# Make vs Zapier Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Zapier excels in user satisfaction, with many praising its **intuitive interface** and the ability to quickly set up automations. Users have highlighted how easy it is to use AI features to streamline tasks, making it a favorite for small businesses looking to save time.
- **Users say** that Make offers a solid learning experience through its academy portal, which helps users maximize the platform's capabilities. This educational resource is particularly appreciated by those who are new to automation, making it easier to get started.
- **Reviewers mention** that Zapier's flexibility in automations is a standout feature, with users sharing success stories about integrating various tools like PropertyRadar to enhance lead management. This adaptability is a key reason why many prefer Zapier for complex workflows.
- **According to verified reviews** , Make is recognized for its **affordability** , with users noting that its pricing plans are reasonable, especially for those who need a cost-effective solution for automation. This makes it appealing for startups and small businesses on a budget.
- **G2 reviewers highlight** that while both platforms have strong integration capabilities, Zapier's extensive library of pre-built connectors gives it an edge, allowing users to connect with a wider range of applications seamlessly, which is crucial for businesses with diverse tech stacks.
- **Users report** that Make can sometimes feel limited in its capabilities compared to Zapier, particularly when it comes to handling more complex automation tasks. However, many appreciate its straightforward approach to task automation, which can be beneficial for simpler needs.



| | Make | Zapier | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 334 | 2,085 | 
| **Largest Market Segment** | Small-Business (79.0% of reviews) | Small-Business (71.3% of reviews) | 
| **Entry Level Price** | Free | Free | 

---
## Top Pros & Cons

### Make

Pros:
- Automation (22 reviews)
- Ease of Use (20 reviews)

Cons:
- Error Handling (7 reviews)
- Learning Curve (7 reviews)

### Zapier

Pros:
- Ease of Use (437 reviews)
- Automation (401 reviews)

Cons:
- Expensive (183 reviews)
- Pricing Issues (142 reviews)

---
## Ratings Comparison
| Rating | Make | Zapier | 
|---|---|---|
  | **Meets Requirements** | 9.0 (231 reviews) | 9.0 (1756 reviews) | 
  | **Ease of Use** | 8.4 (234 reviews) | 8.6 (1789 reviews) | 
  | **Ease of Setup** | 8.2 (183 reviews) | 8.6 (1276 reviews) | 
  | **Ease of Admin** | 8.6 (123 reviews) | 8.8 (779 reviews) | 
  | **Quality of Support** | 8.3 (187 reviews) | 8.4 (1452 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.2 (113 reviews) | 8.8 (730 reviews) | 
  | **Product Direction (% positive)** | 8.6 (214 reviews) | 8.9 (1693 reviews) | 

---
## Pricing

### Make

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: Design, build, and automate with a visual drag-and-drop interface.

Key Features:
- 1,000 credits/month
- No-code workflow builder
- 3000+ apps

[Browse all 5 editions](https://www.g2.com/products/integromat-by-celonis-make/pricing)

#### Free Trial

Yes

### Zapier

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: For individuals starting out with automation.

Key Features:
- 1-to-1 automations
- Unlimited Zaps (Zap = automated workflow)
- Visual editor

[Browse all 5 editions](https://www.g2.com/products/zapier/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Tagging** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **For eCommerce** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Mobile App** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Sales Teams/Organizations** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 

### Collaboration & Productivity

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **To-Do List** | Not enough data | Not enough data | 
| **@mentions** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **File Management** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Prioritization** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Screen Sharing** | Not enough data | Not enough data | 
| **Content Management** | Not enough data | Not enough data | 
| **Brainstorming** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **File Transfer** | Not enough data | Not enough data | 
| **Calendar Management** | Not enough data | Not enough data | 
| **Status Tracking** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Real Time Editing** | Not enough data | Not enough data | 
| **Communication Management** | Not enough data | Not enough data | 
| **Chat/Messaging** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Assignment Management** | Not enough data | Not enough data | 
| **Task Scheduling** | Not enough data | Not enough data | 
| **Project Management** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **File Sharing** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **Task Progress Tracking** | Not enough data | Not enough data | 
| **Discussions/Forums** | Not enough data | Not enough data | 
| **Commenting/Notes** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Contact Management** | Not enough data | Not enough data | 
| **Video Conferencing** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 

### Generative AI

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Code Generation** | Not enough data | Not enough data | 
| **Text to Image** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Virtual Characters and Avatars** | Not enough data | Not enough data | 
| **Content Generation** | Not enough data | Not enough data | 
| **Personalization and Recommendation** | Not enough data | Not enough data | 
| **Conditional Generation** | Not enough data | Not enough data | 
| **Transformer Model** | Not enough data | Not enough data | 
| **Automated Image & Video Editing** | Not enough data | Not enough data | 
| **Interactive and Co-Creative Systems** | Not enough data | Not enough data | 
| **Text Summarization** | Not enough data | Not enough data | 
| **Data Augmentation** | Not enough data | Not enough data | 
| **Variation Autoencoder Models** | Not enough data | Not enough data | 
| **Adversarial Training** | Not enough data | Not enough data | 
| **Transfer Learning and Fine-tuning** | Not enough data | Not enough data | 
| **Simulation and Scenario Generation** | Not enough data | Not enough data | 
| **Creative Design** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Prompt Engineering** | Not enough data | Not enough data | 
| **Foundation Model** | Not enough data | Not enough data | 

### AI Chatbots

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Core Conversational Capabilities - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **Controlled LLM Response Generation** | Not enough data | Not enough data | 
| **Context Maintenance Within Sessions** | Not enough data | Not enough data | 
| **Natural Language Understanding & Intent Inference** | Not enough data | Not enough data | 

#### Data

| Feature | Make | Zapier | 
|---|---|---|
| **Reliability** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 

#### Interaction

| Feature | Make | Zapier | 
|---|---|---|
| **Complex Query Handling** | Not enough data | Not enough data | 
| **Natural Conversation** | Not enough data | Not enough data | 
| **Understanding** | Not enough data | Not enough data | 
| **Context Management** | Not enough data | Not enough data | 
| **Customizability** | Not enough data | Not enough data | 
| **Multi-Channel Management** | Not enough data | Not enough data | 
| **Communication Management** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Task & Flow Management - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **Scripted Dialogue & Decision Tree Support** | Not enough data | Not enough data | 
| **Fallback Responses for Unknown Queries** | Not enough data | Not enough data | 

#### Learning

| Feature | Make | Zapier | 
|---|---|---|
| **User Interaction Learning** | Not enough data | Not enough data | 
| **Error Learning** | Not enough data | Not enough data | 

#### Deployment & Embedding - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **API Access for Business System Integration** | Not enough data | Not enough data | 
| **Web Widget & SDK Embedding** | Not enough data | Not enough data | 

#### Content Generation

| Feature | Make | Zapier | 
|---|---|---|
| **Creativity** | Not enough data | Not enough data | 
| **Content Accuracy** | Not enough data | Not enough data | 

#### Admin & Configuration - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **No-Code Conversation Design** | Not enough data | Not enough data | 

#### System

| Feature | Make | Zapier | 
|---|---|---|
| **API Flexibility** | Not enough data | Not enough data | 
| **Update Frequency and Utility** | Not enough data | Not enough data | 
| **Cross-Platform Compatibility	** | Not enough data | Not enough data | 
| **Software Integration** | Not enough data | Not enough data | 

#### Agentic AI - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Monitoring & Improvement - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **Feedback-Driven Response Optimization** | Not enough data | Not enough data | 

#### Reliability & Safety - AI Chatbots

| Feature | Make | Zapier | 
|---|---|---|
| **Guardrails & Content Controls** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Autoresponders** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Pre-Configured Bot** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Live Chat** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Code-free Development** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Customer Service Analytics** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 
| **Intent Recognition** | Not enough data | Not enough data | 
| **Lead Capture** | Not enough data | Not enough data | 
| **Multi-Channel Communication** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Chat/Messaging** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Chat Transcript** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Contextual Guidance** | Not enough data | Not enough data | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Speech Synthesis** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Customer Database** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **For Developers** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Engagement Tracking** | Not enough data | Not enough data | 

### Workflow Management

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Setup

| Feature | Make | Zapier | 
|---|---|---|
| **Activities** | Not enough data | Not enough data | 
| **Flows** | Not enough data | Not enough data | 
| **Dependencies** | Not enough data | Not enough data | 
| **Notifications** | Not enough data | Not enough data | 
| **Calendar Management** | Not enough data | Not enough data | 
| **Business Process Automation** | Not enough data | Not enough data | 

#### Management

| Feature | Make | Zapier | 
|---|---|---|
| **Updates** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Make | Zapier | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Workflow Management

| Feature | Make | Zapier | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Drag & Drop** | Not enough data | Not enough data | 
| **Template Management** | Not enough data | Not enough data | 
| **Approval Process Control** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Workflow Configuration** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Commenting/Notes** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Forms Management** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Email Management** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Graphical Workflow Editor** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Compliance Tracking** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Project Workflow** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 

### Robotic Process Automation (RPA)

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Automation Building

| Feature | Make | Zapier | 
|---|---|---|
| **Visual Editor** | Not enough data | Not enough data | 
| **Workflow Recording** | Not enough data | Not enough data | 
| **Pre-Built Templates** | Not enough data | Not enough data | 
| **Custom Automation** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 
| **Ease of Bot Creation** | Not enough data | Not enough data | 
| **Document Automation** | Not enough data | Not enough data | 
| **Business Process Automation** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 

#### Bot Management & Execution

| Feature | Make | Zapier | 
|---|---|---|
| **Bot Scheduling** | Not enough data | Not enough data | 
| **Attended Automation** | Not enough data | Not enough data | 
| **Unattended Automation** | Not enough data | Not enough data | 
| **Bot Performance Analytics** | Not enough data | Not enough data | 
| **Data and Product Security** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Intelligent Automation

| Feature | Make | Zapier | 
|---|---|---|
| **OCR** | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | 
| **NLP** | Not enough data | Not enough data | 

#### Agentic AI - Robotic Process Automation (RPA)

| Feature | Make | Zapier | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Document Management** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Real-Time Updates** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Email Address Extraction** | Not enough data | Not enough data | 
| **Forms Management** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Optical Character Recognition** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Process Builder** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Customer Experience Management** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Approval Process Control** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Process Control** | Not enough data | Not enough data | 
| **Code-free Development** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Image Recognition** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Integration into Third Party Applications** | Not enough data | Not enough data | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Responses

| Feature | Make | Zapier | 
|---|---|---|
| **Personalization** | Not enough data | Not enough data | 
| **Route To Human** | Not enough data | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### Automation - AI Agents

| Feature | Make | Zapier | 
|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Simulation and Scenario Generation** | Not enough data | Not enough data | 

#### Platform

| Feature | Make | Zapier | 
|---|---|---|
| **Conversation Editor** | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | 
| **Human-In-The-Loop** | Not enough data | Not enough data | 
| **Drag & Drop Editor** | Not enough data | Not enough data | 
| **Human-in-the-loop (HITL)** | Not enough data | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Make | Zapier | 
|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Make | Zapier | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Agent Collaboration** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 
| **Prompt Engineering** | Not enough data | Not enough data | 
| **Feedback Management** | Not enough data | Not enough data | 
| **For No-Code Development** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Dynamic Modeling** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Memory Management** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 
| **Cost Management** | Not enough data | Not enough data | 
| **Scheduling** | Not enough data | Not enough data | 
| **Natural Language Interface** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Multiple LLM Models** | Not enough data | Not enough data | 
| **Integration Management** | Not enough data | Not enough data | 
| **Customizable Frameworks** | Not enough data | Not enough data | 
| **Pre-built Templates** | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | 
| **Intent Recognition** | Not enough data | Not enough data | 
| **Contextual Guidance** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 
| **Attended Automation** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **For Sales/Marketing** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Business Process Automation** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Multi-Channel Communication** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | 
| **Code-free Development** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Automated Responses** | Not enough data | Not enough data | 
| **Knowledge Management** | Not enough data | Not enough data | 
| **Transfers/Routing** | Not enough data | Not enough data | 
| **Personalization** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customer Experience Management** | Not enough data | Not enough data | 
| **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Customer Engagement** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Unattended Automation** | Not enough data | Not enough data | 
| **Conversation Intelligence** | Not enough data | Not enough data | 

### iPaaS

| Product | Score | Reviews |
|---|---|---|
| **Make** | 8.4/10 | 142 |
| **Zapier** | 8.6/10 | 959 |

#### Development 

| Feature | Make | Zapier | 
|---|---|---|
| **Real-Time Integration** | 9.2 (113 reviews) | 9.1 (740 reviews) | 
| **API Designer** | 8.3 (65 reviews) ✓ Verified | 8.3 (366 reviews) ✓ Verified | 
| **Flow Designer** | 9.1 (94 reviews) ✓ Verified | 9.0 (500 reviews) ✓ Verified | 
| **Pre-Built Connectors** | 9.1 (95 reviews) ✓ Verified | 9.2 (550 reviews) ✓ Verified | 
| **Custom Connectors** | 8.8 (73 reviews) ✓ Verified | 8.5 (373 reviews) ✓ Verified | 
| **Reusable connectors** | 8.7 (62 reviews) | 8.7 (357 reviews) | 
| **Multi - tenant architecture** | 7.7 (54 reviews) | 8.0 (320 reviews) | 
| **Data Connectors** | Not enough data | Not enough data | 
| **QuickBooks Integration** | Not enough data | Not enough data | 
| **Active Directory Integration** | Not enough data | Not enough data | 
| **Cloud Data Integration** | Not enough data | Not enough data | 
| **ERP integration** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Social Media Integration** | Not enough data | Not enough data | 
| **Accounting Integration** | Not enough data | Not enough data | 
| **Website Integration** | Not enough data | Not enough data | 

#### Management 

| Feature | Make | Zapier | 
|---|---|---|
| **Monitoring & Notification** | 8.3 (77 reviews) ✓ Verified | 8.6 (397 reviews) ✓ Verified | 
| **Routing And Orchestration** | 8.5 (81 reviews) ✓ Verified | 8.5 (405 reviews) ✓ Verified | 
| **Data Mapping** | 8.4 (68 reviews) ✓ Verified | 8.6 (372 reviews) ✓ Verified | 
| **Data Transformation** | 8.5 (73 reviews) ✓ Verified | 8.6 (361 reviews) ✓ Verified | 
| **API Management** | Feature Not Available | 8.4 (327 reviews) | 
| **Data Management** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Application Management** | Not enough data | Not enough data | 
| **Transaction Management** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Integrations Management** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Payroll Management** | Not enough data | Not enough data | 
| **Email Management** | Not enough data | Not enough data | 
| **Integration Management** | Not enough data | Not enough data | 
| **Help Desk Management** | Not enough data | Not enough data | 
| **HR Management** | Not enough data | Not enough data | 
| **eCommerce Management** | Not enough data | Not enough data | 
| **Sales Management** | Not enough data | Not enough data | 

#### Security

| Feature | Make | Zapier | 
|---|---|---|
| **Data Encryption** | 8.3 (59 reviews) ✓ Verified | 8.7 (331 reviews) ✓ Verified | 
| **Security Standards** | 8.3 (63 reviews) ✓ Verified | 8.8 (334 reviews) ✓ Verified | 
| **Communication Protocol** | 8.4 (63 reviews) ✓ Verified | 8.7 (324 reviews) ✓ Verified | 
| **SSL Security** | Not enough data | Not enough data | 

#### Integration Options

| Feature | Make | Zapier | 
|---|---|---|
| **Data Virtualization** | 8.5 (58 reviews) ✓ Verified | 8.7 (322 reviews) ✓ Verified | 
| **Managed File Transfers** | 8.2 (58 reviews) ✓ Verified | 8.4 (316 reviews) ✓ Verified | 
| **Big Data Processing** | 7.4 (57 reviews) ✓ Verified | 8.0 (309 reviews) ✓ Verified | 
| **EDI** | 7.5 (48 reviews) ✓ Verified | 8.0 (293 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Deployment 

| Feature | Make | Zapier | 
|---|---|---|
| **Hybrid** | Feature Not Available | 8.1 (293 reviews) | 
| **Cloud to Cloud** | 8.6 (59 reviews) | 8.6 (308 reviews) | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Real-Time Updates** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Warehouse** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **ETL** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Event Logs** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Automated Scheduling** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Data Aggregation and Publishing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Web Services** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **SMS Messaging** | Not enough data | Not enough data | 
| **Point of Sale (POS)** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Event Tracking** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Data Quality Control** | Not enough data | Not enough data | 
| **Accounting** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 

### Online Form Builder

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Customization

| Feature | Make | Zapier | 
|---|---|---|
| **Custom Fields** | Not enough data | Not enough data | 
| **Conditional Logic** | Not enough data | Not enough data | 
| **Multi-page Forms** | Not enough data | Not enough data | 
| **Design** | Not enough data | Not enough data | 
| **Forms Creation & Design** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Make | Zapier | 
|---|---|---|
| **Embedded Forms** | Not enough data | Not enough data | 
| **Offline Capability** | Not enough data | Not enough data | 
| **Notifications** | Not enough data | Not enough data | 
| **Payments** | Not enough data | Not enough data | 
| **Mobile Forms** | Not enough data | Not enough data | 
| **Customizable Forms** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Search/Filter** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Commenting/Notes** | Not enough data | Not enough data | 
| **Content Publishing Options** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Content Library** | Not enough data | Not enough data | 
| **Document Classification** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Autofill** | Not enough data | Not enough data | 
| **Multi-Channel Distribution** | Not enough data | Not enough data | 
| **Convert to PDF** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Media Library** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Full Text Search** | Not enough data | Not enough data | 
| **Surveys & Feedback** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Forms Management** | Not enough data | Not enough data | 
| **Electronic Signature** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Template Management** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 

### Embedded Integration Platforms

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | 8.7/10 | 232 |

#### Data

| Feature | Make | Zapier | 
|---|---|---|
| **Scalability** | Not enough data | 8.5 (207 reviews) | 

#### Development

| Feature | Make | Zapier | 
|---|---|---|
| **Low-Code** | Not enough data | 8.9 (214 reviews) | 
| **Customization** | Not enough data | 8.4 (215 reviews) | 

#### Security

| Feature | Make | Zapier | 
|---|---|---|
| **Authentication** | Not enough data | 8.6 (200 reviews) | 
| **Compliance** | Not enough data | 8.8 (193 reviews) | 

#### Management

| Feature | Make | Zapier | 
|---|---|---|
| **Third-Party Apps** | Not enough data | 9.0 (219 reviews) | 
| **White Labelled** | Not enough data | 7.8 (161 reviews) | 
| **Workflow** | Not enough data | 8.9 (218 reviews) | 
| **Self-Service** | Not enough data | 8.7 (151 reviews) | 
| **Monitoring** | Not enough data | 8.4 (147 reviews) | 
| **Notification** | Not enough data | 8.5 (152 reviews) | 

#### Application Integration

| Feature | Make | Zapier | 
|---|---|---|
| **Third Party** | Not enough data | 8.6 (144 reviews) | 
| **Scalability** | Not enough data | 8.6 (149 reviews) | 
| **Workflow Automation** | Not enough data | 9.2 (157 reviews) | 
| **Connectivity** | Not enough data | 8.8 (156 reviews) | 

### Business Process Management

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Generative AI

| Feature | Make | Zapier | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Process Management

| Feature | Make | Zapier | 
|---|---|---|
| **Process Overview** | Not enough data | Not enough data | 
| **Process Analysis** | Not enough data | Not enough data | 
| **Real-Time Process Monitoring** | Not enough data | Not enough data | 
| **Unstructured Processes** | Not enough data | Not enough data | 
| **API Connection** | Not enough data | Not enough data | 
| **Intelligence** | Not enough data | Not enough data | 
| **Document Approval** | Not enough data | Not enough data | 

#### Customization

| Feature | Make | Zapier | 
|---|---|---|
| **Document Generation** | Not enough data | Not enough data | 
| **Process Design** | Not enough data | Not enough data | 
| **Process Repository** | Not enough data | Not enough data | 
| **No-Code App Development** | Not enough data | Not enough data | 
| **Low-Code App Development** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 

#### Collaboration

| Feature | Make | Zapier | 
|---|---|---|
| **Permissions for Sharing** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 
| **Accessibility** | Not enough data | Not enough data | 
| **Process Routing** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 

#### Agentic AI - Business Process Management

| Feature | Make | Zapier | 
|---|---|---|
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Process Development

| Feature | Make | Zapier | 
|---|---|---|
| **Process Routing** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Rules-Based Workflow** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Customizable Forms** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Process Modeling & Designing** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Task Progress Tracking** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Calendar Management** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Commenting/Notes** | Not enough data | Not enough data | 
| **Forms Management** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Graphical Workflow Editor** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Process Change Tracking** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Email Management** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Real-Time Updates** | Not enough data | Not enough data | 
| **Approval Process Control** | Not enough data | Not enough data | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Forms Automation** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Business Process Control** | Not enough data | Not enough data | 
| **Business Process Automation** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 

### AI Governance Tools

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### AI Compliance

| Feature | Make | Zapier | 
|---|---|---|
| **Regulatory Reporting** | Not enough data | Not enough data | 
| **Automated Compliance** | Not enough data | Not enough data | 
| **Audit Trails** | Not enough data | Not enough data | 

#### Risk Management & Monitoring

| Feature | Make | Zapier | 
|---|---|---|
| **AI Risk Management** | Not enough data | Not enough data | 
| **Real-time Monitoring** | Not enough data | Not enough data | 

#### AI Lifecycle Management

| Feature | Make | Zapier | 
|---|---|---|
| **Lifecycle Automation** | Not enough data | Not enough data | 

#### Access Control and Security

| Feature | Make | Zapier | 
|---|---|---|
| **Pole-based Access Control (RBAC)** | Not enough data | Not enough data | 

#### Collaboration and Communication 

| Feature | Make | Zapier | 
|---|---|---|
| **Model Sharing and Reuse** | Not enough data | Not enough data | 

#### Agentic AI - AI Governance Tools

| Feature | Make | Zapier | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | 8.4/10 | 61 |

#### Customization - AI Agent Builders

| Feature | Make | Zapier | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | 8.5 (43 reviews) | 
| **Tone Customization** | Not enough data | 8.5 (40 reviews) | 
| **Security Guardrails** | Not enough data | 8.2 (39 reviews) | 
| **API Security** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Make | Zapier | 
|---|---|---|
| **Omni-channel Support** | Not enough data | 8.5 (43 reviews) | 
| **Agent Branding** | Not enough data | 8.2 (40 reviews) | 
| **Proactive Response Capabilities** | Not enough data | 8.2 (37 reviews) | 
| **Seamless Human Escalation** | Not enough data | 7.9 (38 reviews) | 
| **Multimedia Support** | Not enough data | Not enough data | 
| **Multi-Modal Input Support** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Make | Zapier | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | 7.9 (39 reviews) | 
| **Contextual Awareness** | Not enough data | 7.7 (37 reviews) | 
| **Data Privacy Compliance** | Not enough data | 8.0 (35 reviews) | 

#### Integration - AI Agent Builders

| Feature | Make | Zapier | 
|---|---|---|
| **Workflow Automation** | Not enough data | 9.0 (46 reviews) | 
| **API Usage** | Not enough data | 8.7 (41 reviews) | 
| **Platform Interoperability** | Not enough data | 8.6 (37 reviews) | 
| **CRM Data Integration** | Not enough data | 8.7 (43 reviews) | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Version Control** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 
| **Personalization** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Webhooks** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Fallback Handling** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Multiple LLM Models** | Not enough data | Not enough data | 
| **Built-in AI Assistant** | Not enough data | Not enough data | 
| **Automated Testing** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Pre-built Templates** | Not enough data | Not enough data | 
| **Agent Design Tools** | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | 
| **Model Training** | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Debugging** | Not enough data | Not enough data | 
| **Deployment Management** | Not enough data | Not enough data | 

### AI Orchestration

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | 7.7/10 | 27 |

#### Workflow Design & Integration - AI Orchestration

| Feature | Make | Zapier | 
|---|---|---|
| **Dependency Management** | Not enough data | 8.4 (24 reviews) | 
| **Workflow Coordination** | Not enough data | 9.2 (25 reviews) | 
| **Multi-Provider API Connectivity** | Not enough data | 8.4 (26 reviews) | 
| **Multi-Step Workflow Creation** | Not enough data | 8.8 (25 reviews) | 
| **Enterprise System Integration** | Not enough data | 8.0 (23 reviews) | 
| **Real-Time Data Pipelines** | Not enough data | 8.2 (23 reviews) | 

#### Performance Optimization & Analytics - AI Orchestration

| Feature | Make | Zapier | 
|---|---|---|
| **Workflow Performance Dashboards** | Not enough data | 7.2 (23 reviews) | 
| **Workflow Reporting** | Not enough data | 7.2 (24 reviews) | 
| **Resource Utilization Monitoring** | Not enough data | 7.5 (23 reviews) | 
| **Computational Resource Management** | Not enough data | 7.0 (23 reviews) | 
| **Dynamic Scaling** | Not enough data | 7.1 (23 reviews) | 
| **Component Monitoring** | Not enough data | 7.3 (22 reviews) | 

#### Governance & Compliance Controls - AI Orchestration

| Feature | Make | Zapier | 
|---|---|---|
| **Regulatory Compliance** | Not enough data | 7.3 (22 reviews) | 
| **Governance Policy Enforcement** | Not enough data | 7.2 (22 reviews) | 
| **Role-Based Access Control** | Not enough data | 7.6 (22 reviews) | 
| **Audit Trail Management** | Not enough data | 7.3 (21 reviews) | 
| **Security Protocols** | Not enough data | 7.3 (22 reviews) | 

### Productivity Bots

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | 8.2/10 | 133 |

#### Agentic AI - Productivity Bots

| Feature | Make | Zapier | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.5 (113 reviews) | 
| **Cross-system Integration** | Not enough data | 8.9 (123 reviews) | 
| **Adaptive Learning** | Not enough data | 7.6 (89 reviews) | 
| **Decision Making** | Not enough data | 7.7 (94 reviews) | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Image Editing** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Notes Management** | Not enough data | Not enough data | 
| **Assignment Management** | Not enough data | Not enough data | 
| **Task Scheduling** | Not enough data | Not enough data | 
| **Content Creation** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Productivity Analysis** | Not enough data | Not enough data | 
| **Audio Recording** | Not enough data | Not enough data | 
| **Focus Aid** | Not enough data | Not enough data | 
| **Presentation Tools** | Not enough data | Not enough data | 
| **Reminders** | Not enough data | Not enough data | 
| **Email Management** | Not enough data | Not enough data | 
| **Prioritization** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Office Suite** | Not enough data | Not enough data | 
| **Database Creation** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **To-Do List** | Not enough data | Not enough data | 
| **Chat/Messaging** | Not enough data | Not enough data | 
| **Calendar Management** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **File Sharing** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Team Collaboration** | Not enough data | Not enough data | 
| **Video Content** | Not enough data | Not enough data | 
| **Productivity Tools** | Not enough data | Not enough data | 
| **Project Management** | Not enough data | Not enough data | 
| **Business Process Automation** | Not enough data | Not enough data | 

### AI SDK

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### SDK Architecture & Libraries - AI SDK

| Feature | Make | Zapier | 
|---|---|---|
| **Modular SDK Components** | Not enough data | Not enough data | 
| **Cross-Platform SDK Support** | Not enough data | Not enough data | 
| **Client Libraries** | Not enough data | Not enough data | 

#### Model Integration - AI SDK

| Feature | Make | Zapier | 
|---|---|---|
| **Multi-Model Integration** | Not enough data | Not enough data | 
| **Streaming & Real-Time Responses** | Not enough data | Not enough data | 
| **Model API Wrappers** | Not enough data | Not enough data | 

#### Application Development - AI SDK

| Feature | Make | Zapier | 
|---|---|---|
| **SDK Extensibility** | Not enough data | Not enough data | 
| **AI Workflow Abstractions** | Not enough data | Not enough data | 
| **Agent & Tool Invocation Frameworks** | Not enough data | Not enough data | 

#### Deployment & Operations - AI SDK

| Feature | Make | Zapier | 
|---|---|---|
| **Logging & Observability** | Not enough data | Not enough data | 
| **Authentication & Access Management** | Not enough data | Not enough data | 
| **Error Handling & Retry Logic** | Not enough data | Not enough data | 

### No-Code Development Platforms

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### User Interface Design

| Feature | Make | Zapier | 
|---|---|---|
| **WYSIWYG Editor** | Not enough data | Not enough data | 
| **Customized Branding** | Not enough data | Not enough data | 
| **App Templates** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Deployment Management** | Not enough data | Not enough data | 
| **Integrations Management** | Not enough data | Not enough data | 

#### Data Control

| Feature | Make | Zapier | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 

#### Publishing

| Feature | Make | Zapier | 
|---|---|---|
| **Application Deployment** | Not enough data | Not enough data | 
| **Platform Compatibility** | Not enough data | Not enough data | 
| **Lifecycle Management** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 

#### Agentic AI - No-Code Development Platforms

| Feature | Make | Zapier | 
|---|---|---|
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 

#### 

| Feature | Make | Zapier | 
|---|---|---|
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Real-Time Updates** | Not enough data | Not enough data | 
| **Graphical User Interface** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Integrated Development Environment** | Not enough data | Not enough data | 
| **Customizable Forms** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Agile Methodologies** | Not enough data | Not enough data | 
| **Web Forms** | Not enough data | Not enough data | 
| **Custom Development** | Not enough data | Not enough data | 
| **Offline Access** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Visual Modeling** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Approval Process Control** | Not enough data | Not enough data | 
| **Web/Mobile App Development** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **For No-Code Development** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Pre-Built Modules** | Not enough data | Not enough data | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Make** | N/A | N/A |
| **Zapier** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Make | Zapier | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (3):** [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [iPaaS Software](https://www.g2.com/categories/ipaas), [API Marketplaces](https://www.g2.com/categories/api-marketplace)


**Unique to Zapier (12):** [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations), [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots), [ AI Governance Tools](https://www.g2.com/categories/ai-governance-tools), [ AI SDK Software](https://www.g2.com/categories/ai-sdk), [Business Process Management Software](https://www.g2.com/categories/business-process-management), [Embedded Integration Platforms](https://www.g2.com/categories/embedded-integration-platforms), [No-Code Development Platforms](https://www.g2.com/categories/no-code-development-platforms), [Online Form Builder Software](https://www.g2.com/categories/online-form-builder), [Robotic Process Automation (RPA) Software](https://www.g2.com/categories/robotic-process-automation-rpa), [Workflow Management Software](https://www.g2.com/categories/workflow-management), [Productivity Bots Software](https://www.g2.com/categories/productivity-bots), [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration)


---
## Reviewer Demographics

### By Company Size

| Segment | Make | Zapier | 
|---|---|---|
| **Small-Business** | 79.0% | 71.3% | 
| **Mid-Market** | 17.6% | 24.1% | 
| **Enterprise** | 3.4% | 4.6% | 

### By Industry

#### Make

- **Marketing and Advertising:** 16.8%
- **Computer Software:** 12.5%
- **Information Technology and Services:** 10.1%
- **Financial Services:** 3.7%
- **Retail:** 3.0%
- **Consulting:** 2.7%
- **Health, Wellness and Fitness:** 2.7%
- **Education Management:** 2.4%
- **Accounting:** 2.4%
- **Internet:** 2.0%
- **Other:** 41.8%

#### Zapier

- **Marketing and Advertising:** 16.5%
- **Information Technology and Services:** 10.3%
- **Computer Software:** 9.1%
- **Real Estate:** 4.0%
- **Financial Services:** 3.7%
- **Internet:** 3.7%
- **Health, Wellness and Fitness:** 2.9%
- **Non-Profit Organization Management:** 2.8%
- **Consulting:** 2.4%
- **Higher Education:** 2.2%
- **Other:** 42.4%

---
## Alternatives

### Alternatives to Make

- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) — 4.6/5 stars (7581 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (777 reviews)
- [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews) — 4.5/5 stars (775 reviews)
- [Integrately](https://www.g2.com/products/integrately/reviews) — 4.7/5 stars (708 reviews)
- [Tray.ai](https://www.g2.com/products/tray-ai/reviews) — 4.5/5 stars (158 reviews)
- [Celigo](https://www.g2.com/products/celigo/reviews) — 4.6/5 stars (1102 reviews)
- [IFTTT](https://www.g2.com/products/ifttt/reviews) — 4.5/5 stars (117 reviews)
- [n8n](https://www.g2.com/products/n8n/reviews) — 4.7/5 stars (297 reviews)
- [Boomi](https://www.g2.com/products/boomi/reviews) — 4.4/5 stars (506 reviews)
- [Albato](https://www.g2.com/products/albato/reviews) — 4.6/5 stars (510 reviews)

### Alternatives to Zapier

- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (777 reviews)
- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) — 4.6/5 stars (7581 reviews)
- [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews) — 4.5/5 stars (775 reviews)
- [Integrately](https://www.g2.com/products/integrately/reviews) — 4.7/5 stars (708 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5622 reviews)
- [Appy Pie](https://www.g2.com/products/appy-pie/reviews) — 4.7/5 stars (1391 reviews)
- [Celigo](https://www.g2.com/products/celigo/reviews) — 4.6/5 stars (1102 reviews)
- [Microsoft Power Automate](https://www.g2.com/products/microsoft-power-automate/reviews) — 4.4/5 stars (1097 reviews)
- [Jitterbit](https://www.g2.com/products/jitterbit/reviews) — 4.5/5 stars (623 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (578 reviews)

---
## Top Discussions

### Make

- Title: [What is Make (formerly Integromat) used for?](https://www.g2.com/discussions/what-is-make-formerly-integromat-used-for) — 2 comments
  > **Top comment:** "Hi,
Make (formely Integromat) is used to automate work actions by means of scenarios (for example, save your incoming emails in an excel spreadsheet without..."
- Title: [How good is Integromat?](https://www.g2.com/discussions/how-good-is-integromat) — 2 comments
  > **Top comment:** "So far it solved all the scenarios where I needed it, where Z***** failed. Once you understand how to use the data manipulation functions you can literally..."
- Title: [What is Integromat?](https://www.g2.com/discussions/what-is-integromat) — 2 comments
  > **Top comment:** "Integromat is a powerful integration platform that allows you to visualize, design and automate your work in minutes"
- Title: [Can i schedule an operation to run 24 hours after the trigger started?](https://www.g2.com/discussions/can-i-schedule-an-operation-to-run-24-hours-after-the-trigger-started) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Hey Diego, you can use our data store module to schedule the start of the operation, please watch this tutorial to get more info -..."
- Title: [How can i join and support the community?](https://www.g2.com/discussions/12121-how-can-i-join-and-support-the-community) — 2 comments, 1 upvote
  > **Top comment:** "You can find the official Integromat community at Facebook: https://www.facebook.com/groups/integromat/"

### Zapier

- Title: [Is Zapier an app?](https://www.g2.com/discussions/is-zapier-an-app) — 4 comments
  > **Top comment:** "Yes"
- Title: [What is Zapier used for?](https://www.g2.com/discussions/what-is-zapier-used-for) — 3 comments
  > **Top comment:** "To connect different services that a business may use. It also allows you gives you more time by automating processes. "
- Title: [What is the best way to implement this system in a small business?](https://www.g2.com/discussions/11974-what-is-the-best-way-to-implement-this-system-in-a-small-business) — 3 comments, 1 upvote
  > **Top comment:** "The implementation of this tool would not be tough. We took around 2 weeks to automate using Zapier.
"
- Title: [What does Zapier cost?](https://www.g2.com/discussions/what-does-zapier-cost) — 2 comments
  > **Top comment:** "Zapier offers several pricing tiers based on usage requirements. The higher the usage needed, the higher the cost. They also offer a discount to pay annually..."
- Title: [How good is Zapier?](https://www.g2.com/discussions/how-good-is-zapier) — 2 comments
  > **Top comment:** "Its good, but expensive.
Easy to use and to create zaps."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/integromat-by-celonis-make-vs-zapier)