Featured guide
Claude Duet Early Access: What Business Owners Should Know
Claude Duet early access explained: who can join, what needs approval, and what our Android screens show before you connect a business account.
Guide
Provider Evidence Requests: What to Verify at Handover
Use provider evidence requests to check exception handling, account control and acceptance tests before automation handover, with a practical worksheet.
Guide
Make vs n8n vs Zapier: choose by workload and ownership
Compare Make, n8n and Zapier using one real workflow, current usage units, hosting responsibility, recovery ownership and an acceptance test.
Guide
Your first business automation: a checklist
Choose a small first workflow, define its input and output, and check the result in an isolated test before deciding whether it is ready for handover.
Guide
Prevent duplicate CRM records when automations retry
Choose stable event keys, understand search-before-create races, and use a replay checklist to prevent duplicate CRM records without hiding failures.
Guide
Your first business automation: a checklist
Choose a small first workflow, define its input and output, and check the result in an isolated test before deciding whether it is ready for handover.
Guide
Prevent duplicate CRM records when automations retry
Choose stable event keys, understand search-before-create races, and use a replay checklist to prevent duplicate CRM records without hiding failures.
Guide
Webhooks explained for business automations
What a webhook is, how automation platforms receive them, and how to secure and test them.
Guide
Automation monitoring checklist: verify completed work
Use a reconciliation worksheet to spot missing work, assign recovery owners, distinguish failed runs from unknown outcomes, and check results before replay.
Guide
Spreadsheet workflow migration map before you choose a tool
A spreadsheet workflow migration map to fill in before you choose a tool: fields, rules, blank cells, exceptions, owners, and acceptance evidence.
Recipe 01
Recipe: form submissions to CRM without duplicate contacts
An illustrative design for sending website form entries into a CRM while searching first, so repeat submissions update instead of duplicate.
Recipe 02
Recipe: assign new leads to an owner and schedule a follow-up
An illustrative design for routing each new lead to one owner, creating a dated follow-up task and notifying that person.
Recipe 03
Recipe: turn an incoming request into a task and acknowledge it
An illustrative design for converting a service request into a tracked task and sending the requester a confirmation.
- Solution
Lead follow-up automation for small teams
How to design lead intake, deduplication, ownership and follow-up so no inquiry is lost, with tool options and trade-offs.
- Solution
Admin workflows: from incoming request to tracked task
A practical design for routine admin work: collecting requests in one place, creating tasks, acknowledging requesters and keeping status visible.
- Solution
CRM integration: moving customer data out of spreadsheets
When a shared customer spreadsheet stops being enough, how to move it into a CRM, and how to connect forms and tools without breaking existing automations.
360
source-checked tool profiles
- 360dialog360dialog provides access to the WhatsApp Business API, with marketing and automation tools, and describes itself as an official Meta partner on its website.
- ActiveCampaignA marketing automation platform for creating customer journeys based on information and behavior. It lets you connect messages, segments, and apps to plan relevant follow-up.
- ActivepiecesA platform combining workflows, AI agents, and app integrations. Its editor lets you save a visual workflow and add code for complex steps.
- Acuity SchedulingAcuity Scheduling is designed for booking service appointments. It combines scheduling, payment collection, and automation around the appointment.
- AgnoA platform and framework for building agents, agent teams, and workflows. It includes interfaces for managing conversations, knowledge, and action results.
- AirbyteAirbyte is an open-source data integration platform that runs ELT pipelines through more than 700 connectors, according to its official website.
- AirtableAirtable is a system for building work databases with a spreadsheet-style interface and automations. It suits workflows where structured data needs to trigger a task or notification.
- AiSensyAiSensy is an AI-powered WhatsApp marketing platform built on the official WhatsApp Business API, according to its website.
- AlbatoAn integration platform offering automations for teams as well as embedded integrations for SaaS products. It includes options for connecting apps and agents within an existing product.
- Alloy AutomationAlloy Automation is integration infrastructure for software products, spanning an in-product integration marketplace to connecting AI agents, according to its official website.
- Amazon SESAmazon Simple Email Service (SES) is a flexible, scalable email service that lets developers send email from any application, according to the official website.
- Amazon TextractAn AWS service for extracting text and structure from scanned documents. It is designed for developers building document workflows who need information from tables, forms, and fields beyond continuous text.
- AmplitudeA product analytics and usage data platform for product teams.
- AnthropicAnthropic's model platform for developers, distinguished here from the Claude app. It is used to integrate language capabilities into a product or business process, with input, output, and controls defined by the developer.
- Apache AirflowA community platform for writing, scheduling, and monitoring workflows in code.
- Apache KafkaApache Kafka is an open-source distributed event streaming platform for data pipelines, stream analytics, data integration, and mission-critical applications.
- ApifyA platform for running data collection tools and browser automation in the cloud. Offers ready-made components called Actors that can be run manually, on a schedule, or through an API.
- ApolloApollo is an AI-powered sales platform that brings together lead data, insights and marketing and sales actions in one place. It includes a B2B data database, a dialer, an MCP server and more than 200 integrations.
- AppsmithAppsmith is an open-source, low-code platform for building internal applications. It connects team interfaces to data sources and existing processes.
- AppwriteAppwrite is an open-source development platform with authentication, databases, storage, functions, messaging, and sites, according to the official website.
- ArcadeArcade is a runtime environment for AI agent actions in organizations, with a single control point for enforcing, executing, and monitoring actions, according to its official website.
- ArikoAn AI bot for small businesses that answers customers on WhatsApp and the business website in Hebrew or English, using only information provided by the business. When the information does not contain an answer, it transfers the conversation to a person.
- AsanaAsana is a task and project management system with rules and workflows. It helps turn recurring requests into an organized execution process.
- AssemblyAIAn API platform for transcription and speech understanding. It lets you build workflows that start with an audio file or stream and produce text and context that can be processed by a system.
- AttioA CRM that connects records, conversations, and customer activity in a flexible workflow model. It suits teams that want to organize business relationships and automate work using up-to-date context.
- Automation AnywhereAn enterprise automation platform that combines agents, predefined actions, and people in a process. It offers solutions for operations, service, and business departments.
- AutomatischAn open-source automation platform for connecting services without writing an entire workflow in code. It offers managed cloud hosting or self-hosting on your servers.
- axiom.aiA tool for building browser automations with a no-code editor and development options. Processes can run on the product's cloud infrastructure or on a local computer.
- Azure Document IntelligenceA Microsoft service for extracting text, tables, and fields from documents. The website presents it as part of the Content Understanding and Foundry environment, so it is important to choose the interface and model that suit the application.
- BannerbearBannerbear is a system for generating images and videos from templates through an API. It lets you produce many variations from a predefined design.
- BardeenA tool for collecting and researching leads from the web, with AI-powered data enrichment and classification. Results can be exported to tables and work systems.
- Base44Base44 is an AI platform for building apps and websites without code from a description of an idea. It includes a database, user authentication, storage and built-in integrations, as well as the option to create AI agents.
- BasecampBasecamp brings together tasks, discussions, files, and dates by project. It is useful for keeping the work around automations organized.
- BaserowBaserow is a data and application platform with self-hosting options. It lets teams organize information and build processes around it.
- Bigin by Zoho CRMBigin by Zoho is a CRM for small businesses to manage leads, deals, emails, calls, and WhatsApp in one place, with built-in AI, according to its official website.
- Bina AIAn Israeli CRM for lead management with an AI representative on WhatsApp that answers customers, warms up leads and hands sales representatives leads that are ready to close.
- BirdBird (formerly MessageBird) lets you send email, SMS, WhatsApp, Apple Messages, and voice calls, with MCP, CLI, and SDK, according to its official website.
- Bland AIA Voice AI platform for enterprise phone workflows. It focuses on calls that require control over infrastructure, process, and access to business information.
- BoomiAn enterprise platform for connecting applications, data, and APIs. It also combines event management, file exchange, and workflows with AI agents.
- Boost.spaceInfrastructure for consolidating and synchronizing product, customer, and order data across systems. Provides a structured database that can power automations and AI agents.
- BotitA system for managing WhatsApp conversations across teams and connecting messages to business processes. The website presents both official and unofficial connection methods, so the connection type is a key part of evaluating fit.
- BotpressA platform for building AI agents through a visual editor or code. It includes channel connections, a website widget, and tools for managing conversations and escalation to a person.
- BraintrustAn observability platform for AI agents: production tracking, evaluations, and regression detection.
- BrevoA marketing and customer platform that connects email, messaging, and automation. It suits ongoing customer engagement based on customer data rather than disconnected campaigns.
- Bright DataBright Data is web data infrastructure for people and AI agents to search, crawl, extract, and act on the public web.
- Browse AIA tool for collecting data from websites and monitoring changes without writing code. Lets you select information on a page, run repeated collections, and pass the results on for further work.
- Browser UseAgents and browser infrastructure for automating websites through a managed browser.
- BrowserbaseCloud browser infrastructure for automations and AI agents. Lets you run actions on websites and inspect them through live viewing, logs, and session recordings.
- BrowserflowA no-code tool for collecting data and performing browser actions. It includes action recording, a flow editor, and a connection to Google Sheets.
- BrowserlessBrowserless provides managed cloud browsers for AI agents and browser automation, with stealth mode and authenticated profiles that persist between runs. Connect through MCP, Puppeteer, Playwright, or an HTTP-based API.
- BubbleBubble is a platform for building applications with workflows. The Workflow API lets you trigger server workflows externally or schedule them from within the application.
- BudibaseBudibase lets you build internal applications and automations on top of business data. It suits managing requests and processes that need a team work screen.
- Cal.comCal.com is a meeting scheduling system with options for embedding and connecting to other products. It suits businesses and developers who need control over the booking experience.
- CalendlyCalendly helps schedule meetings and automate communications around them. Workflows handle reminders and follow-up before and after a meeting.
- CapsuleA CRM for bringing together team contacts, conversations, and sales opportunities. It suits a business that wants to start with a clear structure for customers and follow-up before building a complex system.
- CardcomCardcom provides credit card processing and tools for generating business documents. It can be integrated into a workflow where a payment needs to update the business's systems.
- CartesiaCartesia provides a streaming, real-time text-to-speech API for AI agents and interactive applications, according to the official website.
- CeligoAn enterprise integration platform for connecting ERP, CRM, commerce, and other systems. It also includes API management, EDI exchanges, and data transfer for analytics.
- CerebrasCerebras develops a chip the size of an entire silicon wafer and offers AI model inference on it, according to the official website.
- ChatbaseA platform for service agents based on a business’s knowledge and procedures. It includes information source connections, testing, actions, and conversation tracking.
- ChatfuelA platform for automating leads and sales conversations, with a focus on WhatsApp. Its website presents a process that connects a campaign, lead qualification, and tracking the sales outcome.
- ChatGPTOpenAI's conversational assistant for writing, research, and working with information and files. It is useful for preparing a deliverable or analysis in a work interface, while a background automation connection requires a separate review of the API products.
- ChatwootAn open-source customer support system available as a cloud service or self-hosted installation. It consolidates conversations and a knowledge base and includes AI options, while keeping the agent interface separate from business integrations.
- ChromaOpen-source infrastructure for vector search in AI applications.
- ClaudeAnthropic's AI assistant for working with documents, writing, and analysis. Its conversational interface lets users develop a deliverable with business context and explore connections to work sources instead of copying information between windows.
- ClayClay is a platform for collecting and enriching data about companies and people, running AI agent-based processes and executing marketing and sales campaigns. It can also be used through an API, CLI and MCP.
- ClerkAuthentication and user management for modern web apps (React, Next.js, and more).
- ClickUpClickUp centralizes tasks and team documents with automations for managing work. Rules can change how a task is handled when a specified event occurs.
- CloseA sales CRM that brings calls, email, and messaging together with a deal pipeline. It suits teams that contact customers directly and want to record activity as part of the sales record.
- Cloudflare WorkersCloudflare Workers is a platform for deploying serverless functions worldwide, with no cold starts, in more than 330 cities, with broad concurrency and CPU-time-based billing, according to the official website.
- CloudinaryCloudinary is a platform for managing and processing images and videos through an API. It lets you make uploading, resizing, and optimization part of an automated workflow.
- CodaA document and table workspace that can become a work tool with buttons and automations. Packs integrations let you combine information and actions from other services.
- Cognito FormsCognito Forms is a form system with calculations, payments, and approval workflows. It is designed for forms that need to trigger work beyond collecting responses.
- CohereAn enterprise AI platform with language models, information representations, and search result ranking. It is relevant to knowledge workflows that need to find suitable information before preparing an answer.
- CommBoxAn omnichannel customer service platform that connects an agent workspace with automation and AI. It focuses on shared continuity across conversations, business systems, and service teams.
- ComposioA tools layer for AI agents: tool calls, delegated permissions, and execution against external applications.
- ConvexA reactive TypeScript backend platform: database, functions, sync, search and file storage in one place.
- CoolifyCoolify is an open-source, self-hosting platform for deploying applications, databases, and services on your own server, as an alternative to Heroku, according to the official website.
- CopperA CRM designed for businesses that use Google Workspace. It connects customer and sales activity with service delivery and follow-up to reduce switching between tools.
- CreditGuardCreditGuard, part of Hyp, provides credit card processing solutions for businesses in Israel and a credit card reconciliation system. According to its website, the system produces control reports and journal entries through an interface with financial software.
- CrewAIA framework for building AI agents, agent teams, and workflows. It has distinct concepts for defining a role, a task, and an execution process.
- CrispA support platform with website chat, a shared inbox, and a knowledge base. It lets teams add an AI agent to service channels and review conversations to improve responses.
- CursorCursor is a development environment with AI assistance for writing and editing code. It suits developers who build and maintain code-based automations.
- Customer.ioAn event-based customer engagement platform built around user data. It suits a digital product that wants to send messages based on user progress rather than only on a campaign date.
- CyclrCyclr is an embedded integration platform for B2B SaaS companies and service providers, for building integration workflows and custom MCP servers, according to its official website.
- DagsterDagster is a data orchestration platform for building, scheduling, and monitoring data pipelines, according to its official website.
- DatadogCloud monitoring service for metrics from apps, tools, and services in one place.
- DaytonaDaytona is secure infrastructure for running AI-generated code, according to its official website.
- DeepgramAPI infrastructure for speech recognition, speech generation, and voice agents. It's intended for developers who add voice to a product and need control over how audio becomes text and a response.
- DeepSeekDeepSeek is an AI research company that develops open language models, with chat and API access.
- DescopeAn identity and authentication platform for users, business customers, and AI agents.
- DialogflowGoogle platform for building and evaluating conversational agents, including Gemini models.
- DifyA platform for building AI applications, agents, and workflows that draw on organizational knowledge. It combines a workflow editor, knowledge source preparation, and several publishing options.
- DirectusDirectus provides an admin interface and API on top of a database. It can serve as a content system or a shared backend for a team and its developers.
- DocparserA tool for extracting data from PDF documents and images using rules and AI options. It suits workflows where you need to define which fields are extracted from a document and where they are sent.
- DocumintDocumint generates documents from data and designed templates. It is intended to reduce manual copying into documents that follow a similar structure.
- DocusignAn electronic signature and agreement process management platform. Its Intelligent Agreement Management tools connect agreement work with additional business processes.
- Dropbox SignDropbox Sign provides an API for electronic signatures and agreement workflows. You can integrate a signing experience into a system or send an external signature request.
- DSPyA framework for programming language models, rather than relying only on manual prompting.
- E2BCloud infrastructure for AI agents: an isolated machine for each agent to run code, browse, and use tools.
- EasyCountEasyCount by Hyp is a Hebrew bookkeeping system for cloud accounting and issuing electronic invoices, receipts, and price quotes, according to the official website.
- EasySendA platform for customer journeys and document workflows, from onboarding through renewal.
- ElevenLabsA platform for speech generation and voice conversation agents. It includes tools for recorded content as well as interfaces for integrating voice into products and service workflows.
- ExaA web search API that returns current data for AI applications.
- falAn API for generative models, including image, video, and audio, for developers.
- FathomFathom records, transcribes, and summarizes Zoom, Google Meet, and Microsoft Teams calls, with AI-powered CRM updates for teams, according to its official website.
- FiberyFibery is a workspace that connects data, documents, and processes across teams. It suits organizations that want to build a tailored work model instead of splitting information across tools.
- FilloutFillout is a forms platform that includes integrations and tools for intake workflows. It combines forms, scheduling, documents, and follow-up actions.
- FirebaseFirebase is a suite of Google services for building and operating applications. It provides infrastructure for data, server logic, and access security.
- FireberryCRM system for managing deals, customer service, and business insights.
- FirecrawlAn API for searching, crawling, and extracting website content into formats suited to processing and AI agents, including Markdown and JSON.
- Fireflies.aiAn AI meeting assistant for summaries, tasks, and workflows across conversations, email, and CRM.
- Fireworks AIFireworks AI is a platform for training and inference of language models, according to the official website.
- FivetranFivetran is an automated data integration platform that centralizes a team's data in one place, according to its official website.
- FlashyA marketing automation system for email, SMS, and communication with website visitors. It connects customer activity to tailored journeys, pop-ups, and post-purchase follow-up.
- FlowFuseA platform for building and managing industrial applications based on Node-RED. It adds deployment, device management, and controls on top of the flow environment.
- FlowiseAn open-source platform for building AI agents and orchestrating language models.
- FluentCRMA contact management and marketing automation plugin for WordPress. It starts sequences in response to site events such as a form submission, tag, or purchase through a supported integration.
- Fly.ioAccording to the official website, Fly.io gives an agent a real computer to run on, beyond sandbox environments alone.
- folkA relationship management CRM that brings together context from multiple sources and adds AI assistants. It focuses on preparing follow-ups and summaries so the team can reach out with an understanding of prior context.
- FormbricksAn open source platform for surveys and customer experience management, which you can run on your own servers and in your own database.
- FormstackFormstack combines forms, document generation, and electronic signatures. It is suitable for processes where collected information needs to become an approved document.
- FreshdeskFreshworks’ customer service platform for managing tickets with agents and AI capabilities. It brings customer context and handling workflows together so automation and human teams can work in the same queue.
- FreshsalesFreshworks' sales CRM for organizing leads and sales activity. It combines pipeline management and Freddy AI capabilities to help the team decide what to work on and gather context before outreach.
- FrontA workspace for customer conversations and complex service operations across teams. It emphasizes coordination and clear ownership, especially when a response requires information from multiple departments.
- GambotAn Israeli system for managing WhatsApp business activity with bots, campaigns, and CRM. The website describes visual conversation building and connections to business information, bringing messaging and customer follow-up into the same work environment.
- GeminiGoogle's AI assistant for working conversationally with text and different kinds of information. It can support research and content preparation, but a business automation workflow requires separate planning for system connections and permissions.
- GetResponseA marketing and email platform with visual automation workflows. It lets you send messages and continue a customer journey based on activity, conditions, and collected data.
- GitHub ActionsGitHub Actions runs automated processes from a code repository. It suits testing, building, and deployment as part of development work.
- GitLab CI/CDGitLab CI/CD is a system for automating builds, tests, and deployments. It lets you define a pipeline that follows a code change through to its runtime environment.
- GladiaAudio infrastructure for transcription and information enrichment through an API. It connects file or stream ingestion to a transcript that can be used for search, analysis, and service workflows.
- GlassixA customer service platform that combines AI agents with work across multiple channels. It is designed to handle inquiries while preserving customer context and a shared service workflow.
- GlideGlide turns spreadsheets and data into no-code business applications. It suits teams that want to work with information through a dedicated interface.
- GongGong is a Revenue AI platform that analyzes customer interactions and provides sales and revenue teams with insights, AI agents and custom apps. It connects to CRM and other business systems.
- Google Document AIA Google Cloud service for building document processors. It combines extraction, classification, and splitting to turn unstructured documents into information that can feed a business workflow.
- Google DriveGoogle Drive is a file storage and sharing system with a REST API. It lets you incorporate document management and storage into a business process.
- Google FormsGoogle Forms lets you create forms and collect responses in the Google environment. The API provides a way to build integrations around forms and responses.
- Google SheetsGoogle Sheets is a spreadsheet environment with an API for reading and changing data. It can serve as a shared workspace for a small automated process.
- GorgiasA customer service and AI platform focused on ecommerce. Its connection to order and product data makes conversations part of the purchase and post-purchase service process.
- GotenbergGotenberg is an API for converting documents to PDF that runs in Docker. It uses Chromium and LibreOffice to convert different content types.
- GrafanaGrafana Cloud is a full-stack observability platform based on open standards, with AI assistance, according to the official website. It is designed to help avoid vendor lock-in.
- Green Invoice / MorningMorning by Green Invoice is an Israeli system for generating documents and managing business operations. It can be part of a collection and recordkeeping workflow.
- GroqA fast inference platform for AI models, with infrastructure and execution in one place.
- GrowGrow is an Israeli platform for processing and accepting business payments by credit card, digital wallets, Bit, PayBox and bank transfer. It offers payment pages, billing and a developer API.
- GumloopA platform for building AI agents for work tasks and sharing them with a team. It focuses on connecting agents to business information and controlling their use.
- GupshupGupshup lets businesses deploy AI agents for customer conversations on enterprise infrastructure, according to the official website.
- Hashavshevet (H-ERP)Hashavshevet H-ERP is an Israeli ERP system for financial management and accounting, inventory and procurement management, and customer relationship management. Its website documents data import interfaces and an API for connecting external systems.
- HatchetAn open source orchestration engine for AI agents, background tasks and critical workflows.
- HaystackAn open-source framework for building AI applications and agents with information retrieval and processing components. It lets you assemble Pipelines and swap components as needed.
- HeliconeA gateway and monitoring for LLMs (LLMOps): routing and tracking for AI applications.
- Help ScoutA customer service platform focused on customer conversations and teamwork. It combines context, work views, and AI tools without separating the response from the information an agent needs.
- HighLevelA CRM and marketing automation system that connects leads, conversations, appointments, and sales processes. Also known as GoHighLevel or GHL, it serves businesses and agencies.
- HubSpotA platform that connects CRM with marketing, sales, and customer service. Its automation value comes from forms, interactions, and deals relying on the same customer record instead of separate lists.
- Hugging FaceAn open platform for models, datasets, and artificial intelligence tools.
- HuginnAn open-source system for building agents that monitor events on the web and trigger actions. The agents pass events between each other on a server you manage.
- iCountiCount is an Israeli online accounting and invoicing system. It also includes CRM, payment pages and recurring payments, and offers an API and a Make app.
- IFTTTA service for connecting apps and devices through short automations called Applets. It also works for personal tasks, notifications, and smart home use.
- InfobipInfobip offers email, SMS, and a drag-and-drop chatbot, as well as APIs for custom development, according to the official website.
- InforuA platform for communicating with customers through SMS, WhatsApp, email, and other channels. It includes automations and customer journeys for marketing, service, and operations.
- InngestA platform for background jobs, workflows, and AI agents without additional infrastructure.
- InsightlyA CRM that connects customer and deal details with complementary marketing and service tools. It supports automation of routine work and coordination of updates across systems and teams.
- InstantlyInstantly is an email outreach platform with a B2B lead database, email deliverability tools and an AI-powered CRM. It has an API and integrations.
- IntegratelyA service for connecting business apps through ready-made automations. Getting started focuses on choosing an integration, connecting accounts, and turning it on.
- IntercomA service system that connects an agent inbox and an AI agent called Fin. It is suitable for a team that wants to manage website support, a knowledge base, and human handling in a shared process.
- INTORYAAn Israeli platform for building AI-powered WhatsApp bots and consolidating inquiries in a CRM. The website highlights a combination of bots and agent workflows alongside business use of a phone.
- Invoice4uInvoice4u is an Israeli system for issuing invoices, processing credit cards, and managing expenses, according to the official website.
- Jina AIJina AI offers embeddings, reranking, a web reader, deep search, and small language models for multilingual and multimodal search.
- JiraJira is used to track work and issues and offers event-based automations. It suits processes where status, ownership, and dependencies between items need to stay consistent.
- JitterbitThe Harmony platform brings together integrations, API management, EDI, and application building. It is designed for enterprise workflows that span multiple business systems.
- JotformJotform is a form-building system with components, templates, and integrations. It lets you create a structured intake point for a business process.
- KeapA CRM and automation system for small businesses. It connects lead intake and marketing follow-up with the sales process so inquiries do not remain in personal lists.
- KernelKernel provides browser infrastructure for AI agents and web automation, with reusable sessions and automatic scaling, according to its official website.
- KestraAn open-source orchestration platform for data, infrastructure, and AI workflows. It lets you define flows and run tasks using different languages and tools.
- KissflowA platform for building business processes with forms, approvals, and workflow rules. It can turn recurring requests into an organized process between stakeholders.
- KlaviyoA CRM and marketing platform for consumer commerce brands. It connects behavioral and purchase data to campaigns, segments, and customer engagement flows.
- KommoKommo is an AI-powered CRM for sales through messengers that can automate conversations on WhatsApp, Instagram, and TikTok, according to the official website.
- Kore.aiAn enterprise platform for building AI agents and integrating them into workflows and service operations. It includes dedicated modules for search, orchestration, and contact centers.
- LandbotA no-code chatbot and agent builder for websites and WhatsApp. It can turn a standard form into a conversational flow where each answer determines the next question.
- LangChainLangChain is an open-source framework for building AI agents, with a ready-made agent architecture and integrations for any model or tool. It is the core library from the company that also develops LangGraph and LangSmith.
- LangflowA visual tool for building agents and AI applications based on information retrieval. It lets you connect models, data sources, and components, and extend them with Python.
- LangfuseAn open-source platform for observing, tracing, and evaluating AI agents and language models.
- LangGraphAn orchestration library for agents and AI workflows with state that persists during execution. It gives developers detailed control over steps, transitions, and human approval.
- LangSmithAn observability platform for tracing and monitoring AI agents and language models, from LangChain.
- lemlistlemlist is an outreach platform that helps identify whom to contact, find verified contacts and reach them by email, LinkedIn, phone, WhatsApp and SMS. It connects to CRMs and AI assistants, and offers an API and MCP server.
- LettaLetta lets you create agents with state that remember, learn continuously, and improve over time, according to its official website.
- LindyAn AI assistant for teams that connects to work tools and handles recurring tasks. It includes meeting context, scheduled routines, and shareable capabilities.
- LinearLinear brings together product development, task tracking, and cycle planning. It helps connect requests and planning to execution and releases.
- LiteLLMAn open-source AI gateway: an OpenAI-compatible interface, provider routing, and expense tracking.
- LiveChatA live chat tool for business and ecommerce websites. It helps agents assist visitors while they browse products and manage conversations with relevant information.
- LiveKitLiveKit is an open-source framework and development platform for building, testing, deploying, scaling, and monitoring agents in production, according to the official website.
- LlamaIndexA framework for building agents and workflows around data and documents. It provides tools for adding context to a model and integrating information retrieval into a process.
- LovableLovable builds full applications, websites, and internal tools from natural-language descriptions.
- LynxbeAn Israeli platform that connects customer communications with business modules. It presents a unified inbox alongside CRM, telephony, payments, and automations, instead of a collection of disconnected systems.
- MailchimpAn email marketing platform with automations based on contact activity. It lets you build message sequences with triggers, conditions, and ready-made templates.
- MailerLiteAn email marketing platform with an automation builder, sign-up forms, and landing pages. It lets you run email sequences based on subscriber sign-ups and activity.
- MailgunMailgun provides APIs for transactional email, including sending, receiving, and tracking messages, according to its official website.
- MailparserA tool for extracting fields from recurring email messages using rules. It suits cases where a system sends a structured message but has no direct integration with the system that needs the data.
- MakeA visual platform for connecting systems and building automation scenarios. Scenarios can combine cloud services, data processing, and AI steps.
- ManyChatA marketing automation platform for conversations on social networks. It is suited to connecting a post comment, a direct message, and the collection of prospect details in a defined flow.
- MastraA TypeScript framework for building AI agents, workflows, and applications. It combines development tools, memory, and performance tracking.
- Mem0A memory layer for AI agents and applications that preserves context from previous interactions.
- MergeAn infrastructure layer that connects products and agents to APIs, tools, and language models.
- MetabaseMetabase is a BI and dashboarding tool that grounds answers in a semantic layer of metrics and business logic, with the option to inspect the query, according to the official website.
- Microsoft Agent FrameworkMicrosoft's development framework for agents and multi-agent workflows. It provides orchestration, checkpoints for resuming work, and execution observability.
- Microsoft Copilot StudioMicrosoft's platform for building and managing AI agents using business knowledge and data. Agents can be published to different channels and connected to actions in systems.
- MindeeAn API for document processing and structured data extraction. It is designed for developers who want to turn an image or PDF into fields that can be checked and stored in a system.
- Mistral AIMistral AI develops language models and provides organizations with a platform to customize, fine-tune, and deploy assistants, autonomous agents, and multimodal AI capabilities. Some of its models are open, and they can be accessed through an API.
- ModalServerless infrastructure for running code on CPU and GPU at scale for AI and data workloads.
- monday.commonday.com centralizes work in boards with statuses, owners, and dates. Automations can respond to board changes instead of requiring every task to be updated manually.
- MuleSoftA platform for developing integrations and managing enterprise APIs. Its documentation covers the design, development, testing, deployment, and monitoring of integrations.
- n8nA visual workflow builder that combines app integrations, API calls, and code. Suitable for teams that want to run automations in the cloud or on their own infrastructure.
- NangoDeveloper infrastructure for building integrations into products and agents. It handles permissions, synchronization, and actions through external service APIs.
- NanonetsAn automation platform for processing information and document-based business workflows. It presents use cases such as invoices, reconciliations, and orders that connect incoming information to workflow rules.
- NeonNeon provides serverless Postgres as a foundation for applications and AI agents, with instant environment branching. The platform also includes authentication, functions, storage, and an AI Gateway, and can be managed through MCP, CLI, and SDK.
- NetlifyNetlify is a platform for building and deploying websites and web applications. It connects a code project to the process of publishing and managing the site.
- NiCE CognigyAn AI platform for customer service across voice and digital channels. It also provides assistance to agents while they handle inquiries.
- NocoDBNocoDB presents data in a spreadsheet-like interface with different views and an API. It can connect to PostgreSQL and MySQL databases or serve as a managed database.
- Node-REDAn open-source tool for visually programming event-driven workflows. It suits connecting data, devices, and services in the cloud or at the network edge.
- NotionNotion combines documents, databases, and project management in one workspace. Its automations respond to record changes and perform predefined actions.
- NutshellA sales CRM with marketing and automation tools for small businesses. It brings together contacts, deals, and communication activity to help plan follow-ups.
- OCTBOTAn Israeli chatbot platform for WhatsApp and other messaging channels. The website describes no-code building, AI and CRM integration, with an emphasis on Hebrew customer service and sales workflows.
- OllamaA tool for running open models locally and keeping data on the device.
- OmnisendAn ecommerce marketing system that connects email, SMS, and browser notifications. It's designed to build message sequences around store events and audience data.
- OneSignalA messaging platform for mobile and web push, SMS, email, and in-app messages.
- OpenAI Agents SDKA development kit for building agents with tools, task handoffs, and validation mechanisms. It manages the execution loop and provides a record of the steps.
- OpenRouterA unified interface for accessing and comparing prices across many language models.
- OpenRPAAn open-source RPA tool for building robots that perform actions in a computer interface. The project also includes a connection to a management system for multiple robots.
- OttoKitA platform for connecting applications and building automation workflows, formerly called SureTriggers. It is also relevant to WordPress sites and connecting site activity to external tools.
- OttomattA business assistant named Noa that works through WhatsApp. The website describes keeping track of customers, jobs, and documents, alongside reminders and follow-up on open tasks.
- Pabbly ConnectAn automation service that connects apps through triggers and actions. It is designed to transfer data and build business workflows without custom development.
- PandaDocPandaDoc is a document platform with an API for document and signature workflows. It suits connecting business document creation to a system that stores transaction data.
- PaperformPaperform is a business forms system with payment options and follow-up workflows. It can bring together information collection, customer intake, and document delivery.
- ParallelParallel provides web infrastructure for AI search, extraction, monitoring, and reasoning over web data, according to its official website.
- ParseurA tool for extracting data from documents and email messages. It connects ingestion, processing, and delivery of structured information to spreadsheets and systems where the team continues working.
- ParsioA tool for extracting information from email, PDFs, and documents into structured output. It combines different extraction workflows to reduce manual copying into business systems.
- PayPlusAdvanced payment solutions and API for accepting payments and running online businesses.
- PDFMonkeyPDFMonkey generates PDF files from templates and JSON data. The system offers a REST API and a document preview.
- PepperiPepperi is a unified B2B commerce platform that helps companies plan, execute and analyze business sales. It has a REST-based API and a developer center for connecting systems.
- PerplexityAn AI-based research and question-answering tool that shows sources for its answers. It is suited to gathering and checking information during a content or research process, while still requiring readers to review the sources themselves.
- PineconeAn AI knowledge platform with a vector database, integrations, and a model marketplace.
- PingmeeAn Israeli platform that gathers conversations from WhatsApp, Instagram, Messenger and website chat into one inbox for the team, with bots and AI agents built by drag and drop. The website presents it as an official Meta service provider.
- PipecatPipecat is an open-source framework for conversational AI across voice and multiple modalities, according to the official website.
- PipedreamA platform for connecting APIs and building cloud workflows and agents. It also includes a development kit for adding integrations to customer apps.
- PipedriveA CRM focused on sales pipeline and deal management. It helps teams turn each opportunity into a sequence of activities and follow-ups, with a clear stage and assigned owner.
- PipefyA platform for managing and automating business processes, requests, and approvals. It combines workflow rules and AI agents across teams.
- PlanetScalePlanetScale is a cloud hosting platform for Vitess, Neki, and PostgreSQL databases.
- PlaywrightPlaywright is a framework for end-to-end browser testing. It lets you test a real user flow across multiple browser engines.
- Plumsail DocumentsPlumsail Documents creates documents from templates and data. It can email the result, save it to another system, or send it for signature.
- PocketBasePocketBase is an open source backend in a single file, with a real-time database, authentication, file storage, and an admin dashboard, according to its official website.
- PortkeyA gateway and production infrastructure for enterprise Gen AI: routing, management, and control.
- PostHogA product analytics platform with analysis, feedback, and development tools built around usage data.
- PostmarkPostmark is a service for developers to send transactional and marketing email, with an emphasis on timely inbox delivery, according to the official website.
- Power AutomateMicrosoft’s automation tool for cloud workflows and actions in a computer interface. It connects Microsoft 365, business systems, and software without an API.
- PrefectA platform for scheduling workflows and connecting AI agents to tools and data.
- Priority SoftwareAutomation in Priority starts with mapping forms, fields, and permissions in your installation. Learn about the ERP system, prepare a mapping spreadsheet, and check readback in an isolated, authorized test environment.
- PrismaticPrismatic is an embedded integration platform for B2B SaaS companies that also lets their customers build their own workflows, according to its official website.
- Process StreetA system for turning procedures into repeatable workflows that can be completed and tracked. Combines instructions, team responsibilities, and automation of operational tasks.
- PromptfooA platform for AI security and for evaluating models and prompts during development.
- PulseemA platform for email campaigns, SMS, WhatsApp, and marketing automation. It lets you manage customer communications and build message sequences around business activities.
- Pydantic AIA Python development kit for agents with typed inputs and outputs. It lets you integrate models and tools into code that can be tested and maintained.
- QdrantAn open-source vector search engine (Rust) for finding similarities between vectors.
- RagasAn open-source framework for testing and evaluating LLM applications.
- RailwayRailway is a full cloud platform for deploying web applications, servers, and databases, with automatic scaling, monitoring, and security, according to the official website.
- RasaA development platform for conversational agents with business logic and behavioral controls. It is intended for teams that want to build and manage tailored service workflows.
- Rav MesserAn email marketing and marketing automation platform with landing pages and mailing list management. Suitable for building ongoing relationships with subscribers and prospects.
- ReductoReducto is a document processing platform for AI teams that converts documents into structured data through a single API. It supports PDFs, images, spreadsheets, and presentations in more than 100 languages.
- Relevance AIA platform for building specialized agents for business tasks. It focuses on agents tailored to teams and measuring their performance over time.
- RenderRender is cloud infrastructure for deploying and scaling applications and agents.
- ReplicateReplicate lets you run open-source machine learning models through a cloud API, according to the official website.
- ResendAn API for developers to send transactional and marketing emails.
- respond.ioA customer conversation platform combining a team inbox, lead management, and AI agents. It focuses on continuity across channels and between conversations and sales follow-up.
- Retell AIA platform for running voice agents over phone calls. It targets contact center scenarios such as reception, appointment scheduling, and inquiry triage, with connections to business processes.
- RetoolRetool is a platform for building internal applications on top of business data. It is designed for screens where a team needs to view information and perform controlled actions.
- RewstAn automation platform for managed service providers. Connects recurring workflows for user onboarding, license management, documentation, and service tasks.
- RobomotionAn RPA platform that combines automation and agent building for work in business systems. It is designed to perform sequences of actions through applications and websites.
- RossumA document processing platform for business and transaction workflows. It focuses on capturing and validating information as part of a workflow, including invoices and supply chain documents.
- SalesforceAn enterprise CRM platform that connects customer data, service and sales processes, and AI capabilities. It is suited to situations where the sales process requires a data model, permissions, and multiple teams working with the same customer.
- SavvyCalSavvyCal is an appointment scheduling system that emphasizes ease of choosing a time. People receiving the link can compare availability and display their calendar alongside the proposed times.
- ScrapingBeeScrapingBee is an API for website scraping that handles proxies and headless browsers so you can focus on extracting data.
- Sema4.aiA platform for AI agents that carry out organizational processes using business information and systems. It emphasizes back-office workflows, documents, and procedures in natural language.
- SendPulseA multichannel marketing automation platform with email, messaging, and chatbots. It connects marketing sequences and conversations with prospects through visual workflows.
- Sendy.co.ilAn Israeli SMS messaging system for businesses, with campaigns, operational messages, and an API. It offers integrations with automation tools and online stores.
- SentrySentry is a platform for monitoring application errors and performance. It helps identify where deployed code fails during real use.
- ShopifyShopify is an e-commerce platform with Shopify Flow for automating store events. A workflow consists of a trigger, conditions, and actions within the store and connected apps.
- ShuffleAn open-source automation platform built for security teams. It can run in the cloud or as a self-hosted installation.
- SignalsA provider of WhatsApp marketing and automation solutions that presents several systems, including JAKO. Choosing the specific system matters because connection and management capabilities may differ across products.
- SimilarwebSimilarweb is a digital data company that provides market intelligence, competitor insights and real-time consumer trends. It offers data access through an API, CRM connections and AI agents for research and prospecting.
- SinchSinch provides APIs for SMS, voice, email, video, and verification, according to the official website.
- SkyvernAn AI-powered browser automation system. Lets you build workflows that operate on website interfaces from instructions, recorded actions, or a visual builder.
- SlackSlack is a team communication environment with Workflow Builder for structured processes. You can turn a request in a conversation into information collection and a series of actions.
- SleekFlowA conversation and AI platform for sales and service throughout the customer journey. It connects business context to agents so they can use system data instead of relying only on fixed text.
- SmartsheetSmartsheet manages work in a spreadsheet-like format with automations and alerts. It suits processes where teams already think in rows, dates, and approvals.
- smoovesmoove is a platform for marketing automation, email campaigns, landing pages, SMS, and WhatsApp. Learn about its uses, first steps, and checks to make before connecting it to a business process.
- SnapLogicA platform for connecting and transferring data between systems using Pipelines. It also offers agent building and the ability to expose workflows as tools for AI.
- SoftrSoftr is a no-code platform for building portals and internal tools. It brings data, permissions, and workflows together in a business interface.
- SogomaticA platform and service for digital business processes, with an emphasis on WhatsApp. It connects inquiry tracking, collections, and customer communications through automation and system integrations.
- SpeechmaticsSpeech recognition infrastructure and voice services for products. It highlights multilingual conversations and multiple speakers, and suits workflows where an accurate transcript is the raw material for further work.
- SS&C Blue PrismAn enterprise automation platform for coordinating systems, people, and AI agents. It targets broad processes that require management, control, and documentation.
- StackAIAn enterprise platform for building AI agents and workflows with human oversight. It offers different deployment options and control tools for managing applications.
- StagehandAn SDK for browser agents, in a Playwright style, with TypeScript, Python, and Go.
- SteelSteel is an open-source browser API for controlling fleets of cloud browsers, according to its official website.
- StrapiStrapi is a content management system that generates an API for its content types. It separates content editing from the website or application that displays the content.
- StripeStripe is a financial services platform for accepting payments, building billing models, and managing money movement, according to the official website.
- SUMITSUMIT is an Israeli system for managing revenue, expenses, and collections. It centralizes documents and payments and includes integrations with automation systems.
- SupabaseSupabase is a PostgreSQL-based backend platform. It provides data, user authentication, file storage, and functions for building applications and automations.
- SynthflowA platform for voice agents that combines workflow design with testing and deployment. It emphasizes managing the agent's lifecycle, not just creating an opening message.
- TallyTally is a form creation system with an interface similar to editing a document. It is suitable for quickly building an intake form without writing code.
- TavilyA real-time search engine for AI agents, with an API for searching and extracting web content.
- Teamwork.comTeamwork.com is a system for managing client work, projects, and resources. It connects project execution with time tracking and the project's financial picture.
- TelegramA messaging app with a documented bot platform. Connecting a bot is suitable for notifications and action interfaces for a team or community that already uses Telegram.
- TemporalA platform for durable execution of processes and applications.
- TidioA website service platform combining chat, workflows, and the Lyro AI agent. It suits teams that want to start with website support and expand automation using reviewed knowledge sources.
- TinesA platform for building automations and agents, with an emphasis on control for IT and security teams. It connects workflows, tools, and actions involving enterprise data.
- TipaltiFinancial automation software for accounts payable, mass payments, procurement, and expenses.
- TodoistTodoist is a task management system with integrations for other apps. It suits a personal or team follow-up list created from events in other tools.
- Together AITogether AI is a full AI platform for inference, fine-tuning, and GPU clusters in an AI-native cloud.
- TorqAn automation and AI agent platform for security operations. It helps sort alerts, investigate incidents, and coordinate responses.
- TranzilaTranzila is an Israeli payment processing company that provides online and in-store credit card processing, including recurring billing and Bit payments. Its website has a developer guide and integrations with online stores and automation tools such as Make.
- Tray.aiAn enterprise integration and automation platform with a visual editor and options for code-based development. It also connects agents to tools through a permissions and management layer.
- TrelloTrello organizes work into cards and boards and includes built-in automation. You can create rules, buttons, and commands that save repetitive work.
- TrengoA customer communications platform that brings conversations from multiple channels into a shared inbox. It includes AI agents to handle recurring requests and give the team a unified view of service.
- Trigger.devAn open-source platform for AI workflows and long-running tasks in TypeScript.
- TwilioA communications platform for developers that includes WhatsApp alongside other channels. It is suitable when you need to integrate sending and receiving messages into an application, rather than simply use a ready-made conversation inbox.
- TypeformTypeform is a platform for creating forms and collecting information. It connects the response experience to follow-up processes and data workflows.
- UChatA platform for building chatbots and AI agents for WhatsApp, Instagram, Messenger, and websites. Combines a visual conversation builder, connections to business systems, and handoff to a human agent.
- Ui.VisionAn RPA tool based on a browser extension that can be extended to desktop automation. It combines browser commands with image and text recognition.
- UiPathAn enterprise automation platform combining software robots, APIs, document processing, and agents. It includes tools for building, orchestrating, and managing execution.
- Uncanny AutomatorA WordPress automation plugin that connects events and actions across plugins and services. It lets you build recipes for recurring tasks without developing a custom integration.
- UnstructuredA platform for turning documents and unstructured data into input ready for AI.
- UpstashA serverless data platform for applications and AI agents: Redis, a vector database and search, billed by usage.
- Uptime KumaUptime Kuma is a self-hosted monitoring tool, according to the official website.
- UptimeRobotUptimeRobot is an uptime monitoring service with SSL, keyword, and cron job monitoring, and alerts by email, SMS, Slack, and more, according to the official website.
- VapiA platform for building, testing, and deploying voice agents. It brings together conversation infrastructure and integrations so developers can focus on business workflows and the actions an agent is allowed to perform.
- VercelVercel is a platform for deploying web applications and backend services. It suits websites and interfaces that connect to business systems.
- VeryfiAn OCR platform and API for business documents such as receipts and invoices. It also includes capture components, allowing you to design a workflow from photo capture through to structured data.
- VoiceflowA platform for designing and deploying conversational and voice service agents. It connects conversation experience design, workflows, and system integration.
- VoicyAn Israeli company that develops a Hebrew-language platform and voice agents for businesses. You can build an agent yourself or work with the company's team on requirements and integration.
- VonageVonage offers voice, messaging, video, and data capabilities across unified communications, contact centers, and APIs, according to the official website.
- Voyage AIVoyage AI provides embedding models and rerankers for search and retrieval.
- WalkMeA layer over enterprise apps for real-time context, cross-app flows, and automation.
- WatiA customer communications platform focused on WhatsApp and team management. It connects campaigns, conversations, and AI capabilities so leads and their follow-up stay in the same workspace.
- WeaviateA vector database for AI applications, with an emphasis on reducing hallucinations and avoiding vendor lock-in.
- WebflowWebflow is a platform for building websites and managing visual content. It suits business websites that need to combine design with an organized publishing process.
- WhatsAppMeta's business communications channel, with an app for small businesses and a platform for connecting systems. Choosing between the two products determines how representatives, bots, and outbound messages are managed.
- WhatsApp Cloud APIMeta’s developer interface for connecting WhatsApp to business systems. Unlike an app for manually managing conversations, it is an infrastructure component that requires you to build event ingestion, access management, and error handling.
- WindmillA platform for turning scripts into workflows, APIs, and internal tools. It is designed for technical teams that want to work in code while giving others an interface to run it.
- WixWix is a platform for building websites and managing business activity on a site. Wix Automations lets you connect a site event to follow-up actions.
- WooCommerceWooCommerce adds e-commerce to WordPress and lets you send store events to other systems. Webhooks are a key way to connect orders and updates to automation.
- WordPressWordPress is an open-source site management system with a REST API for site data. It can be used as a publishing destination and as a data source in an automated workflow.
- WorkatoAn enterprise integration and automation platform that connects systems and workflows. It is also designed to manage connections and governance around the use of AI across an organization.
- WrikeWrike is a system for enterprise work and project management. It combines execution tracking, team coordination, and process automation.
- XanoXano is a platform for building backends and managing logic and data. It lets you develop APIs and processes for applications and business systems.
- You.comYou.com offers web search APIs tailored for AI use, according to its official website.
- YouCanBookMeYouCanBookMe is an online appointment booking system for small businesses. It offers customization of the scheduling page and customer experience.
- ZapierA cloud automation service where an event triggers an action in another app. It also includes tables, forms, and agents alongside Zap workflows.
- ZendeskA customer service platform that connects requests, a knowledge base, and automation. It is suitable for a support center that wants a record and an owner for every request, alongside routing rules and AI responses.
- ZenRowsZenRows is AI-powered web data infrastructure for agents, applications, and data teams: retrieving, extracting, batching, and acting on web data.
- ZepZep brings together business data, documents, and conversations to give agents the context they need to complete tasks, according to its official website.
- ZohoA suite of business applications that includes CRM, finance, email, and project management. It is suited to a business that wants to plan information flows across several functions within one vendor's environment.
- Zoho FlowA tool for connecting applications and building automated workflows with triggers, conditions, and actions. Especially suitable for businesses that want to connect Zoho products with other systems.
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