- Data Scientists: Experts experimenting with retrievers, embeddings, and LLM pipelines.
- Researchers: Academics developing NLP applications and model evaluations.
- Startups: Teams developing domain-specific chatbots or intelligent document systems.
- AI Integrators: Professionals connecting internal systems and APIs to LLMs for automated responses.
How to Use It?
- Install Haystack: Set up the framework and dependencies in your development environment.
- Select Components: Choose retrievers, readers, and document stores suited to your use case.
- Index Your Data: Ingest documents or structured data into your chosen storage backend.
- Build a Pipeline: Connect retrieval and generation components to form an AI workflow.
- Test & Optimize: Fine-tune the retriever-reader parameters and evaluate performance.
- Deploy & Monitor: Deploy as an API or application and monitor usage and accuracy.
- RAG-Focused Framework: Specializes in retrieval-augmented generation for precise, explainable answers.
- Highly Modular & Flexible: Supports multiple retrievers, models, and document stores.
- Enterprise-Ready Scalability: Designed for production deployment with monitoring and optimization.
- Active Community & Research Base: Developed by deepset, with a strong ecosystem of contributors.
- Supports Custom Pipelines: Enables complex, multi-step workflows for specialized tasks.
- Open-source and highly configurable.
- Supports multiple backends and model integrations.
- Excellent for enterprise-grade document search.
- Robust documentation and community support.
- Ideal for building advanced RAG systems.
- Requires technical expertise to set up and tune.
- Deployment and scaling can be complex for non-developers.
- Performance tuning requires model knowledge.
- Limited UI — primarily code-based configuration.
Custom
Custom Pricing
Proud of the love you're getting? Show off your AI Toolbook reviews—then invite more fans to share the love and build your credibility.
Add an AI Toolbook badge to your site—an easy way to drive followers, showcase updates, and collect reviews. It's like a mini 24/7 billboard for your AI.
Reviews
Rating Distribution
Average score
Popular Mention
FAQs
Yes — it is a developer framework requiring Python skills.
Yes — it supports secure on-premise or cloud deployment.
Yes — it integrates seamlessly with various LLMs.
Yes — it’s widely used to power Q&A and document chatbots.
Yes — it is completely open source and community-driven.
Similar AI Tools
Calk AI
Calk AI is a no‑code platform that enables teams to build custom AI agents powered by their own internal knowledge and tools—such as Notion, Slack, HubSpot, Google Drive, Intercom, and Jira. These agents can search, summarize, automate workflows, and generate content with precise context, using top-tier models like GPT‑4, Claude 3.7, Gemini, and Mistral.
Calk AI
Calk AI is a no‑code platform that enables teams to build custom AI agents powered by their own internal knowledge and tools—such as Notion, Slack, HubSpot, Google Drive, Intercom, and Jira. These agents can search, summarize, automate workflows, and generate content with precise context, using top-tier models like GPT‑4, Claude 3.7, Gemini, and Mistral.
Calk AI
Calk AI is a no‑code platform that enables teams to build custom AI agents powered by their own internal knowledge and tools—such as Notion, Slack, HubSpot, Google Drive, Intercom, and Jira. These agents can search, summarize, automate workflows, and generate content with precise context, using top-tier models like GPT‑4, Claude 3.7, Gemini, and Mistral.
Recruitcrafts
RecruitCrafts is a comprehensive AI-powered Applicant Tracking System (ATS) that streamlines the full recruitment lifecycle. From job posting, resume screening, intelligent candidate assessment, interview scheduling, to analytics—it's designed to make hiring faster and data-driven. Features include automated resume parsing, AI-generated interview questions, proactive talent search, team collaboration tools, and real-time recruiting insights.
Recruitcrafts
RecruitCrafts is a comprehensive AI-powered Applicant Tracking System (ATS) that streamlines the full recruitment lifecycle. From job posting, resume screening, intelligent candidate assessment, interview scheduling, to analytics—it's designed to make hiring faster and data-driven. Features include automated resume parsing, AI-generated interview questions, proactive talent search, team collaboration tools, and real-time recruiting insights.
Recruitcrafts
RecruitCrafts is a comprehensive AI-powered Applicant Tracking System (ATS) that streamlines the full recruitment lifecycle. From job posting, resume screening, intelligent candidate assessment, interview scheduling, to analytics—it's designed to make hiring faster and data-driven. Features include automated resume parsing, AI-generated interview questions, proactive talent search, team collaboration tools, and real-time recruiting insights.
Tailrmade AI is a hiring strategy & systems platform designed to remove burnout from hiring teams and control budget misuse in recruiting. It focuses less on adding yet another feature-crowded tool, and more on giving you repeatable plans, templates, and systems that align hiring work with ROI. From crafting interview frameworks to standardized job descriptions, structured scorecards, and decision-making workflows, Tailrmade AI helps you build a hiring engine that scales without chaos. It likely offers ready-made strategy blueprints (for sourcing, interviewing, onboarding), templates that reduce redundant work, and dashboards for tracking key hiring metrics (cost per hire, time to hire, quality of candidate, hiring manager satisfaction). It should integrate with your existing ATS (Applicant Tracking System) or HR tools to plug in these systems without forcing you to migrate.
Tailrmade AI is a hiring strategy & systems platform designed to remove burnout from hiring teams and control budget misuse in recruiting. It focuses less on adding yet another feature-crowded tool, and more on giving you repeatable plans, templates, and systems that align hiring work with ROI. From crafting interview frameworks to standardized job descriptions, structured scorecards, and decision-making workflows, Tailrmade AI helps you build a hiring engine that scales without chaos. It likely offers ready-made strategy blueprints (for sourcing, interviewing, onboarding), templates that reduce redundant work, and dashboards for tracking key hiring metrics (cost per hire, time to hire, quality of candidate, hiring manager satisfaction). It should integrate with your existing ATS (Applicant Tracking System) or HR tools to plug in these systems without forcing you to migrate.
Tailrmade AI is a hiring strategy & systems platform designed to remove burnout from hiring teams and control budget misuse in recruiting. It focuses less on adding yet another feature-crowded tool, and more on giving you repeatable plans, templates, and systems that align hiring work with ROI. From crafting interview frameworks to standardized job descriptions, structured scorecards, and decision-making workflows, Tailrmade AI helps you build a hiring engine that scales without chaos. It likely offers ready-made strategy blueprints (for sourcing, interviewing, onboarding), templates that reduce redundant work, and dashboards for tracking key hiring metrics (cost per hire, time to hire, quality of candidate, hiring manager satisfaction). It should integrate with your existing ATS (Applicant Tracking System) or HR tools to plug in these systems without forcing you to migrate.
Keywrds AI
Keywrds.ai is a keyword research and topic ideation platform that helps content teams uncover highly relevant, natural-language keywords and questions modeled on real search behavior. Starting from a single seed keyword, it generates hundreds of keyword ideas with estimated monthly search volume and keyword difficulty to guide targeting decisions. It also scrapes Google’s People Also Ask questions and can auto-generate multiple, factual answers tailored to what searchers want to see. The AI engine surfaces controversial, thought-provoking, and pain point–driven topics to build topical authority. Teams can turn insights into blog outlines and draft-ready Q&A, streamlining research-to-content workflows with credit-based usage.
Keywrds AI
Keywrds.ai is a keyword research and topic ideation platform that helps content teams uncover highly relevant, natural-language keywords and questions modeled on real search behavior. Starting from a single seed keyword, it generates hundreds of keyword ideas with estimated monthly search volume and keyword difficulty to guide targeting decisions. It also scrapes Google’s People Also Ask questions and can auto-generate multiple, factual answers tailored to what searchers want to see. The AI engine surfaces controversial, thought-provoking, and pain point–driven topics to build topical authority. Teams can turn insights into blog outlines and draft-ready Q&A, streamlining research-to-content workflows with credit-based usage.
Keywrds AI
Keywrds.ai is a keyword research and topic ideation platform that helps content teams uncover highly relevant, natural-language keywords and questions modeled on real search behavior. Starting from a single seed keyword, it generates hundreds of keyword ideas with estimated monthly search volume and keyword difficulty to guide targeting decisions. It also scrapes Google’s People Also Ask questions and can auto-generate multiple, factual answers tailored to what searchers want to see. The AI engine surfaces controversial, thought-provoking, and pain point–driven topics to build topical authority. Teams can turn insights into blog outlines and draft-ready Q&A, streamlining research-to-content workflows with credit-based usage.
Deep Research
Deep Research is an AI-powered research assistant designed to perform iterative and in-depth exploration of any topic. It combines search engines, web scraping, and large language models to refine its research direction over multiple iterations. The system generates targeted search queries, processes results, and dives deeper based on new findings, producing comprehensive markdown reports with detailed insights and sources. Its goal is to facilitate deep understanding and knowledge discovery while keeping the implementation simple—under 500 lines of code—making it accessible for customization and building upon. Deep Research aims to streamline complex research processes through automation and intelligent analysis.
Deep Research
Deep Research is an AI-powered research assistant designed to perform iterative and in-depth exploration of any topic. It combines search engines, web scraping, and large language models to refine its research direction over multiple iterations. The system generates targeted search queries, processes results, and dives deeper based on new findings, producing comprehensive markdown reports with detailed insights and sources. Its goal is to facilitate deep understanding and knowledge discovery while keeping the implementation simple—under 500 lines of code—making it accessible for customization and building upon. Deep Research aims to streamline complex research processes through automation and intelligent analysis.
Deep Research
Deep Research is an AI-powered research assistant designed to perform iterative and in-depth exploration of any topic. It combines search engines, web scraping, and large language models to refine its research direction over multiple iterations. The system generates targeted search queries, processes results, and dives deeper based on new findings, producing comprehensive markdown reports with detailed insights and sources. Its goal is to facilitate deep understanding and knowledge discovery while keeping the implementation simple—under 500 lines of code—making it accessible for customization and building upon. Deep Research aims to streamline complex research processes through automation and intelligent analysis.
search.sh
search.sh is an AI-powered intelligent search engine designed to provide real-time, context-aware answers beyond traditional search results. It uses advanced artificial intelligence algorithms to understand the nuance and broader context of user queries, delivering precise, actionable insights instead of just links. The platform serves both human users and autonomous agents, making it useful for researchers, traders, and anyone seeking quick, relevant, and comprehensive information. search.sh continuously improves its search performance through adaptive learning, offering a streamlined and efficient knowledge discovery experience.
search.sh
search.sh is an AI-powered intelligent search engine designed to provide real-time, context-aware answers beyond traditional search results. It uses advanced artificial intelligence algorithms to understand the nuance and broader context of user queries, delivering precise, actionable insights instead of just links. The platform serves both human users and autonomous agents, making it useful for researchers, traders, and anyone seeking quick, relevant, and comprehensive information. search.sh continuously improves its search performance through adaptive learning, offering a streamlined and efficient knowledge discovery experience.
search.sh
search.sh is an AI-powered intelligent search engine designed to provide real-time, context-aware answers beyond traditional search results. It uses advanced artificial intelligence algorithms to understand the nuance and broader context of user queries, delivering precise, actionable insights instead of just links. The platform serves both human users and autonomous agents, making it useful for researchers, traders, and anyone seeking quick, relevant, and comprehensive information. search.sh continuously improves its search performance through adaptive learning, offering a streamlined and efficient knowledge discovery experience.
HubWise.AI
HubWise.ai is an AI-powered knowledge management and collaboration platform built to capture, share, and utilize organizational insights efficiently. Designed for industries like construction and operations, it focuses on preventing recurring issues by connecting the right feedback to the right teams. The platform enables organizations to leverage collective intelligence, providing a centralized hub for lessons learned, best practices, and innovative solutions. With HubWise.ai, teams can close the feedback loop, promote smarter decision-making, and ensure continuous learning across sites and departments.
HubWise.AI
HubWise.ai is an AI-powered knowledge management and collaboration platform built to capture, share, and utilize organizational insights efficiently. Designed for industries like construction and operations, it focuses on preventing recurring issues by connecting the right feedback to the right teams. The platform enables organizations to leverage collective intelligence, providing a centralized hub for lessons learned, best practices, and innovative solutions. With HubWise.ai, teams can close the feedback loop, promote smarter decision-making, and ensure continuous learning across sites and departments.
HubWise.AI
HubWise.ai is an AI-powered knowledge management and collaboration platform built to capture, share, and utilize organizational insights efficiently. Designed for industries like construction and operations, it focuses on preventing recurring issues by connecting the right feedback to the right teams. The platform enables organizations to leverage collective intelligence, providing a centralized hub for lessons learned, best practices, and innovative solutions. With HubWise.ai, teams can close the feedback loop, promote smarter decision-making, and ensure continuous learning across sites and departments.
Powerdrill
Powerdrill AI is an advanced, no-code data analysis platform that enables users—across business, academic, or technical domains—to upload datasets, ask natural-language questions, generate reports and visualizations, and extract actionable insights quickly. Built for speed and accessibility, the platform supports multiple file types (CSV, Excel, PDF, TSV), database connections and conversational interfaces, making it possible to move from raw data to insight without requiring data-science skills. According to its documentation, users can upload spreadsheets, merge datasets, remove duplicates, generate professional-grade reports, select visualisations, conduct exploratory data analysis and share insights with teams.
Powerdrill
Powerdrill AI is an advanced, no-code data analysis platform that enables users—across business, academic, or technical domains—to upload datasets, ask natural-language questions, generate reports and visualizations, and extract actionable insights quickly. Built for speed and accessibility, the platform supports multiple file types (CSV, Excel, PDF, TSV), database connections and conversational interfaces, making it possible to move from raw data to insight without requiring data-science skills. According to its documentation, users can upload spreadsheets, merge datasets, remove duplicates, generate professional-grade reports, select visualisations, conduct exploratory data analysis and share insights with teams.
Powerdrill
Powerdrill AI is an advanced, no-code data analysis platform that enables users—across business, academic, or technical domains—to upload datasets, ask natural-language questions, generate reports and visualizations, and extract actionable insights quickly. Built for speed and accessibility, the platform supports multiple file types (CSV, Excel, PDF, TSV), database connections and conversational interfaces, making it possible to move from raw data to insight without requiring data-science skills. According to its documentation, users can upload spreadsheets, merge datasets, remove duplicates, generate professional-grade reports, select visualisations, conduct exploratory data analysis and share insights with teams.
Skymel
Skymel is an AI agent development kit (ADK) that enables users to build, deploy, and manage intelligent multi-model AI agents. Designed for developers and organizations, it unifies multiple major AI models — such as GPT, Claude, Gemini, and open-source frameworks — within a single environment. Using Skymel’s proprietary architecture, developers can create custom agents that think, learn, and adapt to dynamic tasks while maintaining full control over data and workflows. Skymel’s platform powers use cases like automation, customer service, data processing, and knowledge retrieval, allowing businesses to leverage multiple AI systems simultaneously.
Skymel
Skymel is an AI agent development kit (ADK) that enables users to build, deploy, and manage intelligent multi-model AI agents. Designed for developers and organizations, it unifies multiple major AI models — such as GPT, Claude, Gemini, and open-source frameworks — within a single environment. Using Skymel’s proprietary architecture, developers can create custom agents that think, learn, and adapt to dynamic tasks while maintaining full control over data and workflows. Skymel’s platform powers use cases like automation, customer service, data processing, and knowledge retrieval, allowing businesses to leverage multiple AI systems simultaneously.
Skymel
Skymel is an AI agent development kit (ADK) that enables users to build, deploy, and manage intelligent multi-model AI agents. Designed for developers and organizations, it unifies multiple major AI models — such as GPT, Claude, Gemini, and open-source frameworks — within a single environment. Using Skymel’s proprietary architecture, developers can create custom agents that think, learn, and adapt to dynamic tasks while maintaining full control over data and workflows. Skymel’s platform powers use cases like automation, customer service, data processing, and knowledge retrieval, allowing businesses to leverage multiple AI systems simultaneously.
Heyhelp AI
HeyHelp AI is an AI-powered virtual assistant platform designed to simplify daily operations and workplace communication through intelligent automation. It allows users to create personal or team AI assistants capable of handling repetitive tasks, answering FAQs, managing emails, and organizing schedules. By combining generative AI with workflow logic, HeyHelp provides contextual, personalized, and human-like assistance. It’s ideal for businesses, startups, and individuals who want to reduce manual work and enhance productivity with conversational AI.
Heyhelp AI
HeyHelp AI is an AI-powered virtual assistant platform designed to simplify daily operations and workplace communication through intelligent automation. It allows users to create personal or team AI assistants capable of handling repetitive tasks, answering FAQs, managing emails, and organizing schedules. By combining generative AI with workflow logic, HeyHelp provides contextual, personalized, and human-like assistance. It’s ideal for businesses, startups, and individuals who want to reduce manual work and enhance productivity with conversational AI.
Heyhelp AI
HeyHelp AI is an AI-powered virtual assistant platform designed to simplify daily operations and workplace communication through intelligent automation. It allows users to create personal or team AI assistants capable of handling repetitive tasks, answering FAQs, managing emails, and organizing schedules. By combining generative AI with workflow logic, HeyHelp provides contextual, personalized, and human-like assistance. It’s ideal for businesses, startups, and individuals who want to reduce manual work and enhance productivity with conversational AI.
Zentrik
Zentrik.ai is an AI-native product management platform that redefines how teams turn customer signals, ideas, and requirements into actionable prototypes, detailed specs, and Jira-ready tasks complete with execution context for AI coding tools. It eliminates repetitive drudgery like writing user stories, status updates, and endless coordination, letting product managers focus purely on strategy, innovation, and delivering user value. Designed for fast-growing startups and tech teams, Zentrik handles live roadmapping with real-time feasibility checks, sprint planning, and deep Jira integration to close the strategy-execution gap effortlessly.
Zentrik
Zentrik.ai is an AI-native product management platform that redefines how teams turn customer signals, ideas, and requirements into actionable prototypes, detailed specs, and Jira-ready tasks complete with execution context for AI coding tools. It eliminates repetitive drudgery like writing user stories, status updates, and endless coordination, letting product managers focus purely on strategy, innovation, and delivering user value. Designed for fast-growing startups and tech teams, Zentrik handles live roadmapping with real-time feasibility checks, sprint planning, and deep Jira integration to close the strategy-execution gap effortlessly.
Zentrik
Zentrik.ai is an AI-native product management platform that redefines how teams turn customer signals, ideas, and requirements into actionable prototypes, detailed specs, and Jira-ready tasks complete with execution context for AI coding tools. It eliminates repetitive drudgery like writing user stories, status updates, and endless coordination, letting product managers focus purely on strategy, innovation, and delivering user value. Designed for fast-growing startups and tech teams, Zentrik handles live roadmapping with real-time feasibility checks, sprint planning, and deep Jira integration to close the strategy-execution gap effortlessly.
Unframe
Unframe.ai is a managed AI delivery platform designed for enterprises, delivering tailored, production-ready AI solutions in days rather than months. It excels in creating custom AI agents, data abstraction, observability, and workflow automation, integrating seamlessly with SaaS tools, databases, CRMs like Salesforce, SAP, and more without sharing customer data. The platform emphasizes security, governance, and measurable ROI through its Blueprint Approach, where teams build modular solutions using hundreds of feature-rich blocks for real-world challenges. No fine-tuning or upfront costs are needed, making it ideal for fast-scaling AI adoption across industries like real estate, insurance, and manufacturing. Founded in 2024 and backed by $50M from top VCs, Unframe.ai empowers businesses to automate complex processes securely.
Unframe
Unframe.ai is a managed AI delivery platform designed for enterprises, delivering tailored, production-ready AI solutions in days rather than months. It excels in creating custom AI agents, data abstraction, observability, and workflow automation, integrating seamlessly with SaaS tools, databases, CRMs like Salesforce, SAP, and more without sharing customer data. The platform emphasizes security, governance, and measurable ROI through its Blueprint Approach, where teams build modular solutions using hundreds of feature-rich blocks for real-world challenges. No fine-tuning or upfront costs are needed, making it ideal for fast-scaling AI adoption across industries like real estate, insurance, and manufacturing. Founded in 2024 and backed by $50M from top VCs, Unframe.ai empowers businesses to automate complex processes securely.
Unframe
Unframe.ai is a managed AI delivery platform designed for enterprises, delivering tailored, production-ready AI solutions in days rather than months. It excels in creating custom AI agents, data abstraction, observability, and workflow automation, integrating seamlessly with SaaS tools, databases, CRMs like Salesforce, SAP, and more without sharing customer data. The platform emphasizes security, governance, and measurable ROI through its Blueprint Approach, where teams build modular solutions using hundreds of feature-rich blocks for real-world challenges. No fine-tuning or upfront costs are needed, making it ideal for fast-scaling AI adoption across industries like real estate, insurance, and manufacturing. Founded in 2024 and backed by $50M from top VCs, Unframe.ai empowers businesses to automate complex processes securely.
Editorial Note
This page was researched and written by the ATB Editorial Team. Our team researches each AI tool by reviewing its official website, testing features, exploring real use cases, and considering user feedback. Every page is fact-checked and regularly updated to ensure the information stays accurate, neutral, and useful for our readers.
If you have any suggestions or questions, email us at hello@aitoolbook.ai