LLM Capsule vs. Code Ocean

Gemini Enterprise Agent Platform is an advanced AI infrastructure from Google Cloud that enables organizations to build and manage intelligent agents at scale. As the evolution of Vertex AI, it consolidates model development, agent creation, and deployment into a unified platform. The system provides access to a diverse library of over 200 AI models, including cutting-edge Gemini models and leading third-party solutions. It supports both low-code and full-code development, giving teams flexibility in how they design and deploy agents. With capabilities like Agent Runtime, organizations can run high-performance agents that handle long-duration tasks and complex workflows. The Memory Bank feature allows agents to retain long-term context, improving personalization and decision-making. Security is a core focus, with tools like Agent Identity, Registry, and Gateway ensuring compliance, traceability, and controlled access. The platform also integrates seamlessly with enterprise systems, enabling agents to connect with data sources, applications, and operational tools. Real-time monitoring and observability features provide visibility into agent reasoning and execution. Simulation and evaluation tools allow teams to test and refine agents before and after deployment. Automated optimization further enhances agent performance by identifying issues and suggesting improvements. The platform supports multi-agent orchestration, enabling agents to collaborate and complete complex tasks efficiently. Overall, it transforms AI from a productivity tool into a fully autonomous operational capability for modern enterprises.

Glean is a comprehensive enterprise AI and workplace intelligence platform that enables organizations to connect, understand, and act on knowledge distributed across their technology ecosystem. The platform integrates with enterprise applications, collaboration tools, document repositories, customer systems, and business software to create a unified layer of organizational context. Through AI-powered enterprise search, assistants, deep research capabilities, content generation tools, and autonomous agents, Glean helps employees find answers, complete tasks, and make decisions faster. Its System of Context technology combines company knowledge, business processes, conversations, meetings, and permissions to deliver highly relevant and trustworthy responses. Glean includes AI agent orchestration, agent development tools, workflow automation, and an extensive library of connectors that allow organizations to automate complex business processes. The platform supports multiple large language models through a centralized Model Hub, providing flexibility while optimizing performance and cost. Security and governance are built into the platform with permission-aware access controls, comprehensive observability, compliance support, and enterprise-grade data protection. Organizations can use Glean to improve productivity, accelerate onboarding, reduce support workloads, and enable AI-driven workflows across the enterprise. The platform serves a wide variety of functions, including enterprise search, knowledge management, content creation, research, workflow automation, and AI-powered decision support. Glean is trusted by global enterprises to scale AI adoption while maintaining governance and operational control. By transforming scattered information into actionable intelligence, Glean helps organizations work smarter, move faster, and realize greater value from their enterprise data.

Passwork is a corporate password manager deployed entirely on your own infrastructure. Built and headquartered in Barcelona, Spain, it was designed from the ground up to satisfy GDPR, NIS2, ENS, and related European compliance requirements. Credentials are stored only on your servers. Double-layer AES-256 encryption — both server-side and client-side — backed by a zero-knowledge architecture keeps your data inside your perimeter, managed solely by your own administrators. ISO/IEC 27001 certified. Enterprises across industries use Passwork to handle secure password sharing, privileged access management, and centralized credential governance — with full confidence that their data stays where it belongs.

Evertune is the Generative Engine Optimization (GEO) platform that helps brands improve visibility in AI search across ChatGPT, AI Overview, AI Mode, Gemini, Claude, Perplexity, Meta, DeepSeek and Copilot. We're building the first marketing platform for AI search as a channel. We show enterprise brands exactly where they stand when customers discover them through AI — then give them the precise playbook to show up stronger. This is Generative Engine Optimization, also known as AI SEO. Why Leading Enterprise Marketers Choose Evertune: Data Science at Scale: : We prompt across every major LLM at volumes that capture response variations and ensure statistical significance for comprehensive brand monitoring and competitive intelligence. Actionable Strategy, Not Just Dashboards: We decode exactly what gets brands mentioned more and ranked higher, then deliver the specific content, messaging and distribution moves that improve your position. Dedicated Customer Success: Our team provides hands-on training and strategic guidance to help you execute on insights and improve your AI search visibility. Purpose-Built for AI as a Channel: Evertune was founded in 2024 specifically for how LLMs select and rank brands. While others retrofit SEO tools, we're architecting the infrastructure for where marketing is going: AI search with organic visibility today, paid placements and agentic commerce tomorrow. Proven Leadership: Our founders helped build The Trade Desk and pioneered data-driven digital advertising. We've shepherded an entire industry through transformation before and have seen early adopters grab the competitive advantage. Our investors, including data scientists from OpenAI and Meta, back our vision because they see where this channel is heading.

Iru AI is a next-generation, AI-native security and compliance platform designed to unify and automate enterprise protection in an increasingly complex digital landscape. Built from the ground up for the AI era, Iru integrates identity management, endpoint protection, and compliance automation within a single, context-aware system. Its proprietary Iru Context Model continuously interprets relationships between users, apps, and devices, enabling intelligent actions across authentication, threat detection, and audit workflows. The Identity module eliminates passwords with device-bound authentication, ensuring frictionless yet secure access to every enterprise app. The Endpoint suite consolidates management, detection, and vulnerability response into one lightweight agent, providing real-time visibility and cross-platform consistency. Meanwhile, the Compliance engine automates control mapping and evidence collection, reducing audit preparation time while maintaining continuous readiness. Unlike fragmented legacy tools, Iru’s unified approach minimizes security gaps, streamlines administration, and improves user experience across the organization. The platform’s scalability and AI automation have helped firms cut IT workloads in half while achieving stronger security postures and regulatory compliance. Trusted by global innovators like Airbus, Notion, McLaren, and BetterHelp, Iru is transforming how enterprises secure their digital ecosystems. With over 5,000 customers and top-tier ratings for usability and innovation, Iru empowers teams to focus on strategic growth rather than operational complexity.

Without context, AI Agents are unable to effectively manage your network, which is where NetBrain steps in. NetBrain offers a reliable and tested approach to Agentic NetOps, supported by an AI-driven platform that leverages network context, genuine customer experiences, and extensive knowledge of enterprise networks. By combining these elements, NetBrain ensures that your network management is both efficient and informed.

Cloverleaf is the only AI coaching platform that combines validated behavioral assessments, HR system data, and calendar context to deliver coaching proactively — right inside Slack, Microsoft Teams, Workday, and email. With support for DISC, CliftonStrengths, Insights Discovery, and other validated assessments on a single platform, Cloverleaf helps organizations get more value from their assessment investments. Customers save an average of 32% on assessment spend while unlocking continuous coaching powered by that data. What makes Cloverleaf different is how coaching is proactively delivered. It's personalized to the individual, the people they're meeting with, and the work happening that day. Ahead of a performance conversation, a team standup, or a 1:1 with a new direct report, relevant coaching shows up automatically. No one has to open a separate app or figure out what to search for. HR and talent leaders can map coaching to their organization's own competency models and leadership expectations. When someone gets promoted, changes teams, or moves into a management role for the first time, coaching activates through HRIS integration — covering skills like delegation, giving feedback, and navigating new team dynamics from the start. The platform addresses core talent development needs: building manager capability, reinforcing performance review outcomes, preparing leaders during role transitions, and sustaining the impact of formal development programs between cohorts and workshops. Coaching happens in the flow of work so that skills actually show up in daily behavior. HR and talent leaders can track coaching engagement, monitor which capabilities are being reinforced, and identify development trends across teams and departments. Cloverleaf holds SOC 2 Type II, ISO 27001, and GDPR-aligned certifications. More than 45,000 teams rely on it today, with 86% reporting stronger team performance and 95% gaining actionable new learnings.

Designed to drive business ROI, enhance corporate communication and eliminate compliance risks, 3Q is the premier European enterprise video platform. While video is critical for engagement among C-level executives and decision-makers, data sovereignty is non-negotiable. 3Q solves this issue by providing a highly scalable, 100% GDPR-compliant platform that is hosted exclusively in Germany. Whether you are broadcasting global town halls, hosting lead-generating webinars or managing a secure internal video academy, 3Q delivers the reliability of a broadcast-quality service without the unpredictable costs of legacy enterprise suites. Our transparent, modular 'pay-as-you-go' pricing starts at just €89 per month, drastically reducing the total cost of ownership. With features such as a WCAG 2.1 accessible player, AI-automated translations for global reach and seamless integration with existing marketing workflows, 3Q empowers your teams to boost productivity and securely connect with audiences, all backed by our five-star, 24/7 support.

Jobma is an intelligent AI video interviewing platform trusted by companies globally. It offers a range of hiring automation tools, including asynchronous one-way video interviewing, live video interviewing, interview scheduling, assessment solutions, and more. The platform is built with ethical AI at its core, with features like AI scoring and proctoring designed to prevent unconscious bias in hiring and save hundreds of hours in hiring time. Customer support stays human and is available via live chat, email, and phone, for both employers and candidates. Jobma is SOC 2 Type II and ISO/IEC 27001 certified, and fully compliant with GDPR and CCPA, ensuring your data is secure, private, and protected at every step. Used by 3,000+ customers in over 50 countries and available in 16+ languages.

FinOpsly helps enterprises regain control of cloud, data, and AI spend—and turn it into measurable business value. As organizations scale across AWS, Azure, GCP, and modern data platforms like Snowflake, Databricks, and BigQuery, technology costs become harder to predict, explain, and control. FinOpsly addresses this challenge by connecting technology spend directly to business outcomes—and enabling teams to act on it in real time. FinOpsly unifies cloud infrastructure, data platforms, and AI workloads into a single operating model where spend is planned upfront, monitored continuously, and optimized automatically. Using explainable, policy-driven AI, the platform helps organizations reduce waste, prevent overruns, and align technology investments with business priorities—without slowing down innovation. With FinOpsly, organizations can: Understand exactly where money is going across AWS, Azure, GCP, Snowflake, Databricks, and BigQuery Plan and forecast costs earlier, before new cloud, data, or AI initiatives are deployed Automate optimization safely, using governance rules aligned to business risk and performance needs Deliver measurable financial impact quickly, often within weeks rather than quarters FinOpsly enables IT, finance, and business leaders to operate from a shared view of spend and value—bringing Value-Control™ to cloud, data, and AI investments at enterprise scale.