Something vs. Agent 3

Retool is an AI-driven platform that helps teams design, build, and deploy internal software from a single unified workspace. It allows users to start with a natural language prompt and turn it into production-ready applications, agents, and workflows. Retool connects to nearly any data source, including SQL databases, APIs, and AI models, creating a real-time operational layer on top of existing systems. The platform supports AI agents, LLM-powered workflows, dashboards, and operational tools across teams. Visual app building tools allow users to drag and drop components while seeing structure and logic in real time. Developers can fully customize behavior using code within Retool’s built-in IDE. AI assistance helps generate queries, UI elements, and logic while remaining editable and schema-aware. Retool integrates with CI/CD pipelines, version control, and debugging tools for professional software delivery. Enterprise-grade security, permissions, and hosting options ensure compliance and scalability. The platform supports data, operations, engineering, and support teams alike. Trusted by startups and Fortune 500 companies, Retool significantly reduces development time and manual effort. Overall, it enables organizations to build smarter, AI-native internal software without unnecessary complexity.

Google AI Studio is a comprehensive platform for discovering, building, and operating AI-powered applications at scale. It unifies Google’s leading AI models, including Gemini, Imagen, Veo, and Gemma, in a single workspace. Developers can test and refine prompts across text, image, audio, and video without switching tools. The platform is built around vibe coding, allowing users to create applications by simply describing their intent. Natural language inputs are transformed into functional AI apps with built-in features. Integrated deployment tools enable fast publishing with minimal configuration. Google AI Studio also provides centralized management for API keys, usage, and billing. Detailed analytics and logs offer visibility into performance and resource consumption. SDKs and APIs support seamless integration into existing systems. Extensive documentation accelerates learning and adoption. The platform is optimized for speed, scalability, and experimentation. Google AI Studio serves as a complete hub for vibe coding–driven AI development.

TotalView provides comprehensive network monitoring and straightforward root-cause analysis of issues, using clear, accessible language. This solution tracks every device and all interfaces associated with those devices, ensuring nothing is overlooked. Furthermore, TotalView delves deep by gathering 19 different error counters, along with performance metrics, configuration details, and connectivity data, allowing for a holistic view of the network. An integrated heuristics engine processes this wealth of information to deliver clear, easily understandable insights into problems. With this system, even junior engineers can tackle complex issues, freeing up senior engineers to concentrate on higher-level strategic initiatives. The main product encompasses all essential tools required for maintaining an optimally functioning network, including configuration management, server and cloud service monitoring, IP address management (IPAM), NetFlow analysis, path mapping, and diagramming capabilities. By utilizing TotalView, you can achieve complete visibility of your network, enabling you to resolve issues more swiftly and efficiently, ultimately enhancing overall network performance.

Fathom is an AI notetaking and meeting intelligence platform designed to help individuals and teams capture conversations, summarize key points, and move work forward faster. The platform records meetings, generates accurate transcripts, creates instant summaries, identifies action items, and sends updates so users can stay present during calls. Fathom supports both bot-based meeting capture and bot-free capture through its desktop app, giving users more flexibility in how they record meetings. Its AI summaries are available immediately after calls and can be tailored to team workflows and priorities. Ask Fathom lets users search across meeting history and ask questions about decisions, commitments, customer signals, risks, opportunities, and next steps. The platform also helps teams monitor key topics so important moments are easier to identify across conversations. Fathom is useful for customer calls, sales meetings, marketing discussions, customer success reviews, strategy sessions, internal syncs, and team workflows. Its integrations connect meeting notes and insights with tools such as Google Meet, Zoom, Microsoft Teams, Gmail, Slack, Salesforce, HubSpot, Notion, Asana, ChatGPT, Claude, Zapier, public APIs, and MCP workflows. Teams can use Fathom to create shared visibility across meetings so decisions and follow-through are not lost between calls. The platform supports enterprise requirements with SOC 2 Type II, GDPR, HIPAA compliance, SSO, and SCIM. By combining AI meeting notes, bot-free capture, transcripts, summaries, action items, topic monitoring, search, integrations, and compliance, Fathom helps teams reduce admin work and turn conversations into measurable progress.

JAMS is an automation orchestration and job scheduling solution that runs, monitors, and manages critical IT processes from a single console, from simple batch jobs to complex, cross-platform workflows. JAMS automates jobs across Windows, Linux, UNIX, IBM i, z/OS, and OpenVMS, with native integrations for the databases, BI tools, and ERP systems already running your business, including SQL Server and SAP. Jobs run on any schedule or trigger off other events, and dependency management keeps multi-step workflows in the right order. Every job is centrally monitored, with notifications on success or failure and an audit trail of every execution. Built-in conversion tools migrate existing jobs from Windows Task Scheduler, SQL Agent, or Cron without rebuilding them, and JAMS replaces homegrown, single-platform scripts with one centrally managed system. JAMS includes two AI capabilities at no additional cost. JAX is an AI agent built into the JAMS Web Client. Ask it a question in plain language, and it finds a job, troubleshoots a failure, or looks up how to do something, grounded in JAMS documentation, not general AI guesswork. It acts only when asked, and every change waits for your approval. JAMS MCP brings JAMS into the AI coding tools teams already use, including Cursor, Claude Code, GitHub Copilot, and Claude Desktop. Both run inside the customer's network with the signed-in user's permissions and no elevated AI account, and every action, AI-driven or not, lands in the same audit trail as everything else in JAMS. For teams managing thousands of jobs across SQL Server, ADF, Airflow, SAP, JDE, and Banner, this cuts tribal knowledge and middle-of-the-night troubleshooting. Knowledge that once lived in one person's head becomes something any team member can ask about directly. JAMS' mission is to reduce the operational burden of critical automation, so teams spend more time on the work automation was meant to free them for.

Through gPanel's centralized user management system, administrators gain comprehensive access and control over all user data and configurations. This platform includes robust security features that instill confidence in data protection. The user-friendly design of gPanel simplifies navigation, allowing for a more efficient workflow by minimizing time spent searching for information. With its advanced administrative capabilities, adding, removing, suspending, and de-provisioning users is a straightforward process. Administrators can effortlessly manage documents, groups, sites, and email configurations with just a click. Unlike Google Workspace, which offers limited administrative control over documents in Google Drive, gPanel equips administrators with the ability to perform full text searches and manage text permissions for any Drive document owned or created by users within their domain. Additionally, they can seamlessly transfer ownership of Google Docs. This comprehensive management solution empowers administrators to handle their domain with assurance and efficiency. By automating tedious tasks, gPanel enables admins to focus on more strategic initiatives, ultimately enhancing productivity across the organization.

Auth0 adopts a contemporary method for managing identity, allowing organizations to ensure secure access to applications for all users. It offers a high degree of customization while remaining both straightforward and adaptable. Handling billions of login transactions every month, Auth0 prioritizes convenience, privacy, and security, enabling customers to concentrate on their innovative efforts. Furthermore, Auth0 facilitates quick integration of authentication and authorization processes across web, mobile, and legacy applications, featuring advanced Fine Grained Authorization (FGA) that expands the capabilities of traditional role-based access control, thereby enhancing security measures overall.

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.

The Planfix platform empowers organizations to oversee their complete business operations online. No matter the size or sector of the company, Planfix serves as an exceptional tool for project and work management. This platform provides your organization with a highly customizable management system, allowing for tailored process designs and visual elements to suit your needs. Combining features such as task and project management, CRM, sales, marketing, production, logistics, support services, accounting, and human resources, Planfix offers a comprehensive solution that integrates various aspects of business operations. Data flows smoothly between teams, ensuring that a transaction at the implementation phase can seamlessly evolve into a project and then be handed over to support. Planfix is ideal for a diverse range of entities, including businesses, non-profit organizations, public associations, and any collective striving towards a mutual goal. With the trust of 7,724 companies, it streamlines business workflows for over 68,000 users, enhancing efficiency and collaboration across the board. The versatility and robustness of the Planfix platform make it a valuable asset for any organization aiming to improve its operational effectiveness.

StackAI is an enterprise AI automation platform built to help organizations create end-to-end internal tools and processes with AI agents. Unlike point solutions or one-off chatbots, StackAI provides a single platform where enterprises can design, deploy, and govern AI workflows in a secure, compliant, and fully controlled environment. Using its visual workflow builder, teams can map entire processes — from data intake and enrichment to decision-making, reporting, and audit trails. Enterprise knowledge bases such as SharePoint, Confluence, Notion, Google Drive, and internal databases can be connected directly, with features for version control, citations, and permissioning to keep information reliable and protected. AI agents can be deployed in multiple ways: as a chat assistant embedded in daily workflows, an advanced form for structured document-heavy tasks, or an API endpoint connected into existing tools. StackAI integrates natively with Slack, Teams, Salesforce, HubSpot, ServiceNow, Airtable, and more. Security and compliance are embedded at every layer. The platform supports SSO (Okta, Azure AD, Google), role-based access control, audit logs, data residency, and PII masking. Enterprises can monitor usage, apply cost controls, and test workflows with guardrails and evaluations before production. StackAI also offers flexible model routing, enabling teams to choose between OpenAI, Anthropic, Google, or local LLMs, with advanced settings to fine-tune parameters and ensure consistent, accurate outputs. A growing template library speeds deployment with pre-built solutions for Contract Analysis, Support Desk Automation, RFP Response, Investment Memo Generation, and InfoSec Questionnaires. By replacing fragmented processes with secure, AI-driven workflows, StackAI helps enterprises cut manual work, accelerate decision-making, and empower non-technical teams to build automation that scales across the organization.