The 2023 ML/AI/Data Landscape

1. 2023, the newest landscape

February 21, 2023, Matt Turck published The 2023 MAD (Machine Learning, Artificial Intelligence & Data) Landscape on his blog.

Now, there are versions :

YEARLANDSCAPE(Download)BLOG URLAuthor
2023pdf onlinehttps://mattturck.com/mad2023/Matt Turck, Katie MillsKevin Zhang , Paolo Campos
2022///
2021pdfhttps://mattturck.com/data2021/Matt Turck, John Wu
2020pdf, spreadsheethttps://mattturck.com/data2020/Matt Turck,  Avery Klemmer.
2019imagehttps://mattturck.com/data2019/Matt Turck, Lisa Xu
2018imagehttps://mattturck.com/bigdata2018/Matt Turck, Demi Obayomi 
2017imagehttps://mattturck.com/bigdata2017/Matt Turck, Jim Hao
2016imagehttps://mattturck.com/big-data-landscape/Matt Turck, Jim Hao
2015///
2014slideshowhttps://mattturck.com/the-state-of-big-data-in-2014-a-chart/Matt Turck, Sutian Dong, Shivon Zilis
2013///
2012slideshowhttps://mattturck.com/a-chart-of-the-big-data-ecosystem/Matt Turck, Shivon Zilis

2. Overview

In 2023, 1415 logos appear on the landscape. Actually, there are 1366 companies/products, some of which appear in two or more categories.

As they said “We’re based in the US, so we probably over-emphasize US startups. “(-Company selection)

So, Almost all of them are US companies/products.

There are also 18 Chinese companies/products on the 2023 landscape, but there are no more renowned hi-tech companies, such as Alibaba and Baidu, that provide cloud services in industry and analytics.

Company(EN)Company(CN)CategorySub CategoryURL
Appier/Applications – EnterpriseMarketinghttps://www.appier.com
CloudMinds达闼Applications – IndustryIndustrial & Logisticshttps://www.cloudminds.com
DiDi滴滴Applications – IndustryTransportationhttps://web.didiglobal.com
G7/Applications – IndustryTransportationhttps://www.g7.com.cn
Geek+极智嘉科技Applications – IndustryIndustrial & Logisticswww.geekplus.com
iCarbonX碳云智能Applications – IndustryLife Scienceshttps://www.icarbonx.com/
Insilico Medicine英矽智能Applications – IndustryLife Scienceshttps://insilico.com/
Momenta初速度科技Applications – IndustryTransportationhttps://www.momenta.cn/
Nio蔚来Applications – IndustryTransportationhttps://www.nio.com/
Qianxun SI千寻位置Data Sources & APIsAir/Space/Seahttps://en.qxwz.com
PingCAP/InfrastructureNewSQL Databaseshttps://cn.pingcap.com/
4Paradigm第四范式Machine Learning & Artificial IntelligenceHorizontal AI/AGIhttps://www.4paradigm.com/
Cambricon寒武纪Machine Learning & Artificial IntelligenceAI Hardwarehttps://www.cambricon.com/
Emotibot竹间智能Machine Learning & Artificial IntelligenceNLPhttps://www.emotibot.com/
Horizon Robotics地平线Machine Learning & Artificial IntelligenceAI Hardwarehttps://cn.horizon.ai/
Intellifusion云天励飞Machine Learning & Artificial IntelligenceAI Hardwarehttps://www.intellif.com/
Mobvoi问问Machine Learning & Artificial IntelligenceNLPhttps://www.mobvoi.com/
Yitu依图Machine Learning & Artificial IntelligenceHorizontal AI/AGIhttps://www.yitutech.com/en

3. Infrastructure & Analytics category

As I’m doing some research in infrastructure & analytics recently, so taking time to observe these two categories. Compared with the 2021 version:

3.1 modify the “category”

After 18 months, a lot of things are changed in this ecosystem. Matt Turck and his team modified categories to fit this trend. There are more informations of “why” in his article.

Here a picture shows some change in “Infrastructure” & “Analytics”

3.2 young startups

From 2021 to 2022, a lot of young startups emerged.

Infrastructure: 18 companies/products

Year FoundedCompany NameSub CategoryURLCountry
2021ModalComputehttps://modal.comUnited States
2021RaitoData Governance & Cataloghttps://www.raito.ioBelgium
2021BobsledData Integrationhttps://bobsled.itUnited States
2022NextDataData Integrationhttps://www.nextdata.comUnited States
2021OneHouseData Lakes/Lakehouseshttps://www.onehouse.aiUnited States
2021HydraData Warehouseshttps://hydra.soUnited States
2021ChiselstrikeDatabase Abstractionhttps://chiselstrike.comCanada
2021ConvexDatabase Abstractionhttps://www.convex.devUnited States
2021SurrealDBDatabase Abstractionhttps://surrealdb.comUnited Kingdom
2021XataDatabase Abstractionhttps://xata.ioUnited States
2021AkuityOrchestrationhttps://akuity.ioUnited States
2021Union.aiOrchestrationhttps://www.union.aiUnited States
2021Opaque SystemsPrivacy & Securityhttps://opaque.coUnited States
2021ConduktorStreaming/In-Memoryhttps://www.conduktor.ioUnited States
2021DecodableStreaming/In-Memoryhttps://www.decodable.coUnited States
2022MotherDuckStreaming/In-Memoryhttps://motherduck.comUnited States
2021Rising Wave LabsStreaming/In-Memoryhttps://www.risingwave-labs.comUnited States
2021Voltron DataStreaming/In-Memoryhttps://voltrondata.com/subscriptionUnited States

Analytics: 10 companies/products

Year FoundedCompany NameSub CategoryURLCountry
2022AlliumCrypto / Web 3 Analyticshttps://www.allium.soUnited States
2021EqualsData Analyst Platformshttps://equals.appUnited States
2022LuabaseCrypto / Web 3 Analyticshttps://luabase.comUnited States
2022nxyzCrypto / Web 3 Analyticshttps://n.xyzUnited States
2022OmniBI Platformshttps://www.exploreomni.comUnited States
2021PreqlData Analyst Platformshttps://www.preql.comUnited States
2021Seek AIData Analyst Platformshttps://www.seek.aiUnited States
2022VectaraEnterprise Searchhttps://vectara.comUnited States
2021WeldData Analyst Platformshttps://weld.appDenmark
2021Zing DataData Analyst Platformshttps://getzingdata.comUnited States
3.3 Acquisition

Compared with 2021, some companies/products have disappeared from the 2023 landscape. After conducting a search, it was found that some of them were acquired after November 2020.

Company NameCategoryAcquired byTime
MagnitudeInfrastructure/MGMT/Monitoringinsightsoftware2021-12
GrouparooInfrastructure/Reverse ETLAirbyte2022-04
ActifioInfrastructure/MGMT/MonitoringGoogle Cloud2020-12
ZeplAnalytics/VisualizationDataRobot2021-05
Digital ReasoningAnalytics/Data Analyst PlatformsSmarsh2020-11
VaradaAnalytics/Query EngineStarburst2022-06
MaanaAnalytics/Enterprise SearchSparkCognition2021-07
Outlier.aiAnalytics/augmented analyticsSoundCommerce2022-05
Narrative ScienceAnalytics/augmented analyticsSalesforce2021-12
Facet dataAnalytics/augmented analytics/2021-11
cliff.aiAnalytics/augmented analyticsQuantive2022-06
transformAnalytics/metrics storedbt Labs2023-02
MetriqlAnalytics/metrics storeLiveRamp2021-12

Thoughts:

  1. Based on the 2023 interactive version, it could be enhanced as a “MAD-wiki” product that would include more global companies and products and provide additional functionalities.:
    • Search / Filter
    • VC label: VCs like
    • Year Version
  2. Recently, I have been conducting research on BI platforms and data visualizations of well-known technology companies in China. Perhaps, I will share some thoughts or data later.
    • Tencent:RayData, Tencent Cloud Visualization, BI
    • Huawei: DLV
    • ByteDance: DataWind
    • Alibaba: Quick BI, DataV