Discover Elite Startups

Aniva is a health optimization company. It positions itself as a preventive health operating system. It markets itself as Europe's most comprehensive blood check-up. Its mission is to simplify the journey to better health, making it accessible and effective for everyone.

Aranya builds ClusterdOS, a GitOps-native distributed operating system that makes production-grade Kubernetes infrastructure accessible to solo developers and small teams. ClusterdOS removes operational barriers to Kubernetes adoption, and no platform team is required when using it. Aranya also offers managed Kubernetes services for bare metal deployments.

Arctis AI is a Munich-based AI company operating in the construction industry. It aims to build an intelligence layer that automates bid evaluation and turns messy construction documents into structured, actionable data. The company is GDPR-compliant and hosts data in Europe. It offers founding-level equity to founders and early contributors.

We're building the first AI-native go-to-market agency in the DACH region. Since 2024, we've grown to over €5M ARR and a team of 30+, working with more than 200 leading B2B tech companies.

Avallon creates AI agents to make claims operations teams significantly more efficient. It operates in the insurance claims operations space and has built products trusted by Fortune 500 companies. Avallon grew revenue 10x in 3 months during Y Combinator and has raised funding from top investors, and is scaling fast. Avallon's team includes engineers and operators with deep industry experience and includes members from Cornell, MIT, and HSG, with NLP research publications.

bayshore builds AI agents for legal and compliance. It serves large enterprises, including DAX-listed and Fortune 500 companies. Backed by one of Europe's leading inception funds and a leading European seed fund, bayshore is an early-stage company recruiting its first commercial hires and is headquartered in Munich, Germany. The company aims to turn complex rules into clear, auditable decisions.

Bei Bliro revolutionieren wir den Arbeitsalltag von Kundenteams mithilfe von KI. Unsere Plattform transkribiert und analysiert Kundengespräche in Echtzeit – egal ob online oder vor Ort. So können Teams weltweit datenbasierte Entscheidungen treffen und ihre Prozesse automatisieren. Wir fokussieren uns auf Millionen von Vertriebsusern - 2.5 Millionen allein in Deutschland. Wer mit uns arbeitet, prägt die nächste Generation intelligenter Zusammenarbeit zwischen Mensch und KI.

Cellbyte is building an AI-native platform to help pharma companies launch new drugs worldwide. The company empowers pharma commercial teams to cut through complexity, analyze previously fragmented data in seconds, and automate high-stakes workflows. It builds AI agents for pharmaceutical drug launches and automates repetitive workflows on a robust data foundation, helping bring life-changing treatments to patients faster. Backed by Y-Combinator, Cellbyte positions itself as an AI-native platform for pharma drug launches.

Clera is the first AI talent agent: a personal headhunter that acts on behalf of top talent. We connect you to your dream job.

At Corgi, we're building the first fully automated insurance carrier. Our goal is to rebuild the $1T+ insurance industry from the ground up using AI. We're not just building a company; we're building infrastructure for the next hundred years. If you’ve built things from scratch and know what it means to move fast and own outcomes, we want you on the team. We’re well-funded and backed by top investors, providing the resources you wish you had when building your own business. We don’t care about traditional roles or titles - just that you’re smart, proactive, and bring the same founder-level ownership and drive to help us build something massive.

Cortea is a Berlin-based startup whose mission is to transform audits through AI technology. It started with IT audits for regulated companies and has secured multi-million euro funding from top-tier venture capital firms. The company already has paying customers and is expanding its product and scaling its team.

Cosmon shapes the future of computer-aided engineering by building AI that thinks like an engineer. It offers a rare opportunity to join early and make a foundational impact at a company reimagining CAE for the AI era. The company is based in Palo Alto, California, with an address at 531 Howard Street, G/F, San Francisco, CA. Qualifications Proficiency in software development, programming languages (e.g., Python, C++, or Java), and algorithm implementation (Bonus) Experience with computer-aided engineering (CAE), computer-aided design (CAD), and product lifecycle management (PLM) tools Strong knowledge of AI, machine learning, and data analysis techniques Ability to work collaboratively with cross-functional teams and communicate technical concepts effectively Understanding of engineering principles in simulation, modeling, and optimization Bachelor’s or advanced degree in Computer Science, Mechanical Engineering, Electrical Engineering, or a related field Problem-solving skills and attention to detail with demonstrated project success Experience working in a fast-paced, startup environment is a plus

The company operates in the animation industry. Current customers include Webtoon and USC Animation, indicating engagement with both digital platforms and animation programs. Its tagline Building the Cursor for Animation: Bring your creations to life signals a mission to empower creators to animate their ideas. Overall, the company positions itself as a provider of animation-focused solutions that help creators realize their visions.

Dataleap is the world's first vibe working platform. The company recently raised $3 million in funding. Dataleap aims to be the first agentic work platform for tech-forward companies. Its agents operate across customers ranging from 2-person startups to 2,000-person unicorns. Dataleap was founded by Jan Damm and Jan-Hendrik Ruettinger.

Delvo is the agentic strategic procurement platform. It operates autonomously. The platform delivers savings, speed, and smarter decisions.

DriveWealth is a global B2B financial technology company focused on democratizing access to financial independence around the world. The company operates an API-based platform that enables partners to offer investing and trading experiences to clients worldwide, including via mobile devices. It positions itself as a Brokerage-as-a-Service platform for partners, emphasizing regulatory compliance and institutional-grade execution. With a scalable platform designed for partner integrations and client demand, DriveWealth has a global reach to support a wide range of clients and partners.

The company builds AI conversations that feel like a real person, with real-time, native integration in FaceTime. Its mission is to create a great friend for everyone on Earth by digitizing connection, and it aims to enable AI-driven, real-time conversations within native apps such as iMessage and FaceTime. Backed by BoxGroup, the company is led by a founder who is a Thiel Fellow, YC alum, and Stanford dropout who recently sold his last company. It operates as an engineering-first organization, fully in-person in San Francisco, where it is headquartered.

Flam is an all-new AI-native content format - fluidly interactive and deeply immersive, engineered to deliver measurably higher engagement, recall, and conversions at 5x lower aCPMs. It's a comprehensive ecosystem, spanning from no-code creation to publishing and ultimately streaming high-fidelity content on over 6 billion active devices.Powering Google, Samsung, Salesforce, and 100+ enterprises to transform passive customer touch points into interactive experiences, from discovery and consideration (Ads) through purchase (Commerce), onboarding, engagement (Fandom), and advocacy (Comms & CS).Key Highlights of end-user experience :Friction-free access - Native app performance without app download across 100% smartphones. Streaming high-fidelity 3D content in less than 300ms3. Real-time Touch, Haptic & Voice interactionsAlso sharing Flam Showcase, which explores various examples. We work with brands, agencies, and publishers to power Flam experiences!

Fonio.ai ist ein österreichisches Start-up, das eine Telefon-KI entwickelt hat, die wie ein Mensch klingt und Anrufe vollständig eigenständig übernehmen kann. Die Lösung wird täglich von über 6.000 Unternehmen genutzt, und das Wachstum verdoppelt sich derzeit jeden Monat. Die Infrastruktur wird bei Hetzner in Nürnberg gehostet, wodurch Fonio.ai eine der wenigen DSGVO-konformen Lösungen für KI-Telefonassistenten in der EU ist. Die Services basieren auf LLMs von Drittanbietern, insbesondere OpenAI; OpenAI wird in Europa über Microsoft Azure gehostet, um DSGVO- und EU AI Act-Konformität sicherzustellen. Das Unternehmen speichert ausschließlich notwendige Daten und kann auf Wunsch alle Daten in Echtzeit löschen; es zählt über 6.500 Kunden, und Kundenbewertungen finden sich bei Trustpilot, Google & OMR.

Diligent AI develops AI agents to automate KYC and AML workflows for banks and financial institutions. It applies its AI agents to automate KYC and AML workflows for banks and financial institutions. The company focuses on automating KYC and AML workflows for banks and financial institutions using AI agents.

The company Grid aims to help hard-working Americans by giving back the money they overpay in taxes today. The extra cash from overpaid taxes can be used for a home upgrade, to brighten the holidays, or to treat oneself. Grid has already helped thousands of people get a little closer to their dreams. Grid says it is just getting started.

Hera (YC S25) is your AI motion designer that creates professional animations in seconds. Video teams waste countless hours animating seconds of content. Motion design tools like After Effects require mastering complex user interfaces, turning creative work into button-clicking hell. Hera is the first AI motion designer that creates professional animations through conversation. Unlike video-gen tools, Hera generates code-based animations where every parameter can be fine-tuned through prompts or on-canvas editing, giving users the control of After Effects with the simplicity of Lovable. Hera has grown to a 6-figure ARR in less than 10 days after launching publicly.

The company aims to build the fastest content-creation engine on earth. It operates an AI-powered short video content creation platform. It offers significant ownership from day one to participants.

Kraka is a company building the AI operating system for European manufacturing companies. It launched eight months ago and has closed its first 15 customers. The company raised a $1.2 million pre-seed funding round from Seedcamp. Kraka's mission includes contributing to European resilience, and it focuses on serving European manufacturing companies.

We help organizations drive internal AI adoption through our enterprise-ready AI platform. Our product suite includes AI Chat, Assistants, Search, API, and Workflows - enabling companies to roll out AI internally and build out custom AI use-cases.

Langfuse is the open-source LLM engineering platform designed to help teams build production-grade LLM applications faster.Langfuse addresses these challenges by providing an open-source platform to debug and improve LLM applications. Langfuse captures the **full context of your application**, tracing the complete execution flow—including API calls, retrieved context, prompts, parallelism, and more. By enabling **hierarchical representations through nested traces**, Langfuse helps you understand complex logic built around LLM calls. Langfuse also offers **full **[**multi-modal**](https://langfuse.com/changelog/2024-11-20-full-multi-modal-images-audio-attachments)** support**, including audio, images, and attachments.Metrics & Quality**Langfuse measures cost and latency**, breaking down metrics by user, session, feature, model, and prompt version, allowing for detailed analysis. To assess output quality, Langfuse facilitates the collection of **user feedback**, performs automated **LLM-as-a-judge evaluations**, and supports manual **data labeling** within the platform. It also offers [**prompt management**](https://langfuse.com/docs/prompts/get-started) features, allowing you to handle prompts effectively and perform [**prompt experiments**](https://langfuse.com/changelog/2024-11-22-prompt-experimentation) over new ideas and systematically track success.Testing & ExperimentationFor testing and experimentation, Langfuse supports **versioning your application** and running tests of **expected inputs and outputs** via curated **datasets**. This provides quantitative insights into the impact of changes, helping you understand and improve your LLM applications more effectively.

Leaping AI is the only platform for self-improving voice AI agents, built to serve business needs. Its mission is to provide self-improving voice AI agents for business, with a focus on mid-market and enterprise customers on mission-critical phone workflows. The company closed a $4.5M seed round and, during the Y Combinator batch, doubled in size in eight weeks, operating from an in-person office in San Francisco. Backed by Y Combinator, Paul Graham, and Nexus Venture Partners, Leaping AI markets itself as the only self-improving voice AI platform on the market and describes itself as a small team that moves fast.

limetax is building a tech-enabled tax advisory group through acquisitions of German tax advisories. We provide centralized technology infrastructure to all acquired firms while they remain legally independent entities, we could also imagine to provide some of our products to external tax advisories.

Logicwind is an agentic software development company. It has been in business for over 13 years. Logicwind has delivered 70+ products. The companies Logicwind has built for have collectively generated over $200 million in revenue.

The company provides an operating system for industrial battery storage. Its stated mission is to turn industrial batteries into intelligent, profitable energy assets. The focus is on transforming industrial battery systems into valuable energy assets.

Lunar is a stealth technology company building a new type of software platform for hospitals. It is on a mission to revolutionize healthcare with AI-powered software designed to help every hospital deliver world-class care. Backed by Silicon Valley’s preeminent venture capital firms, Lunar operates with a small, high-performance team of seasoned professionals. The company was founded by a team with experience on the front lines of healthcare and cutting-edge technology, and has six years of research and development behind it. Lunar aims to rebuild the information infrastructure of hospitals to bring cutting-edge technology to every hospital, regardless of size or location, with its focus on technology to advance healthcare for everyone.

Marble AI's mission is 'The future of work is cloning expertise, not replacing people'. Marble AI is based in Munich. The founding team is hiring engineers with deep experience in Python, FastAPI, and data engineering to build core AI infrastructure from the ground up.

Think of Meow as the “Costco for financial services”. Everything we do starts and ends with delivering more value for our customers at the lowest possible cost to them. We believe financial services fundamentally are a commodity, and the ultimate winner of the space will be the company that can deliver high quality digital experiences where customers get the best possible pricing.

Mercura is building AI software for the backbone of the economy—the companies that keep the world running. Based in Munich, it operates with a small, fully in-person team. The company is backed by Y Combinator and was part of YC's W25 batch, having raised a heavily oversubscribed round at one of the highest valuations in its cohort. It surpassed $1M in annual recurring revenue in under a year and aims to reach $10M ARR by the end of 2026. Mercura was founded by Lukas, Stefan and Sean, with co-founder Lukas growing up in a trades family with over 115 years active in construction.

Minoa is becoming the system of record for customer value - how enterprise GTM teams discover, quantify, and realize outcomes. We’re onboarding and expanding with large, sophisticated customers, and today the onboarding + value realization motion lives in the founders’ heads (and whoever can jump on calls) The mission Design and run a world-class customer onboarding and value-realization motion so every Minoa customer is set up for measurable outcomes and expansion - and our internal team can scale without adding another “you” for every new account.

You will work on hard technical problems that don't have existing solutions to advance the frontier of AI:

We help hardware companies launch their own electricity plans by abstracting all legal and operational complexity of an electricity retailer into a simple API layer. One year in, Europe’s leading solar and heat pump retailers are building their energy plan on Nomos. Nomos focuses on making energy cheaper for 200 million European households. We achieve this by developing new energy products and offering them as embedded features for Europe’s leading technology companies.

Nyne delivers deep, real-time context on people to power intelligent agents and next-generation applications. Our platform dispatches tens of millions of autonomous AI agents across the open web to collect unique signals such as GitHub commits, X posts, LinkedIn activity, company updates, career moves, and other hard-to-capture behavioral data. These signals are stitched together at the person level, linking every known profile and identifier into a single structured graph that spans over 250 million sites. Recruiting teams use Nyne to identify and qualify talent with unmatched precision, while growth teams use the same dataset to uncover buyer intent and engage the right prospects. This unified person-level context enables AI agents to reason about individuals the way a human researcher would, unlocking new products and smarter decisions.

Paradigm Robotics, based in Austin, Texas, is an early-stage robotics startup that builds rugged, scalable robots designed to provide situational awareness in hazardous environments. The company serves firefighting, emergency response, public safety, oil and gas, defense, and industrial markets, helping operations run more safely in real-world hazardous settings. Its mission is to create a new paradigm of scalable, reliable, and useful robots for hazardous operations. In 2024, Paradigm Robotics won the SXSW Pitch and Innovation Award.

Photon is a frontier open-source lab focused on human–AI interaction, and we are building two core products: Spectrum and Photon SDK. Spectrum is the connection layer that brings AI agents into messaging apps, social platforms, and hardware. You can interact with an agent as easily as sending a text or calling a phone number. Photon SDK is the interaction layer - a developer toolkit for building agents that natively support messaging apps with rich, high-quality interaction capabilities.

Pluno is building the first fully autonomous AI customer support team that handles every customer interaction, escalates intelligently, and asks the right people for help when needed. A Silicon Valley-style startup operating from Munich, Pluno serves 100+ businesses, including AAVE, Dune, and Scroll. The platform has answered more than 1 million customer questions per year across brands such as Lovable, Scroll, and Dune. Pluno is expanding beyond communities into product support and was previously known as AwesomeQA.

Poka Labs building AI-powered production scheduling for chemical manufacturing. It has three main functionalities:Quote AutomationOur agent starts with an email exchange between and account manager, matches the request to the product catalog, asks clarifying questions, and determines the right price (including tariffs, freight, currency exchange). We what is often a weeklong process involving several people and turn it into a 5 minute process. This saves account managers hours each week, improves turnaround time, win rate, and margin.Price SettingChemical companies have an extensive catalog, often 200K+ items. We make the process of determining optimal catalog and customer specific prices sane and manageable.Guided SellingOur AI agents help customers cross-sell depending on the products, services, and opportunities they have

Poke is your AI assistant that lives in iMessage, Telegram, and SMS. Just chat naturally to manage your email, schedule meetings, set reminders, search the web, and more.

Pool is building a new financial account from scratch to help groups pool resources and achieve goals that would be impossible to reach alone. The company has raised $4.5 million in venture capital funding and is partnered with First Internet Bank and Visa. The team has experience building consumer financial products at Cash App, Square, Stripe, and Braid, and Pool operates in the financial technology sector.

Regal is an AI Agent Platform. It targets enterprise contact centers and aims to empower every company to transform customer communications with AI Agents. The platform powers 10M+ customer interactions per month and serves brands including Angi, AAA, Google, and Toyota.

The company operates as an AI-native insurance brokerage. It is backed by Tier-1 venture capital firms. Its mission is to modernize brokerage operations and lead generation in the insurance industry. It positions itself as having a structural advantage over incumbents in the insurance brokerage space.

Scape is building the first truly AI-native email client, one that understands who you actually care about, takes your meeting notes in the background, cuts through the noise, and proactively drafts follow-ups in your tone, with full context from your emails and meetings.

SelectCode GmbH ist ein KI-Partner und Produktstudio. Das Unternehmen hat sich zum Ziel gesetzt, KI in den Mittelstand zu bringen und eine zentrale All-in-One-Plattform zu bauen, damit KI für alle zugänglich ist. Es fokussiert darauf, KI-Tools so intuitiv zu gestalten, dass jeder KI verwenden kann und Menschen KI effektiv einsetzen. Stephan Le ist Head of People & Culture bei SelectCode GmbH. Das Unternehmen befindet sich in einer Wachstumsphase und strebt ein ARR-Wachstum von 1 Mio. auf 10 Mio. an. Die Rechtsform ist GmbH (Deutschland).

Silana is building fully automated robotic sewing systems. The company’s technology combines robotics, machine vision, and industrial automation to transform garment manufacturing. Silana describes itself as a deep-tech company solving robotic challenges such as handling deformable materials, real-time perception, and scalable automation.

simon&co is an automation agency that designs and automates internal operational flows for B2B SaaS companies. Its mission is to help B2B SaaS organizations build GTM systems that scale without increasing headcount. The company builds custom AI-powered workflows and integrations, streamlining operations through intelligent automation solutions for its clients. simon&co serves B2B SaaS customers. It claims its clients can achieve up to a 90% reduction in manual effort and know which accounts to talk to and when.

Soff is an AI-powered supply chain hub. It integrates with email and ERP systems to automate procurement workflows. Soff leverages years of supply chain data. The result is that Soff saves manufacturers time and money.

Solea is an AI-native operating platform for home service businesses. It automates back-office operations by handling customer inquiries, scheduling jobs, assigning technicians, and logging activities. The Solea platform handles inbound calls, scheduling, sales follow-ups, and technician dispatch autonomously.

Spherecast operates in AI-driven supply chain management, focusing on planning, optimization, and execution across the supply chain. Its mission is to shape the physical flow of goods and make it as programmable as code, and it is developing an AI-driven platform for supply chain management. The company has worked with leading US brands, including AG1, and has raised a pre-seed round backed by Y Combinator, Phosphor Capital, Operator Stack, and top software and consumer packaged goods angels. With seven on-site employees who bring expertise in supply chain, computer science, and operations research, Spherecast applies a combination of operations research methods, software engineering, and large language model automation at scale. It aims to become a platform powering consumer goods supply chains globally.

Starlife is a humanoid robotics company. Its mission is to turn physical jobs into remote work, enabling work that can be performed remotely through its robotics platform. The company was founded by Leander and Satrajit; Leander previously built Floy, a radiology AI platform that raised $14M and served 270+ clinics, while Satrajit has robotics research experience at CMU AirLab, NASA JPL, and Lockheed Martin ATL. Starlife has raised $3M in pre-seed funding, with backers including Outlander, Amar Shah, and Thomas Wolf. Notable connections include Amar Shah as Wayve co-founder and Thomas Wolf as Hugging Face co-founder, and Outlander’s first check was in Lyft and Scale AI.

Superchat is your central inbox to bundle customer communication across all popular channels like WhatsApp Business, Instagram, Facebook & more. Work clearly with multiple users in the cloud, automate various tasks, and enhance the customer experience with AI chatbots – 100% GDPR compliant and exactly the way you want it. 🪄 3 reasons to choose Superchat: ✅ An intuitive product that delivers ✅ First-class support you can count on ✅ 7,500+ happy companies to prove it

Supplyco is building a next-generation industrial distributor and marketplace. Its mission is to transform US manufacturing into a global powerhouse. The company aims to disrupt traditional industrial distributors by creating a tech-enabled marketplace that connects manufacturers, distributors, and OEMs.

Telli is a startup that launched at Y Combinator and has grown to over $2M in annualized revenue. The company has a team of 12 and is led by founders Finn (CEO), Philipp (COO), and Seb (CTO). The founders previously ran contact center operations for Enpal's heat pump unit, bringing hands-on operational experience to telli. Telli’s website is telli.com.

Unnbound is building the first agentic integration platform for global supply chains, aiming to replace the slow, manual work of business analysts and integration engineers with LLM-powered AI agents. The company argues that current supply chain integrations are stitched together with duct-taped middleware and legacy code based on tribal knowledge, and that B2B integration delays kill entire business deals. Despite attempts by incumbents and ventures to fix B2B integration, none have cracked it, and GenAI is the company's approach to solving the problem. Unnbound positions itself as automating mission critical integrations for the real economy, encapsulated in its tagline, "Automating mission critical integrations for the real economy."

Ops Agents for American Manufacturers.

Tessel AI provides rigorous, independent validation and benchmarking of medical imaging AI for hospitals and health systems, delivering standardized performance metrics and regulatory-aligned evidence. It translates technical evaluations into clinically relevant reports and deployment guidance, helping hospitals reduce adoption risk and build trust across the healthcare ecosystem. By offering independent validation and practical reporting, Tessel AI supports safer, more reliable integration of AI tools in clinical settings. The company is supported by Start X (Stanford), underscoring its connection to leading technology ecosystems.

TextQL is a company. Its tagline is "Find Insights With AI." The tagline signals a focus on using artificial intelligence to uncover insights. Through this positioning, TextQL presents itself as a business centered on AI-enabled insights.

Thrad is AI-native advertising infrastructure. We operate the first two-sided marketplace connecting AI publishers with brands and advertisers, enabling native, non-disruptive ads inside LLM-powered conversations. Our technology integrates via a lightweight API/SDK, launching campaigns from idea to live in seconds with endemic formats, AI-optimized creatives, and real-time performance dashboards. IMPORTANT: This role starts as a one-month contract with possible full-time extension.

Trove is the modern way to discover and collect premium trading cards. Buy and sell graded, authenticated collectibles in the palm of your hand. Open packs across major sports and trading card games, pulling authenticated cards backed by transparent odds and instant cash offers. Every pull is a real, PSA-verified card stored securely in our vault. Hold it digitally, trade it instantly, or have it shipped to your door.

The company is building the first fully autonomous consumer insurance broker. This signals a focus on automating the insurance brokerage process for individual consumers. By being the first of its kind, the company positions itself as a pioneer in the consumer insurance market. Its core activity centers on developing an autonomous platform to facilitate insurance buying and management for consumers.

Unusual helps brands understand how LLMs talk about them and provides tools to change those representations. It defines and aims to lead Brand Engineering, a field that measures LLMs' opinions of a brand and quantifies brand performance relative to peers. Its mission includes helping people control their own narrative rather than large AI companies. The company is led by cofounders Will Jack, CEO, and Keller Maloney, with Sarah Xu as Head of GTM, and the team includes alumni from MIT, Princeton, and SpaceX. Will Jack has been involved in NLP research since 2014 with experience at SpaceX and MIT and was the first to commercialize AI code generation in 2019 on HBO’s Silicon Valley, while Keller Maloney has built AI applications since 2019, graduating cum laude in Econometrics from Princeton and serving as a D1 All-American water polo captain. Sarah Xu has driven 10x growth at Circle Medical (YC W17) and built Ambience Healthcare’s GTM from pre-revenue, contributing to about $350M raised by Oak HC/FT, Kleiner Perkins, OAI, and a16z, and has designed growth engines at Google that scaled revenue 5–10x.

The company aims to replace marketing agencies with AI. It identifies a market problem: companies waste billions on bad ads, mismatched landing pages, and poor budget allocation. Founded in 2025 and part of Batch F25, it operates with a lean team of seven. It is headquartered in San Francisco and remains active in pursuing its mission.

Zauber focuses on developing AI agents to solve industry problems in supply chains. The company leverages advanced technologies to address process complexity, labor costs, and the need for intelligent automation. This emphasis highlights Zauber's commitment to applying automation to tackle supply-chain challenges.