Zilliz
Zilliz is an enterprise-grade vector database and Milvus hosting platform aimed at AI application developers, data engineering teams, and enterprise retrieval teams. Its value is not to make all the work for the user at once, but to provide actionable assistance around building vector retrieval, RAG, and large-scale similarity search services: users can create vector libraries, write data, run retrieval, expand capacity, and then complete the subsequent processing based on their own business judgment. When choosing such tools, you need to pay attention to data permissions, index design, and query costs, especially when it comes to accounts, customer information, contracts, courses, audio, video, or code output, all of which should be manually reviewed. Its visibility capabilities include Vector Lakebase, Milvus, real-time vector search, and lake-scale discovery, making it more suitable for enterprise AI retrieval infrastructure.
Xpoz MCP
Xpoz MCP is a social data API for AI Agents, primarily aimed at marketing teams, intelligence analytics, and AI Agent developers, providing data interfaces for brand monitoring, social listening, and lead analysis. It's for people who already have clear tasks, assets, or business processes, bringing together social data APIs, brand monitoring, and competitive intelligence into easier workflows. When using it, you need to focus on platform policies, data authorization, and privacy compliance, especially when it involves customer data, learning content, audio and video materials, business data, or public release, you should first confirm authorization and manual review. Overall, Xpoz MCP is suitable as an auxiliary tool for providing data interfaces for brand monitoring, social listening, and lead analysis, rather than a substitute for professional final judgment.
XCrawl
XCrawl is an AI web scraping and structured data extraction API aimed at developers, data teams, and AI app builders for scraping web pages and outputting structured JSON, Markdown, or search data. It's for those who already have a clear task, footage, or business process that brings together structured extraction, built-in agents, and AI-ready web scraping into a more actionable workflow. When using it, you need to focus on website permissions, rate limiting, and data compliance, especially when it comes to customer information, learning content, audio and video materials, business data, or public publishing. Overall, XCrawl is suitable as an aid for scraping web pages and outputting structured JSON, Markdown, or search data, rather than a substitute for the final judgment of professionals.
WebscrapeAI
WebscrapeAI is a no-code web data collection automation tool aimed at operators, data teams, and researchers to automatically collect web data and organize structured results. It's better for people who already have clear assets, scripts, customer communications, or business processes that centralize no-code ingestion, structured extraction, and automation tasks into a one-to-one workflow that's easier to execute. When using it, you need to pay attention to website permissions, anti-crawling rules, and data compliance, especially when it comes to customer information, human voices, image materials, web page data, or published content, you should first confirm authorization and manual review. Overall, WebscrapeAI is suitable as an auxiliary tool for automatically collecting web page data and organizing structured results, rather than a complete replacement for the final judgment of editors, operations, R&D, or management.
WaterCrawl
WaterCrawl is a web scraping framework for LLMs, primarily aimed at developers, data teams, and AI application builders, to convert web content into data suitable for large models. It is more suitable for people who already have clear materials, scripts, customer communications, or business processes, centralizing web scraping, structured output, and large model data preparation into a more performable workflow. When using it, you need to pay attention to crawl permissions, rate limiting, and data compliance, especially when it comes to customer information, character voices, image materials, web page data, or published content. Overall, WaterCrawl is suitable as an auxiliary tool for converting web content into data suitable for large models, rather than completely replacing the final judgment of editors, operations, R&D, or managers.
VoiceAIWrapper
VoiceAIWrapper is an AI API and developer platform for teams and creators who need a practical way to generate, organize, convert, or review work before it moves into a final production flow. It is best used with clear source material, a defined output goal, and a human review step for accuracy, rights, privacy, and publishing quality.
VideoSDK
VideoSDK is an AI API and developer platform for teams and creators who need a practical way to generate, organize, convert, or review work before it moves into a final production flow. It is best used with clear source material, a defined output goal, and a human review step for accuracy, rights, privacy, and publishing quality.
Veryfi
Veryfi is an AI API and developer platform for teams and creators who need a practical way to generate, organize, convert, or review work before it moves into a final production flow. It is best used with clear source material, a defined output goal, and a human review step for accuracy, rights, privacy, and publishing quality.
VerbaGPT
VerbaGPT is an AI API and developer platform for teams and creators who need a practical way to generate, organize, convert, or review work before it moves into a final production flow. It is best used with clear source material, a defined output goal, and a human review step for accuracy, rights, privacy, and publishing quality.
Upstage AI
Upstage AI is an AI workflow tool for teams that need to create, organize, convert, or review task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.
Together AI
Together AI is an AI workflow tool for teams that need to create, organize, convert, or review task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.
TiDB Cloud
TiDB Cloud is an AI workflow tool for creating, organizing, converting, or reviewing task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.
Thunder Compute
Thunder Compute is an AI tool for users who need a clearer way to handle focused digital work. It can support creation, automation, analysis, learning, media production, development, research, customer operations, or document workflows depending on the product scope. Start with a small low-risk task, compare the result with your own standards, and keep human review for facts, permissions, privacy, brand voice, safety, and final delivery.
T-Rex Label
T-Rex Label is a practical AI tool for teams and individual users who need a clearer way to handle focused digital tasks. It can support content work, document handling, automation, learning, communication, media production, research, or customer workflows depending on the product scope. Users should start with a small low-risk task, compare the output with their own standards, and keep human review for facts, permissions, privacy, brand voice, and final delivery.
Squirro
Squirro is an AI API and data platform suitable for developers, data teams, AI product teams and business analysts to use when improving productivity, reducing costs, and providing safe, private and accurate AI-driven enterprise intelligence. Its focus is on organizing data, models or business contexts into query-friendly and accessible workflows. Current visible capabilities include AI-driven enterprise intelligence that improves productivity, reduces costs, and is secure, private and accurate. It is more suitable for users with clear needs and budgets. Plans, quotas and team collaboration requirements should be confirmed before using. Before accessing, you must confirm the call cost, data authorization, authority scope and error handling method. If you plan to use it for a long time, it is recommended to use a real but low-risk task to test input preparation, output stability, manual review costs and authority boundaries before deciding whether to include it in a fixed process.
SQLAI.ai
SQLAI.ai is an AI API and data platform suitable for developers, data teams, AI product teams and business analysts to use when generating and optimizing SQL queries. Its focus is to organize data, models or business contexts into query-friendly and accessible workflows. Current visible capabilities include 7-day free trial, generation of SQL queries, and optimization of SQL queries. It provides free entry or trial credits, which is suitable for verifying a small task before deciding whether to pay. Before accessing, you must confirm the call cost, data authorization, authority scope and error handling method. If you plan to use it for a long time, it is recommended to use a real but low-risk task to test input preparation, output stability, manual review costs and authority boundaries before deciding whether to include it in a fixed process.
Spice AI
Spice AI is an AI API and data platform suitable for developers, data teams, AI product teams, and business analysts to use when combining data and artificial intelligence building blocks, SQL query federation and acceleration. Its focus is on organizing data, models or business contexts into query-friendly and accessible workflows. Current visible capabilities include composable data and artificial intelligence building modules, SQL query federation and acceleration. It is more suitable for users with clear needs and budgets. Plans, quotas and team collaboration requirements should be confirmed before using. Before accessing, you must confirm the call cost, data authorization, authority scope and error handling method. If you plan to use it for a long time, it is recommended to use a real but low-risk task to test input preparation, output stability, manual review costs and authority boundaries before deciding whether to include it in a fixed process.
Spectate
Spectate is an AI API and data platform suitable for developers, data teams, AI product teams and business analysts to use when using 5 monitors, full-stack monitoring, and AI-driven event management. Its focus is to organize data, models or business contexts into query-friendly and accessible workflows. Currently, visible capabilities include 5 monitors, servers, and 1 status page for free, full-stack monitoring. It provides free entry or trial credits, which is suitable for verifying a small task before deciding whether to pay. Before accessing, you must confirm the call cost, data authorization, authority scope and error handling method. If you plan to use it for a long time, it is recommended to use a real but low-risk task to test input preparation, output stability, manual review costs and authority boundaries before deciding whether to include it in a fixed process.
Sparkco AI Spreadsheet Agent
Sparkco AI Spreadsheet Agent is an AI API and data platform suitable for developers, data teams, AI product teams and business analysts to use when using natural language formulas and automatic data synchronization. Its focus is to organize data, models or business contexts into query-friendly and accessible workflows. Currently visible capabilities include permanent free (3 workbooks, 5 data sources), natural language formulas, and automatic data synchronization. It provides free entry or trial credits, which is suitable for verifying a small task before deciding whether to pay. Before accessing, you must confirm the call cost, data authorization, authority scope and error handling method. If you plan to use it for a long time, it is recommended to use a real but low-risk task to test input preparation, output stability, manual review costs and authority boundaries before deciding whether to include it in a fixed process.
SoLike
SoLike is an AI API and automation platform for developers, data teams, AI product teams, and automation engineers to respond with human-like AI responses and enhance cross-platform engagement. It focuses on encapsulating models, data, or automation capabilities into accessible workflows, with current visible capabilities including free testing, human-like AI responses, and enhanced cross-platform engagement. It offers a free entry or trial credit, which is good for verifying a small task before deciding whether to pay or not. Before accessing, check the call cost, rate limit, data authorization, and error handling method. If you are going to use it for a long time, it is recommended to test input preparation, output stability, manual review costs, and permission boundaries with a real but low-risk task before deciding whether to include a fixed process.
Softgen.ai
Softgen.ai is an AI API and automation platform suitable for developers, data teams, AI product teams and automation engineers to use when building AI web application builders, requiring no coding, and building full-stack applications. Its focus is on encapsulating models, data or automation capabilities into accessible workflows. Currently visible capabilities include free 100K tokens, AI web application builders, and no coding required. It provides free entry or trial credits, which is suitable for verifying a small task before deciding whether to pay. Before accessing, you must confirm the call cost, rate limit, data authorization and error handling method. If you plan to use it for a long time, it is recommended to use a real but low-risk task to test input preparation, output stability, manual review costs and authority boundaries before deciding whether to include it in a fixed process.
Skyvern
Skyvern is an AI API and automation platform for developers, data teams, AI product teams, and automation engineers for AI browser automation, computer vision for any web page, CAPTCHA support, and two-factor authentication. Its focus is on encapsulating models, web pages, or browser capabilities into interfaces that developers can call, and currently visible capabilities include open source (free), AI browser automation, and computer vision adapted to any web page. It offers a free entry or trial credit, which is good for verifying a small task before deciding whether to pay or not. Before accessing, check the call cost, rate limit, data authorization, target site rules, and error handling methods. If you are going to use it for a long time, it is recommended to test input preparation, output stability, manual review costs, and permission boundaries with a real but low-risk task before deciding whether to include a fixed process.
Skrape.ai
Skrape.ai is an AI API and automation platform for developers, data teams, AI product teams, and automation engineers working with AI-powered web crawler APIs, structured data for AI, and RAG systems. Its focus is on encapsulating models, web pages, or browser capabilities into interfaces that developers can call, and currently visibility includes 50 request-free, AI-powered web crawler APIs for AI. It offers a free entry or trial credit, which is good for verifying a small task before deciding whether to pay or not. Before accessing, check the call cost, rate limit, data authorization, target site rules, and error handling methods. If you are going to use it for a long time, it is recommended to test input preparation, output stability, manual review costs, and permission boundaries with a real but low-risk task before deciding whether to include a fixed process.
SiliconFlow
SiliconFlow is an AI API and automation platform for developers, data teams, AI product teams, and automation engineers to deploy LLMs and multimodal models, fine-tune models. It focuses on encapsulating models, web pages, or browser capabilities into interfaces that developers can call, and currently visible capabilities include $1 free credit, deploying LLMs and multimodal models, and fine-tuning models. It offers a free entry or trial credit, which is good for verifying a small task before deciding whether to pay or not. Before accessing, check the call cost, rate limit, data authorization, target site rules, and error handling methods. If you are going to use it for a long time, it is recommended to test input preparation, output stability, manual review costs, and permission boundaries with a real but low-risk task before deciding whether to include a fixed process.
Scrapingdog
Scrapingdog is a web scraping and search data API for developers, data collection teams, and businesses that need search results or map data when calling APIs such as Google SERPs, AI Overview, Maps, News, and more to extract structured data. It focuses on encapsulating proxies, headless browsers, and anti-crawling processing into a unified API, with key capabilities including web scraping APIs, including Google SERPs, AI Mode, AI Overview, and Maps APIs, and support for structured JSON data extraction. It's better suited for teams with clear budget and process needs. Before use, it should be noted that the frequency of data collection should be controlled, the platform rules should be followed, and the scope of service use should be confirmed. If you plan to adopt it for a long time, it is recommended to test input lead time, output availability, manual review costs, and permission boundaries with real samples before deciding whether to put it into a fixed process.
ScrapeGraphAI
ScrapeGraphAI is a web data scraping API for the AI era for developers, data teams, and product teams that need structured web data to extract structured data from websites, reducing agents, selectors, and maintenance efforts. It focuses on streamlining the web scraping process into a callable, maintainable data interface, with key capabilities such as providing ScrapeGraphAI V2, eliminating the need for proxies and selectors, API documentation, and startup resources. It's better suited for teams with clear budget and process needs. Note Before Use: Adhere to the target website's terms, robots rules, and data usage authorization before scraping. If you plan to adopt it for a long time, it is recommended to test input lead time, output availability, manual review costs, and permission boundaries with real samples before deciding whether to put it into a fixed process.
Runware
Runware is a multi-model generative AI API platform for developers, AI product teams, and enterprises that need unified access to multiple types of generative models when calling images, videos, audio, LLMs, 3D, and more through a single API. It focuses on integrating multi-model capabilities into products in a low-cost, on-demand scaling manner, including support for image, video, audio, LLM, and 3D, providing free test credits, and emphasizing low cost and instant scale. It offers free entry or trial credits, which are suitable for verifying results with small tasks first. Note before use: The output quality, copyright boundaries, and fee structure of different models need to be tested by product scenario. If you plan to adopt it for a long time, it is recommended to test input lead time, output availability, manual review costs, and permission boundaries with real samples before deciding whether to put it into a fixed process.
Rube
Rube is an AI-oriented, cross-app action tool for developers, automation teams, and users who want to connect AI to everyday tools when it comes to letting AI perform actions through apps like Gmail, Slack, Calendar, social media, and more. It focuses on connecting application certification, tool selection, and cross-app actions to AI use, with key capabilities including being launched by Composio, supporting over 600 apps, and offering Marketplace, Recipes, and Pricing. It offers free entry or trial credits, which are suitable for verifying results with small tasks first. Before use, you should set permissions, confirmation steps, and audit records before performing actions such as email, calendar, and social posting. If you plan to adopt it for a long time, it is recommended to test input lead time, output availability, manual review costs, and permission boundaries with real samples before deciding whether to put it into a fixed process.
Raindrop AI
Raindrop AI is an AI workflow tool for teams that need to create, organize, convert, or review task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.
Ragie
Ragie is an AI workflow tool for teams that need to create, organize, convert, or review task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.
PredictOPs
PredictOPs is an AI workflow tool for teams that need to create, organize, convert, or review task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.
Predictive Equations
Predictive Equations is an AI workflow tool for teams that need to create, organize, convert, or review task-specific material before final use. It should be used with clear source material, a defined output goal, and human review for accuracy, rights, privacy, and publishing quality.