Collection
AI Productivity Tools
2026.09.19
AI Automation Tools Connecting Repetitive Tasks Instead of Humans
Real services comparing app connections, approvals, permissions, and error recovery
AI automation goes beyond writing sentences; it can send emails, modify CRMs, and move files. With convenience also comes the risk of incorrect executions. Before looking at the number of apps or flashy agent screens, it’s crucial to first assess what permissions allow changes, whether there's a pause and notification in case of failure, and if there’s a point at which human approval is necessary.
This list categorizes eight actual automation platforms into general app integrations, visual workflows, self-hosted operations, browser tasks, human approvals, and developer infrastructure. It explains how to start with easily reversible draft tasks and discusses minimum permissions, test data, execution logs, and retry designs. This configuration is tailored for teams looking to reduce repetitive work while maintaining accountability and control points.
This list categorizes eight actual automation platforms into general app integrations, visual workflows, self-hosted operations, browser tasks, human approvals, and developer infrastructure. It explains how to start with easily reversible draft tasks and discusses minimum permissions, test data, execution logs, and retry designs. This configuration is tailored for teams looking to reduce repetitive work while maintaining accountability and control points.
Zapier Agents
A service that creates AI agents to find information and execute tasks based on natural language instructions linked to apps. It uses Zapier's app integrations to automate processes across various work tools.
Don’t assign tasks like sending emails or deleting records from the start; test with tasks that can be reversed, like draft creation. Ensure that human approval and execution logs are saved before any external changes. Checking the official guide for 'execution permissions and costs, approval steps' before making a selection can reduce mismatched implementations in real work.
Don’t assign tasks like sending emails or deleting records from the start; test with tasks that can be reversed, like draft creation. Ensure that human approval and execution logs are saved before any external changes. Checking the official guide for 'execution permissions and costs, approval steps' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Zapier
제품·서비스 분류 AI 에이전트 자동화
추천 용도 다양한 업무 앱을 연결해 반복 작업 위임
핵심 기능 에이전트·앱 액션·지식 소스
도입 전 확인 실행 권한과 비용·승인 단계
Make AI Agents
This is Make's capability to connect AI agents and various app tasks within visual automation scenarios. You can view and configure the process of data moving and branching on the screen.
You need to split the parts that the agent will decide on and those that should be fixed by rules, and design failure paths and retry conditions. Calculate the number of executions and costs using test data beforehand. Checking the official guide for 'error handling and task unit billing' before making a selection can reduce mismatched implementations in real work.
You need to split the parts that the agent will decide on and those that should be fixed by rules, and design failure paths and retry conditions. Calculate the number of executions and costs using test data beforehand. Checking the official guide for 'error handling and task unit billing' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Make
제품·서비스 분류 AI 에이전트·시각 자동화
추천 용도 분기와 데이터 흐름이 보이는 업무 자동화
핵심 기능 시각 시나리오·AI 에이전트·앱 연동
도입 전 확인 오류 처리와 작업 단위 과금
n8n AI Agents
An automation platform that configures AI agents to use tools and data within node-based workflows. You can combine options for cloud and self-hosting while adding human approval steps.
Self-hosting brings control over data, as well as responsibilities for updates, backups, and security. Don’t write API keys directly in nodes; instead, use credential storage and minimum permission accounts. Checking the official guide for 'operational and security responsibilities and credential management' before making a selection can reduce mismatched implementations in real work.
Self-hosting brings control over data, as well as responsibilities for updates, backups, and security. Don’t write API keys directly in nodes; instead, use credential storage and minimum permission accounts. Checking the official guide for 'operational and security responsibilities and credential management' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 n8n
제품·서비스 분류 AI 워크플로 자동화
추천 용도 세밀한 제어와 자체 호스팅을 고려하는 팀
핵심 기능 노드 워크플로·AI Agent·사람 승인
도입 전 확인 운영·보안 책임과 자격증명 관리
Bardeen
An AI-based service that automates repetitive tasks of gathering web page information in a browser and sending it to various apps. It can be used for browser-centric workflows like organizing research lists and sales operations.
You need to check the website's terms and the legal basis for personal data collection first. If the screen structure changes, automation may quietly fetch incorrect values, so include sampling validation and failure notifications. Checking the official guide for 'site terms and resilience against screen changes' before making a selection can reduce mismatched implementations in real work.
You need to check the website's terms and the legal basis for personal data collection first. If the screen structure changes, automation may quietly fetch incorrect values, so include sampling validation and failure notifications. Checking the official guide for 'site terms and resilience against screen changes' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Bardeen
제품·서비스 분류 브라우저 AI 자동화
추천 용도 웹 자료 수집과 반복 브라우저 작업
핵심 기능 브라우저 자동화·스크래핑·앱 연동
도입 전 확인 사이트 약관과 화면 변경 내성
Lindy
A service that configures AI agents to perform repetitive procedures by linking work applications such as email, scheduling, and CRM. You can automate follow-up communications and information organization using natural language and templates.
Messages going to customers should initially be generated only as drafts and require human approval. Narrow down the permissions of connected accounts to only the necessary folders and tasks. Checking the official guide for 'external sending approval and account permissions' before making a selection can reduce mismatched implementations in real work.
Messages going to customers should initially be generated only as drafts and require human approval. Narrow down the permissions of connected accounts to only the necessary folders and tasks. Checking the official guide for 'external sending approval and account permissions' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Lindy
제품·서비스 분류 노코드 AI 에이전트
추천 용도 메일·일정·고객 업무를 대화형으로 자동화
핵심 기능 에이전트 템플릿·앱 연동·조건 실행
도입 전 확인 외부 발송 승인과 계정 권한
Gumloop
An automation platform that connects data collection with AI classification, summarization, and generation steps on a visual canvas. You can design repetitive flows for handling marketing and operational materials without coding.
Creating flows with only average samples might lead to malfunction from empty values and duplicate data. Create a test set that includes exception data and add a validation step before saving results. Checking the official guide for 'sample data and exception branching validation' before making a selection can reduce mismatched implementations in real work.
Creating flows with only average samples might lead to malfunction from empty values and duplicate data. Create a test set that includes exception data and add a validation step before saving results. Checking the official guide for 'sample data and exception branching validation' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Gumloop
제품·서비스 분류 AI 워크플로 빌더
추천 용도 문서·웹 데이터를 판단 단계와 연결
핵심 기능 노드 캔버스·AI 단계·데이터 처리
도입 전 확인 샘플 데이터와 예외 분기 검증
Relay.app
A workflow automation service that can connect app integrations and AI steps while inserting human approval or input tasks in between. It’s suitable for team operations that are hard to fully automate.
You need to designate the person to send approval requests, set response deadlines, and identify substitutes in case of absence so that the flow doesn’t stop. The approval screen should show both the original text needed for judgment and the changes made. Checking the official guide for 'absentee personnel and approval time limits' before making a selection can reduce mismatched implementations in real work.
You need to designate the person to send approval requests, set response deadlines, and identify substitutes in case of absence so that the flow doesn’t stop. The approval screen should show both the original text needed for judgment and the changes made. Checking the official guide for 'absentee personnel and approval time limits' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Relay.app
제품·서비스 분류 사람 참여형 AI 자동화
추천 용도 승인과 담당자 확인이 필요한 팀 업무
핵심 기능 워크플로·AI 단계·human-in-the-loop
도입 전 확인 담당자 부재와 승인 시간 제한
Pipedream
A developer-centric platform that connects AI agents and applications through APIs, authentication, and workflows. It allows for customized automation using managed app authentication and coding stages.
Tokens executed on behalf of users need to have minimum permissions and clear expiration policies. Design idempotence, retries, and audit logs for external system changes before implementing them into operations. Checking the official guide for 'token permissions and execution logs, error handling' before making a selection can reduce mismatched implementations in real work.
Tokens executed on behalf of users need to have minimum permissions and clear expiration policies. Design idempotence, retries, and audit logs for external system changes before implementing them into operations. Checking the official guide for 'token permissions and execution logs, error handling' before making a selection can reduce mismatched implementations in real work.
브랜드·제공사 Pipedream
제품·서비스 분류 개발자용 AI 연동 인프라
추천 용도 API와 앱 도구를 에이전트에 연결
핵심 기능 관리형 인증·워크플로·코드 단계
도입 전 확인 토큰 권한과 실행 로그·오류 처리
For quick app connections, you can review Zapier Agents, for visual branching control, look at Make and Gumloop, and for detailed operations and self-hosting, n8n is a good choice. Bardeen excels in browser tasks, Lindy is geared towards assistant-type agents, Relay.app focuses on human approvals, and Pipedream is strong in developer authentication and API connections. Your choice will vary depending on the scope of automation and operational capability.
Let’s start the first automation with tasks that occur once or twice a day and can be easily reversed. Prepare samples of input, normal outcomes, and exception outcomes, and add an approval step just before any external dispatch or deletion. Issue API keys and connected accounts with minimum permissions, and ensure that the responsible person can verify failure notifications and execution logs. Sustainable automation requires calculating not only the time saved but also the costs for verification and incident response.
Let’s start the first automation with tasks that occur once or twice a day and can be easily reversed. Prepare samples of input, normal outcomes, and exception outcomes, and add an approval step just before any external dispatch or deletion. Issue API keys and connected accounts with minimum permissions, and ensure that the responsible person can verify failure notifications and execution logs. Sustainable automation requires calculating not only the time saved but also the costs for verification and incident response.
한눈에 보기
8개
Zapier Agents
Zapier · AI 에이전트 자동화 · 다양한 업무 앱을 연결해 반복 작업 위임 · 에이전트·앱 액션·지식 소스 · 실행 권한과 비용·승인 단계
Make AI Agents
Make · AI 에이전트·시각 자동화 · 분기와 데이터 흐름이 보이는 업무 자동화 · 시각 시나리오·AI 에이전트·앱 연동 · 오류 처리와 작업 단위 과금
n8n AI Agents
n8n · AI 워크플로 자동화 · 세밀한 제어와 자체 호스팅을 고려하는 팀 · 노드 워크플로·AI Agent·사람 승인 · 운영·보안 책임과 자격증명 관리
Bardeen
Bardeen · 브라우저 AI 자동화 · 웹 자료 수집과 반복 브라우저 작업 · 브라우저 자동화·스크래핑·앱 연동 · 사이트 약관과 화면 변경 내성
Lindy
Lindy · 노코드 AI 에이전트 · 메일·일정·고객 업무를 대화형으로 자동화 · 에이전트 템플릿·앱 연동·조건 실행 · 외부 발송 승인과 계정 권한
Gumloop
Gumloop · AI 워크플로 빌더 · 문서·웹 데이터를 판단 단계와 연결 · 노드 캔버스·AI 단계·데이터 처리 · 샘플 데이터와 예외 분기 검증
Relay.app
Relay.app · 사람 참여형 AI 자동화 · 승인과 담당자 확인이 필요한 팀 업무 · 워크플로·AI 단계·human-in-the-loop · 담당자 부재와 승인 시간 제한
Pipedream
Pipedream · 개발자용 AI 연동 인프라 · API와 앱 도구를 에이전트에 연결 · 관리형 인증·워크플로·코드 단계 · 토큰 권한과 실행 로그·오류 처리
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