Atthesametime,

nearly30%ofthevoteisdistributedacrossotherframeworks,indicatingmeaningfuladoptionacrossmultiplealternatives.

ITBRND

MARKETLEADER

VOTEDBYHUMANS

●TensorFlow●PyTorch●JAX●Keras●HuggingFace

●Others

37.8%

31.9%

12.2%

5.0%

10.1%

2.9%

TensorFlow'sleadreflectsitsearlyentryintothemarketand

deepenterpriseadoption,aswellasitsintegrationacrossthe

broaderGoogleecosystem,includingtoolsforproduction

deployment,scaling,andhardwareacceleration.However,therelativelyclosepositionofPyTorchhighlightsashiftindeveloperpreferencetowardgreaterflexibilityandeaseofuse.

12

BrandLeaderReportMARCH2026

AIModelDevelopmentFrameworks

PyTorchwasvotedInnovationLeaderinAIModelDevelopmentFrameworkswith45.0%ofvotes,wellaheadofTensorFlowat29.8%.The15-pointspreadisnotablylargerthaninthemarketleaderresults,indicatingamoredecisiveperceptionofinnovationleadership.Thesurveyindicatesdeveloperssee

PyTorchastheframeworkactivelyshapingthefuturedirectionofAlmodeldevelopment,

particularlyinareastiedtomodernAlworkloadsandresearch-drivenadvancements.

ITBRND

INTELLIGENCE

&INNOVATION

LEADER

VOTEDBYHUMANS

PyTorch●TensorFlow●JAX●Keras●HuggingFace

Others

45.0%

29.8%

15.1%

2.1%

2.9%

5.0%

PyTorch

PyTorch'sinnovationleadershipiscloselytiedtoitsflexibility,developer-firstdesign,andstrongalignmentwithcutting-edgeAlresearch.Itsdynamiccomputationgraph,easeof

experimentation,andtightintegrationwithpopularlibraries

andtoolinghavemadeitthepreferredframeworkforrapidlydevelopinganditeratingonnewmodelarchitectures,especiallyinareaslikegenerativeAlandlarge-scaledeeplearning.

13

BrandLeaderReportMARCH2026

MajorshiftsintheAllandscapewillmateriallychangebothhowITBrandPulsestructurestheAlEngineeringtaxonomyandhowbrandleadershipismeasured,astheboundariesbetweenframeworks,runtimes,andfull-stackplatformscontinuetoblur.

1.ThetaxonomywillevolvefromframeworkstoAldevelopmentandruntimelayers

Thecurrenttaxonomycenteredon"modeldevelopmentframeworks"willbecometoonarrowasthesetechnologiesexpandbeyondtraininglibrariesintoend-to-end

developmentandexecutionenvironments.Inresponse,thetaxonomywillshifttowardlifecyclelayerssuchas:Build(modelcreationandtraining),Run(inferenceandagent

execution),Scale(distributedtrainingandinfrastructure),andOptimize(performance

tuningandautomation).Anewtop-levelcategorysuchas"AIDevelopmentPlatforms"or"AIRuntimePlatforms"willbeneeded.

2.Brandleadervotingwillshiftfrom“preferredframework"to"primarydevelopmentenvironment”

Today,votingreflectswhichframeworkdeveloperspreferforbuildingmodels.Going

forward,leadershipwillbedefinedbywhichplatformbecomesthedefaultenvironmentfordeveloping,training,andrunningAlsystems.Thiswilldriveastrongerconcentrationofvotesamongasmallernumberofvendorsatthetopofthecategory.Surveyquestionswillneedtoevolvefrom"whichframeworkdoyouuse?"to"whichplatformdoyourelyonasyourprimaryAldevelopmentenvironment?".Additionally,ITBrandPulsewillneedtotrackcross-layerleadershipsignals,suchasvendorsthatleadinmodeldevelopment,traininginfrastructure,andruntimeexecutionsimultaneously.

14

BrandLeaderReportMARCH2026

FoundationModelPlatforms

TheAldevelopercommunityvotedOpenAlastheMarketLeaderforAIModelPlatforms,with32.0%ofvotes,followedbyAnthropicat27.0%.The5%spreadisnarrowratherthanadominantposition,suggestingthecategoryishighlycompetitive.

41.0%ofvoteswerespreadacrossGoogleVertex,AWSBedrock,AzureOpenAl,andOthers,leavingroomformultipleplayerstoremainrelevant.

ITBR:ND

MARKETLEADER

VOTEDBYHUMANS

●OpenAl●Anthropic●AWSBedrock●GoogleVertex

●AzureOpenAl●Others

32.0%

27.0%

19.8%

12.2%

5.9%

3.2%

OpenAl'sleadreflectsitsfirst-moveradvantage,strong

developeradoption,andbroadecosystemreach.Itisthe

vendormostassociatedwithmainstreamGenAlusage,anditsearlysuccesswithAPls,assistantworkflows,andmultimodalcapabilitiesresultedindurablebrandrecognition.OpenAlis

alsobenefitingfromtheplatformwiththelargestcommunity,mostthird-partyintegrations,andbroadesttoolingsupport.

15

BrandLeaderReportMARCH2026

FoundationModelPlatforms

AnthropicwasvotedInnovationLeaderforAIModelPlatforms,with35.1%ofvotes,aheadofOpenAlat30.2%.Unlikecategorieswhereonevendor

overwhelminglydefinesthedirectionofthemarket,theseresultssuggestdevelopersseeinnovationinAlmodelplatformsascontested,withatleasttwovendorsdrivingthefrontier.GoogleVertexalso

standsoutat18.0%,indicatingthatdevelopersstillrecognizemeaningfulinnovationfromcloud-nativeplatformproviderseveniftheytrailthetoptwo.

ITBR:ND

INTELLIGENCE&INNOVATION

LEADER

VOTEDBYHUMANS

●Anthropic●OpenAl●GoogleVertex●AWSBedrock

●AzureOpenAl●Others

35.1%

30.2%

18.0%

9.9%

5.0%1.8%

ANTHROPIC

Anthropic'sinnovationleadershipreflectsitsreputationfor

advancingmodelsafety,controllability,long-context

performance,andenterpriseusability.Developersincreasinglyvaluemodelsthatarenotjustpowerful,butdependableinreal-worldproductionsettings,andAnthropichasbuiltstrong

momentumaroundthoseattributes.

16

BrandLeaderReportMARCH2026

MajorshiftsintheAllandscapewillchangebothhowITBrandPulsestructurestheAlEngineeringtaxonomyandhowbrandleadershipismeasured,becausetheboundariesbetweenmodels,platforms,clouds,andapplicationlayerswillcontinuetoblur.

1.TheAlengineeringcategorywillshiftfromtoolsandvendorstocontrollayers.

Thecurrenttaxonomywillbecomelessusefulasthestackcollapsesintoafewintegratedsystems.Insteadoforganizingarounddiscretetools,thetaxonomywillmovetoward

layerssuchasModelLayer,RuntimeLayer,OrchestrationLayer,andOptimizationLayer.

2.Thedevelopmentsub-categorywillevolvefromframeworksandAPlsintoagentdevelopmentenvironments.

Whatdevelopersthinkoftodayas"development"willbecomeabroaderenvironmentforbuilding,testing,evaluating,andoperatingAlagentsandapplications.Asthishappens,votingwillshiftawayfromaskingwhichAPlorframeworkispreferredandtowardaskingwhichplatformservesastheprimaryenvironmentforAlapplicationdevelopment.

3.AIModelPlatformswillsplitintotwoleadershipmodels:modelinnovatorsandplatformowners.

Overtime,ITBrandPulsemayneedtodividethecategoryintosub-categoriessuchasFoundationModelProvidersandAIPlatformServices,becausethesamebrandmaynotleadboth.Brandleadervotingwillthereforeneedtomeasurenotonlywhohasthebestmodels,butalsowhoownsthedeveloperworkflow,governancelayer,andproductionenvironment.

17

BrandLeaderReportMARCH2026

LLMOpsPlatforms

ThevotingresultssayLangChain/LangSmithistheMarketLeaderintheLLMOpsPlatform

market.Theroughly10-percentage-pointgap

between1stand2ndplacepositionsLangChainasapluralityleaderratherthanadominant

winner.Nearly40%ofthevoteisdistributed

acrossseveralothervendorswhichsuggeststhemarketisstillfragmentedandcompetitive

ITBR:ND

MARKETLEADER

VOTEDBYHUMANS

●LangChain/LangSmith●Llamalndex●Humanloop

●Vellum●Weights&BiasesWeave●Others

34.9%

24.9%

12.4%

10.0%10.0%

7.9%

LangChainLangSmith

LangChain/LangSmith'sleadreflectsearlymoveradvantageandastrongdeveloperecosystem.LangChainisoneofthefirstwidelyadoptedframeworksforbuildingLLMapps,givingit

extensiveresourcesth