Gumloop is an AI agent platform for automating work across the apps and websites a company already uses. Instead of building a separate automation for every small task, teams can create AI agents that understand a job, use connected tools, browse websites, work with data, and complete the task.

Its agents can work with more than 300 connectors and can also use a real browser to click, type, upload files, download information, and interact with websites even when there is no API available. Agents can sign in through saved credentials, hand the browser back to a person when approval or login is needed, and then continue the task afterward.

Gumloop is built for teams as well as individual workflows. Agents can be triggered by apps, scheduled to run repeatedly, or used directly through Slack, Microsoft Teams, and Gmail. The platform also lets agents review their own runs, evaluate their performance, and improve how they handle recurring work.

 Build agents that can reason through multi-step tasks and use connected tools to complete them.

 Agents can browse real websites, click, type, upload and download files, and work with sites that do not have APIs.

 Connect agents to business tools such as Salesforce, HubSpot, Slack, Gmail, GitHub, Jira, Notion, Google Drive, and Google Sheets.

 Start agents from app events, schedules, or direct requests, with support for human approval when an action requires it.

 Research prospects, qualify leads, update CRM records, manage deals, and prepare follow-ups.

 Research competitors, create content, audit websites, manage campaigns, and analyze marketing performance.

 Pull information from multiple business systems, compare performance, and turn raw data into usable reports.

 Process incoming requests, move information between systems, and automate repetitive operational tasks.

Gumloop

NinjaTech AI is an AI platform built around autonomous AI agents that can handle multi-step work rather than simply answering a single prompt. Its main product, SuperNinja, gives each AI employee its own dedicated cloud computer, allowing it to browse the web, use software, work with files, run code, and complete tasks over longer periods.

SuperNinja can work with multiple AI models from providers including OpenAI, Anthropic, Google, Kimi, Qwen, and DeepSeek. Instead of locking users into one model, the platform can choose models for different tasks, while users can also select their preferred models.

NinjaTech AI also provides a collection of specialized AI agents and applications for coding, research, writing, image and video generation, file analysis, and other workflows. Its platform connects with more than 3,000 tools and services, including GitHub, Salesforce, Jira, Slack, Gmail, Stripe, Figma, and Notion, allowing AI agents to work directly across existing business systems.

NinjaTech AI

n8n is a workflow automation platform that lets you connect apps, APIs, databases, AI models, and other services into automated workflows. You build workflows visually by connecting nodes that trigger actions, move data, apply conditions, run code, or interact with external services.

n8n has expanded beyond traditional automation with built-in AI agent capabilities. You can create agents that use models, tools, memory, workflows, and business data to handle multi-step tasks, while still controlling what those agents are allowed to do. It supports multi-agent systems, RAG workflows, MCP, and human approval steps.

The platform offers more than 500 integrations and supports custom API connections when a service does not have a ready-made integration. n8n can be used through its hosted cloud service or self-hosted on your own infrastructure, and developers can add JavaScript or Python when a workflow needs more control than the visual builder provides.

 Connect applications and services into visual workflows with triggers, actions, conditions, data processing, and custom logic.

 Build agents that can use AI models, tools, memory, workflows, and connected business systems to complete multi-step tasks.

 Connect popular applications and services through pre-built nodes, with custom API requests available for other services.

 Add JavaScript or Python to workflows and deploy n8n through its cloud service or on your own infrastructure.

 Automate repetitive processes across CRM, email, spreadsheets, databases, project-management tools, and other business software.

 Build research agents, RAG systems, content workflows, customer-service agents, and multi-agent processes.

 Connect APIs, transform data, run custom code, automate deployments, and create internal tools.

 Move information between systems, process documents, monitor events, and trigger actions based on business rules or incoming data.

Gemini Spark is Google’s personal AI agent for handling multi-step tasks on your behalf. Instead of just answering a prompt, Spark can work in the background, browse the web, use connected apps, organize information, and complete tasks from start to finish while staying under your direction.

Spark can connect with Google apps including Gmail, Calendar, Drive, Docs, Sheets, Slides, YouTube, and Google Maps. You can give it a task such as researching something, organizing files, reviewing emails, preparing a spreadsheet, or coordinating information across several apps, and it can work through the steps needed to complete it.

It also has Tasks, Skills, and Schedules. Tasks let you assign work, Skills let you create reusable instructions for things you do repeatedly, and Schedules let you set up recurring or condition-based tasks. Spark is designed to keep working in the background, including when your phone or laptop is turned off, and it is built to check with you before major actions.

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Claude AI Agents are Anthropic’s tools for building AI systems that can plan and carry out multi-step work instead of only responding to individual prompts. Developers can build agents with Claude that reason through a task, use tools, interact with applications, and work toward completing a larger objective.

 Platform for building these agents into applications and workflows. Developers can combine Claude models with tools, prompts, and other capabilities, while Claude Code provides an agentic coding experience where developers can delegate work such as code migrations and bug fixes directly from the terminal.

For longer-running and asynchronous work, Claude Managed Agents provides a managed environment where agents can read files, run commands, browse the web, and execute code without developers having to build the entire agent runtime themselves. Agents can be configured with models, system prompts, tools, MCP servers, and skills.

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Gumloop

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