Top 50 Enterprise Angel Investors in Colombia (June 2026)

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.
• Academlo — Academlo is an online programming school offering courses without down payment. Students only pay a percentage of their salary when they get a job.
• Blind Creator — SaaS with embedded finance for Content Creators

Portfolio highlights

• C4c7us — Optimize your Project's Infrastructure in Minutes - Optimize the management of your IT infrastructure with our platform, offering an agile, secure, and scalable solution. Gain greater control over your technological resources and maximize your savings.
• Chowdeck — Order food, groceries, drinks, medicines & everyday essentials from top restaurants, pharmacies, local markets, and stores near you. Fast delivery with Chowdeck.
• Nauta — Nauta is a cutting-edge, AI-powered B2B SaaS platform designed to streamline and transform the logistics and trade industry. With a focus on interconnecting the key players in the supply chain, Nauta helps companies automate up to 75% of operational tasks, reducing manual processes and errors.Founded by industry experts who experienced firsthandthe challenges of fragmented logistics operations, Nauta offers a user-friendly platform that doesn’t require technical knowledge or complex integrations. It provides real-time visibility and control over shipments, enabling companies to better manage their supply chain, save time, and lower costs.By leveraging AI to capture and structure data, Nauta helps businesses make informed decisions, ensuring smooth operations across the logistics chain. Trusted by companies across the world, Nauta is revolutionizing the logistics sector, one container at a time​​.

Portfolio highlights

• Bacu — Bacu provides restaurant technology and offer a comfort food concept.
• C4c7us — Optimize your Project's Infrastructure in Minutes - Optimize the management of your IT infrastructure with our platform, offering an agile, secure, and scalable solution. Gain greater control over your technological resources and maximize your savings.
• fidu — Fidu aims to develop a new operating system specifically for LatAm schools enabling institutions to digitally handle everything from finances to school-wide announcements

Portfolio highlights

• Swaap — We we build & operate onchain trading systems.
• micro1 — We help companies hire and manage the best software engineers easily.
• Dotfile — Dotfile is the Compliance Orchestration Platform for Fintechs. Streamline KYC & KYB and scale AML/CFT due diligences over +200 countries.

Portfolio highlights

• Celes — Celes offers AI-powered solutions to transform marketing, finance, sales, and supply chain, which are critical pain points for retailers. Celes assists clients in better understanding their customers in order to improve their campaigns, promotions, and communications. This aids in increasing customer retention, average ticket price, and units perticket. Celes analyzes and processes data to return the best purchases, prices, and promotions.
• Unergy — Unergy cuts off investment and information barriers in energy. Through our collaborative platform, we allow people to invest with a sustainable and profitable purpose in solar energy projects made with those who wish to consume affordable and cleaner energy from solar panels without investment costs or debt. We offer between 20% and 35% cheaperenergy rates to companies. We provide this by offering a full energy proposal that includes a solar energy system installed on a customer's roof without requiring debt or investment costs. On top of this, we offer grid power and real-time energy consumption tracking to improve the way our customers monitor and make decisions. These solar energy projects are financed by people who want to invest from approximately $US270.00 with annual interest profitability ranging between 8% to 13%, making otherwise not profitable solar energy projects possible and making all interested parties part of these.
• TuPlaza — We are a technology startup developing and trading small farm production to urban centers for households, restaurants, and groceries looking for healthy and sustainable fresh goods.TuPlaza ensures market access and technical support for small farmers, assuring fair value for their products and supporting what, how, and when to crop, whileconsumers can access and check product origin, farmer they are contributing for, and healthy and certified fresh products.

Portfolio highlights

• SLUSHY — SLUSHY is a secure mobile web based platform for content creators to find, grow, & monetize their audiences. A creator first, tech-driven tool, designed with key discoverability features and audience insights. In a market where existing solutions (OnlyFans, Patreon) fall short of their creators' demands, SLUSHY provides an alternativesolution for professional content creators that prioritizes their monetization, support and management needs. SLUSHY incorporates a powerful legal framework, with robust compliance tools including simplified consent, ID verification, and content moderation. The new home of unrestricted content, SLUSHY is here.
• Unsloth AI — Unsloth is an open-source, no-code web UI for training, running and exporting open models in one unified local interface.
• OneImaging — OneImaging makes life-saving diagnostics affordable, accessible, and personal. We connect employers, health plans, and members to a trusted national network of imaging centers, delivering faster answers with transparent pricing and premium care across MRIs, CT scans, ultrasounds, mammograms, X-rays and more. We serve organizations looking to control medical spend and individuals who need reliable results without delays. Every scan booked through OneImaging is proof that healthcare can be simpler, cheaper, and kinder.

Portfolio highlights

• CapitalOS — Embedded spend management for vertical SaaS platforms
• Bluebook — self-driving accounting
• Bluebook — Bluebook's AI agents help accounting firms scale their capacity from 20 to 200 clients per professional by automating research, reconciliations, and monthly closings. Our technology already saves accountants 30% of their time on research alone, enabling them to focus on strategic advisory work.

Portfolio highlights

• Aptuno — Aptuno - Busco apartamento o casa en arriendo
• Vozy — Vozy is an artificial intelligence voice platform that helps companies change the way they interact with their customers, using voice assistants and conversational AI.
• LaManicurista — LaManicurista is a Colombian start-up that provides on-demand beauty services. Customers are able to make an appointment or also request an immediate service.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.
• Yuno — A fast checkout that integrates your company to the payments and fraud ecosystem.

Portfolio highlights

• Kocomo — Kocomo is an early-stage proptech startup, backed by leading U.S., European, and Latin American investors. Leveraging the power of technology, Kocomo has created a transparent vertically-integrated solution that empowers people to purchase, enjoy, and sell co-ownership stakes in luxury homes, starting in Mexico. At Kocomo, we believe your memoriesdeserve a home. We are on a mission to make the dream of vacation home ownership an attainable reality for more people around the world.
• Nuvocargo — Nuvocargo is your all-in-one digital platform for cross border trade between the US and Mexico. Book your shipments now
• Vest — Vest is an app-based brokerage that wants to provide Latin American savers with access to American assets that are differentiated by product, pricing, and content. Latin Americans are known for saving, but many prefer to do so in cash or in zero-interest savings accounts.

Portfolio highlights

• HelloGuru — HelloGuru - sync data from data warehouses to business systems such as Salesforce, Hubspot or Intercom - No Code required
• Yuno — A fast checkout that integrates your company to the payments and fraud ecosystem.
• Sumer — Sumer builds technology for micro small businesses. We enable businesses to grow sales and improve their management with simple features.Our first goal is to enable businesses go digital with our “15 second store”: Via Sumer App, any business can create a digital store rapidly, upload a catalogue of the products and share it with clients. Thus,we leverage on the mobile penetration in LatAm and simplify the cumbersome experience of having an online store. We have a Digital Ledger and an Ads tool to allow business reach new audiences. From there we are working on adding features (centered in Customer Service, Payments, Financing) that will complement the operating system we will put on every entrepreneur’s hand.SUMER was founded in June 2021. The company is headquartered in Bogotá, Colombia with offices in Mexico City, Mexico

Portfolio highlights

• Ascendx Cloud — Supercharge Salesforce with connected apps that streamline sales, automate data, and drive enterprise-scale growth - Salesforce Solutions By Ascendx
• Boosters — Boosters is a brand aggregator that uncovers and acquires high-potential brands that have been hidden for a long time, or discovers commerce businesses that will be appreciated by the public at an early stage. They achieve scale-up by developing tactics that are specific to each brand's attributes. Scale-up is the maximum of sales forBoosters.
• Everything — Everything is a UK-based Fintech firm focused on reinventing premium bonds with a social spin.

Portfolio highlights

• Latitud — Build good sh*t with Latitud
• CLIVI — Clivi is a specialized digital clinic that provides comprehensive treatment to patients with type 2 diabetes.
• Welbe Care — We're transforming access to primary health care in Mexico by providing companies access to prevention and information on the health and well-being of their employees while providing quality primary care at an affordable cost to their employees and their families.We leverage technology with an innovative business model to provide laboratorystudies, physical examination checkups, medical consultations with our medical team composed of preventive general medicine and nutrition, we also give them access to our network of specialist doctors, clinics, and laboratories.

Portfolio highlights

• Swaive — Swaive operates a financial firm that invests in risk-free instruments. The organization allows you to park your money without risk.
• AstroForge — We mine asteroids to extract valuable minerals in space at a lower cost and smaller carbon footprint than the current terrestrial mining methods.
• Autoplay — Autoplay is an AI-powered platform that improves digital adoption by offering real-time, context-aware guidance. It learns from user interactions and software interfaces, adapting to help enterprises optimize usage, streamline workflows, and boost engagement across teams.

Portfolio highlights

• HostGPO — A members-only buying group for vacation rental hosts, owners, and managers.
• EasyKnock — Sell your home with EasyKnock. Enjoy the benefits of selling your home without the hassles of moving. Explore home equity loan alternatives on your time with your terms.
• Afterparty — Afterparty is a technology company behind the new Web3 platform enabling creators to directly monetize and manage NFT collector relationships

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.
• Winden — Winden is a business bank designed to help you make more money. Earn unlimited cash-back, free wire transfers, zero fees, and more.
• Nala — A new kind of mobile money transfer for Africans worldwide! Make safe, affordable, and reliable international payments to Kenya, Tanzania, and Uganda.

Portfolio highlights

• Avify — Avify es el CRM para WhatsApp que conecta todo tu negocio a tus conversaciones y automatiza ventas.
• Trully — Trully
• Get Konvex — Wihom helps buildings and condominiums to solve the attention of owner service, omnichannel software to generate effective interactions.

Portfolio highlights

• FlexDesk — FlexDesk is creating a new evolution of the flexible workspace model. Remote workers use the platform to discover and book a dedicated desk or private office by the day. FlexDesk unlocks this inventory by partnering with office landlords and coworking operators that have furnished, underutilized space.
• Fello — Fello is a savings and investment platform that helps to save, invest and earn higher returns than a traditional savings account.
• Double — Double is a software platform that helps users to build, automate, and analyze investment portfolio for retail investors.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.

Portfolio highlights

• Justos — Justos is disrupting the insurance market in Latin America.
• Civi — Civi App is a security application which provides access to real time security alerts and news information for avoiding risky situations.
• Jeeves Inc. — Pay for anything, anywhere, in your local currency. No fees. No interest. No personal guarantees. Mobile-first, built with your team in mind.

Portfolio highlights

• Elevva — Elevva help e-commerce brands in retail management, e-commerce channel expansion, and vendor management.
• Tarken — Tarken helps in developing its technology that connects grain buyers and sellers and operates an artificial intelligence tool for commodity pricing.
• Somos Internet — Somos Internet is a network and telecommunications startup that provides latest generation internet with a fast, secure, stable connection. The company was founded in 2018 and is headquartered in Medellín, Antioquia, Colombia.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.

Portfolio highlights

• Zinobe — Zinobe has operated in Colombia since 2012 and develops online financial products for the consumer and small business sectors. The company is focused on using technology to provide the highest level of customer experience and has developed a data centric credit model to help target underserved markets in Colombia. Zinobe is backed by firms such asQED Investors, a U.S. based venture capital firm specializing in disruptive financial services companies in the U.S., U.K. and Latin America. For more information, please visit www.zinobe.com, www.lineru.com.
• Atrato — Atrato is a leading buy now pay later company for omnichannel merchants in Mexico
• Grin Scooters — Grin Scooters is a software company that operates network of operational shared electric scooters. Currently, Grin only operates in Mexico City, Guadalajara, Monterrey, Sao Paulo and Bogota but it has plans to expand to other cities throughout Latin America.

Portfolio highlights

• Glim — At Glim believe that crypto will revolutionize the financial service industry and that Latin America is a perfect place for that disruption to start. Glim has created a platform that, through a B2B2C model, will allow employers to offer very valuable financial benefits such as multi-currency salary collection, yield generation, a debit card withautomatic exchange and settlement in fiat and crypto currency, financial education and others, all available in Glim’s mobile app.
• Paymetric — Paymetric, Inc. is the standard in secure and integrated payments. Our innovative payment acceptance solutions expedite and secure the order-to-cash process, improve ePayment acceptance rates, and reduce the scope and financial burden of PCI compliance. Leading global brands rely on Paymetric for the only fully integrated, processor-agnostictokenization solution, supported by dedicated customer service. Paymetric is a nationally award-winning industry leader recognized for continual innovation, SAP partnership and world-class support since 1998. For more information, visit www.paymetric.com.
• Modulr — Modulr offers Payments-as-a-Service which automates payment flows, embeds payments in other platforms and enables customers to launch entirely new services.

Portfolio highlights

• Meru — B2B e-commerce platform in Latin America
• Clara — End-to-end spend management for companies in Latin America.
• Clara — Clara is an end-to-end corporate spend management solution for growing businesses in Latin America. Clara's credit cards and spend management solution are already being used by thousands of top companies in Mexico, Brazil, and Colombia.The company is backed by leading regional and global investors, such as Coatue, DST Global, monashees,Kaszek, Canary, Picus Capital, Avid Ventures, A*, Box Group, SOMA Capital, SV Angel, and dozens of angel investors including some of the most successful founders in LatAm and the world. Clara reached a unicorn valuation in record time and has been recognized as a Great Place to Work and a LinkedIn Top Startup.Clara is creating the future of how company finances are run and helping our customers be more successful. Clara aspires to empower companies to operate with agility and financial clarity, ultimately increasing the economic competitiveness of Latin America.

Portfolio highlights

• 222 — this must be the place.
• Crafting — Crafting Platform provides a holistic Dev Infra as a Service product to top software engineering teams, including Cloud-based Dev Environments, Integration Testing, Kubernetes Debugging, Local-Cloud Hybrid Development, Dev Data Management, Third Party API Integration, Preview Environments. Crafting helps take care of the infra layer for dev innerloop so that dev platform teams in top tech companies can 10x their capabilities, reduce management burden, and cut dev resource cost.
• Hero Assistant — The developers behind AI Autocomplete.

Portfolio highlights

• AMORA — Real Estate technology
• Bankuish — Bankuish helps freelancers and gig workers access affordable banking. You've worked hard for your reputation, let it work for you.
• CUB —

Portfolio highlights

• Harvey — Harvey is an artificial intelligence technology service provider.
• RemyAI — Nomad Homes provides concierge real estate hunting services and technology to match the specific needs of buyers in Dubai with their dream home.
• AppsForBharat — AppsForBharat is a product studio focused on building apps for spiritual and devotional needs of Indian users.

Portfolio highlights

• Jefa — Jefa is a digital financial platform for women. Starting in Mexico, Jefa provides a digital app with access to a financial marketplace in an affordable, convenient, and secure solution.Jefa's goal is to empower women to live without limits or obstacles. Jefa does this by giving its clients access to fair, affordable, and secure financialservices through a mobile account.
• Pura Mente — Meditation app in Spanish
• Plurall — At Plurall, we are applying technology, data science, and a hyper-focus on customer to deliver mission critical financial services to those entrepreneurs and SMEs who have been left out of the digital revolution. Despite decades of product design, market presence, and market dominance by incumbents, we believe the ideal financial servicesplatform – one that is accessible, instantaneous, friendly, and transparent – hasn’t been built yet.With the support of Visa and leveraging in proven technology from well established fintech suppliers in Latam, we will launch our MVP in the 1st Q of 2022. Our waitlist is available at www.plurall.com

Portfolio highlights

• Simpol — We make Simpol to everyone in LATAM buy, hold and sell stable coins and access to DeFi benefits to get better yielding than traditional financial system.
• Shalder — Shalder is a flexible work community, allowing businesses across LATAM access the workforce they need, on-demand, to achieve their business goals. No bidding, prize competition, powered by IA.
• Contribution Labs, Inc. — DeForm is token-gated forms and surveys for sign ups, allowlists, DAO governance, and other web3 marketing activities. Trusted by ENS, Alchemy, Optimism, CityDAO, Mintplex, and other blockchain projects.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.

Portfolio highlights

• Cubbo — Cubbo is a Latin American technology company that fulfills e-commerce orders for direct-to-consumer brands. We’re building the largest urban warehouse fulfillment network throughout LatAm, which allows us to be the only solution in the region to be able to do same-day fulfillment. Cubbo’s software is fully integrated with e-commerce platforms,including Shopify, V-TEX, Mercado Libre, and many more.Our strategy for our urban fulfillment network is that we repurpose real estate assets (e.g., unused brick-and-mortar outlets or abandoned strip malls) and turn them into spaces suited for new industries, such as urban distribution spaces for e-commerce businesses.
• Liftit — Liftit is a B2B logistics company that connects providers of cargo transportation services with companies or people who need this service. It is a marketplace that connects shippers who need to deliver home goods, electronics, construction materials, and anything that fits into a truck with independent truck drivers who can fulfill those needs. Thecompany's platform is intended to use technological innovation to connect, optimize, measure analyze, and solve problems in the logistics industry.Founded in 2017, Liftit is headquartered in Bogotá, Colombia.

Portfolio highlights

• Truora — Connect with your users via WhatsApp Optimize your onboarding process using WhatsApp.
• Latitud — Build good sh*t with Latitud
• Payable — Scale your business with our payment operations API and dashboard. Track, reconcile and make payments instantly.

Portfolio highlights

• Glim — At Glim believe that crypto will revolutionize the financial service industry and that Latin America is a perfect place for that disruption to start. Glim has created a platform that, through a B2B2C model, will allow employers to offer very valuable financial benefits such as multi-currency salary collection, yield generation, a debit card withautomatic exchange and settlement in fiat and crypto currency, financial education and others, all available in Glim’s mobile app.

Portfolio highlights

• Somos Internet — Somos Internet is a network and telecommunications startup that provides latest generation internet with a fast, secure, stable connection. The company was founded in 2018 and is headquartered in Medellín, Antioquia, Colombia.

Portfolio highlights

• Picterra — Transform your business with Picterra's cloud-native AI platform. Optimize geospatial workflows, detect objects faster, & drive sustainable action.
• ZhanaSolutions — ZhanaSolutions is a clean-tech firm offering waste collection services through G-Trap technology, maintenance, and disposal of fatty waste.
• Spruce Holdings — Spruce is building the one-click checkout for real estate transactions. With a focus on title insurance, escrow, and related services, our APIs and dashboards enable lenders and real estate companies to better service homeowners.

Portfolio highlights

• Coleoptera SAS — Aulas Interactivas 2023

Portfolio highlights

• Resq — At ResQ, we're obsessed with simplifying the repairs and maintenance experience so you can focus on doing what you love. Talk to a ResQ Expert today!
• Foodology — Foodology creates and operates digital restaurant brands made for delivery.The company aims to be a delivery-focused restaurant group in Latam. With its portfolio of virtual brands operated through cloud kitchens, Foodology strives to create a best in class delivery experience for its customers.The company was founded in 2019 by HarvardBusiness School classmates Daniela Izquierdo and Juan Guillermo Azuero.
• Ascend — Ascend is an online payments platform that automates insurance payments end-to-end: from online customer payments and financing to the distribution of commissions and carrier payables.

Portfolio highlights

• Coodesh — Hiring coders is a pain in the ass for traditional HR. Save time and money by tracking the best coders with a complete Tech Recruitment Platform that evaluates coders to connect with your company. We provide on the platform a set of tools for talent acquisition, interview priority algorithm, behavioral mapping, and different ways to techchallenges.
• inSTREAMLY — inSTREAMLY is an automated streamer management platform which brings brands and streamers together. Using micro-sponsorships, streamers are able to monetise their content lowkey, while giving brands an opportunity to connect with Generation Z in an innovative way. It's SaaS branch: Streamcoi is aimed for esports organizations, MCN's,agencies and tournament organizers.
• Condofy — Condofy is ready to serve you from essential and recurring services to other types of specific services, should the need arise. Being that all services are guaranteed by our team and always supported by our own platform and processes of excellence in service. Services included: Collection, Collection, Payments, Calculation and collection of taxes,Accounting, Payroll, Legal, Virtual Assembly and Face-to-face, among others.

Portfolio highlights

• gen-t — Gen-t is a platform capable of providing the map of genomic research. Gen-t was founded in 2021 and was headquartered in Sao Paulo, Brazil.
• HUNTY — HUNTY is a platform that help people find jobs by connecting them with world class mentors who prepare them for the job search process. And people only pay when they get hired.
• Alicerce — Alicerce is a social impact platform designed to support middle-class education. It offers an educational solution, focused on what is most important and promotes the social ascension of Brazilian families.The company is driven by a mission to provide a successful opportunity for all young Brazilians through quality education.Alicerce wasfounded in 2017 and is headquartered in Sao Paulo, Brazil.

Portfolio highlights

• HUNTY — HUNTY is a platform that help people find jobs by connecting them with world class mentors who prepare them for the job search process. And people only pay when they get hired.
• Mono — Mono is on its way to become the 'bankingless bank' of Latin American SMBs, starting with Colombia.
• Clara — End-to-end spend management for companies in Latin America.

Portfolio highlights

• HUNTY — HUNTY is a platform that help people find jobs by connecting them with world class mentors who prepare them for the job search process. And people only pay when they get hired.
• BriteCo — Their cloud-based BriteCo Appraisal Management System is the gateway to making the jeweler’s life easier and more productive—-and customers happier and more secure with immediate insurance coverage of their fine jewelry and watches.
• Lami — Lami is an end-to-end digital insurance platform and API that enables companies across sectors to offer insurance products. Its API allows underwriters to connect with consumer-facing companies that can provide embedded insurance as a value add for existing customers, many of whom are uninsured.

Portfolio highlights

• ZhanaSolutions — ZhanaSolutions is a clean-tech firm offering waste collection services through G-Trap technology, maintenance, and disposal of fatty waste.

Portfolio highlights

• Pandas — B2B e-commerce platform connecting Asia with the +10 million of Latin America small merchants
• Trully — Trully

Portfolio highlights

• Liti — Science, technology and data enabling a superior metabolic health
• Vaas — Manage debt capital - A cross-border platform for the emerging private debt market. We build with the future of private debt in mind.
• Beek — Beek is building the top audio platform in Latin America. 10/10 people you see on the streets with headphones, will be listening on Beek to the best audiobooks, podcasts, meditations, and any audio content that they like. There will be a Netflix for Spoken word audio for the 480M+ native Spanish Speakers, and Beek is the team building it.

Portfolio highlights

• Statsig — Statsig is your modern product development platform, with an integrated toolkit for experimentation, feature management, product analytics, session replays, and much more. Trusted by thousands of companies, from OpenAI to series A startups.
• Clearbrief — Do Justice to the Facts. Select any sentence in your Word doc, and our AI instantly finds the best evidence you have to support your argument. 1-Click TOA.
• Saturn Technologies — The best way to share time with friends

Portfolio highlights

• Beek — Beek is building the top audio platform in Latin America. 10/10 people you see on the streets with headphones, will be listening on Beek to the best audiobooks, podcasts, meditations, and any audio content that they like. There will be a Netflix for Spoken word audio for the 480M+ native Spanish Speakers, and Beek is the team building it.
• Pandas — B2B e-commerce platform connecting Asia with the +10 million of Latin America small merchants
• REWORTH — En Reworth conectamos a instituciones financieras y comercios para ofrecer a los consumidores el programa de cashback personalizado mas efectivo.

Portfolio highlights

• TECLOGI — Teclogi is a technology company focused in Logistics, which is well known as a Logtech; that means that we provide long haul and last mile transport services, which are operated over a technology platform, that we have developed to digitise and modernise the logistics process. So, TECLOGI was born aiming to solve some of the several challenges weface in the supply chain in Latin America, like a challenging geography, security risks, several intermediaries, and huge security risks. That is why TECLOGI has deployed a solution under two pillars: Operational versatility, which means that, * We operate last mile, as well as long haul services. * We have adapted our platforms and operations to different kinds of vehicles, including electrical trucks. In terms of technology our solution includes: * A marketplace to connect cargo with safe vehicles * A platform to digitise the logistics process end to end * A Fintech product line focused on the drivers. * A 3-step strategy, which includes the deployment of Data Analytics, and the incorporation of Machine Learning technologies.