Tabstack vs. Living Web

Living Web

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What is Tabstack?

Tabstack is a managed web API platform that lets developers extract, research, generate, and automate across the live web without building their own scraping stack. The platform is designed for teams that want to pass in a URL, schema, question, or task and get back structured data, clean Markdown, cited answers, or completed browser actions. Its /extract/json endpoint returns schema-matched JSON from web pages, making it useful for product details, job listings, pricing pages, marketplaces, directories, and other structured web data. Its /extract/markdown endpoint converts pages into clean Markdown that can be used for RAG pipelines, documentation ingestion, product page indexing, and knowledge base workflows. The /generate/json capability supports reasoned structured output from user instructions, not just direct field extraction. The /research endpoint runs a live-web research agent that selects sources, reads pages, synthesizes findings, and returns cited answers with claim-level support. The /automate endpoint lets users describe a browser task in natural language and have Tabstack navigate, click, fill forms, and complete flows on websites the user does not control. Tabstack supports interactive mode for human input, JavaScript-heavy pages, streaming results over SSE, TypeScript and Python SDKs, MCP connectivity, and CLI access. Its Pilo browser engine is designed to reduce token usage compared with screenshot-heavy approaches while still enabling browser-based automation. Common use cases include competitive intelligence dashboards, lead enrichment pipelines, research agents, booking and checkout agents, back-office workflow automation, and knowledge base ingestion. With privacy-focused handling, no retained corpus, no data sold, no model training on user calls, and plans that include free trial credits, pay-as-you-go usage, team pricing, and enterprise options, Tabstack helps developers give products and AI agents reliable access to the live web.

What is Living Web?

Living Web is an AI-driven browser extension that offers a contextual assistant experience for users as they navigate the internet. It effectively condenses a variety of content types, such as websites, articles, research papers, videos, and documents, while also responding to user questions with relevant citations. Furthermore, it has the ability to pull data from tables, aid in site navigation, automate the completion of forms, and simplify various browsing tasks. The extension includes a sidebar that supports research on the active page and across multiple tabs, allowing users to export findings in formats like Markdown, tables, CSV, or JSON. Users can choose to work with local models through WebLLM, Ollama, LM Studio, or llama.cpp, or connect API keys to utilize compatible cloud services, with MCP connections enabling integration with external applications. Aimed at developers, researchers, students, and professionals involved in knowledge-intensive work, Living Web is crafted to significantly cut down research time, potentially reducing it by up to fifty percent. Although this innovative tool is accessible as a browser extension, users should note that utilizing third-party models may incur extra costs. With its extensive array of features, Living Web proves to be an essential asset for anyone seeking to improve their online research efficiency while exploring the web. By embracing this powerful extension, users can transform their browsing experience into a more productive and organized endeavor.