# Rasa, yellow.ai vs Drift Comparison

| | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Star Rating** | 4.0 out of 5 | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 11 | 106 | 1,256 | 
| **Largest Market Segment** | Small-Business (72.7% of reviews) | Small-Business (38.0% of reviews) | Mid-Market (51.7% of reviews) | 
| **Entry Level Price** | Free | No pricing available | Starting at $2,500.00 Per Month | 

---
## Top Pros & Cons

### Rasa

**Not enough data**

### yellow.ai

Pros:
- Integrations (11 reviews)
- Chatbot Development (10 reviews)

Cons:
- Steep Learning Curve (7 reviews)
- Learning Curve (6 reviews)

### Drift

Pros:
- Ease of Use (53 reviews)
- Helpful (47 reviews)

Cons:
- Chat Management (10 reviews)
- Learning Curve (9 reviews)

---
## Ratings Comparison
| Rating | Rasa | yellow.ai | Drift | 
|---|---|---|---|
  | **Meets Requirements** | 7.8 (9 reviews) | 8.4 (71 reviews) | 8.7 (1019 reviews) | 
  | **Ease of Use** | 7.2 (9 reviews) | 8.7 (74 reviews) | 8.7 (1032 reviews) | 
  | **Ease of Setup** | Not enough data | 8.1 (34 reviews) | 8.4 (508 reviews) | 
  | **Ease of Admin** | Not enough data | 8.4 (33 reviews) | 8.5 (473 reviews) | 
  | **Quality of Support** | 8.3 (9 reviews) | 8.4 (69 reviews) | 8.8 (940 reviews) | 
  | **Has the product been a good partner in doing business?** | Not enough data | 8.6 (33 reviews) | 8.9 (472 reviews) | 
  | **Product Direction (% positive)** | 5.0 (7 reviews) | 8.5 (62 reviews) | 8.9 (997 reviews) | 

---
## Pricing

### Rasa

#### Entry-Level Pricing

Plan: Developer Edition

Price: Free

Description: For developers exploring AI assistant projects, you can access all of Rasa Pro on your own computer. CALM, Enterprise Search, E2E testing, and more. Community Support is available in our Forum.

Key Features:
- Access to Rasa Pro and our dialogue engine CALM (Conversational AI with Language Models) .

[Browse all 3 editions](https://www.g2.com/products/rasa/pricing)

#### Free Trial

Yes

### yellow.ai

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Drift

#### Entry-Level Pricing

Plan: Premium

Price: Starting at $2,500.00 Per Month

Description: For small businesses. The right amount of conversational firepower to keep your business growing.

Key Features:
- * Everything in Free, plus:
- Live Chat
- Meetings

[Browse all 3 editions](https://www.g2.com/products/drift/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Conversational Marketing

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | 8.8/10 | 12 |
| **Drift** | 8.3/10 | 326 |

#### Messenger

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Sequencing** | Not enough data | 9.5 (10 reviews) | 8.5 (204 reviews) ✓ Verified | 
| **AI** | Not enough data | 9.2 (11 reviews) | 8.2 (201 reviews) ✓ Verified | 
| **Live Chat** | Not enough data | 8.7 (9 reviews) | 9.1 (273 reviews) ✓ Verified | 
| **Customization Interface** | Not enough data | 9.3 (10 reviews) | 8.5 (250 reviews) ✓ Verified | 

#### Channels

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Social Media** | Not enough data | 8.8 (8 reviews) | 7.9 (116 reviews) ✓ Verified | 
| **Website** | Not enough data | 9.0 (7 reviews) | 8.9 (250 reviews) ✓ Verified | 
| **Text Message (SMS)** | Not enough data | 9.2 (6 reviews) | 7.7 (91 reviews) ✓ Verified | 
| **Voice Assistants** | Not enough data | 8.3 (7 reviews) | 7.6 (81 reviews) ✓ Verified | 
| **Other** | Not enough data | 9.2 (6 reviews) | 7.8 (90 reviews) ✓ Verified | 

#### Customers

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Targeting** | Not enough data | 8.7 (9 reviews) | 8.6 (225 reviews) ✓ Verified | 
| **Profiles** | Not enough data | 7.9 (8 reviews) | 8.4 (202 reviews) ✓ Verified | 
| **Analytics** | Not enough data | 8.0 (10 reviews) | 8.1 (241 reviews) ✓ Verified | 
| **Lead Gathering** | Not enough data | 8.0 (9 reviews) | 8.7 (242 reviews) ✓ Verified | 
| **Sales Conversion** | Not enough data | 8.7 (10 reviews) | 8.5 (246 reviews) ✓ Verified | 

#### Agentic AI - Conversational Marketing

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### AI Sales Assistant

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | 8.0/10 | 358 |

#### Lead Facilitation

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Customer-facing Chatbot** | Not enough data | Not enough data | 8.9 (315 reviews) ✓ Verified | 
| **Lead Qualification** | Not enough data | Not enough data | 8.2 (309 reviews) ✓ Verified | 
| **Lead Follow-up** | Not enough data | Not enough data | 8.2 (288 reviews) ✓ Verified | 
| **Meeting Scheduling ** | Not enough data | Not enough data | 8.7 (305 reviews) ✓ Verified | 

#### Organization

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Opportunity and Pipeline Management ** | Not enough data | Not enough data | 8.0 (265 reviews) ✓ Verified | 
| **Data Entry** | Not enough data | Not enough data | 8.0 (269 reviews) ✓ Verified | 
| **Integrations / APIs** | Not enough data | Not enough data | 8.3 (278 reviews) ✓ Verified | 

#### Performance Analysis

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Coaching ** | Not enough data | Not enough data | 7.8 (241 reviews) ✓ Verified | 
| **Peformance Tracking** | Not enough data | Not enough data | 8.0 (261 reviews) ✓ Verified | 

#### Sales Analysis

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **ROI Forecasting ** | Not enough data | Not enough data | 7.5 (215 reviews) ✓ Verified | 
| **Sales Forecasting ** | Not enough data | Not enough data | 7.7 (221 reviews) ✓ Verified | 

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.5 (87 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.6 (85 reviews) | 

#### Agentic AI - AI Sales Assistant

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | N/A | N/A |

#### Responses

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Personalization** | Not enough data | 8.5 (8 reviews) | Not enough data | 
| **Route To Human** | Not enough data | 8.6 (11 reviews) | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | 8.3 (11 reviews) | Not enough data | 

#### Automation - AI Agents

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Conversation Editor** | Not enough data | 8.5 (8 reviews) | Not enough data | 
| **Integration** | Not enough data | 9.0 (10 reviews) | Not enough data | 
| **Human-In-The-Loop** | Not enough data | 8.5 (10 reviews) | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | Not enough data | 
| **AI Text Summarization** | Not enough data | Feature Not Available | Not enough data | 

### Chatbots

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | 8.9/10 | 6 |
| **Drift** | 8.2/10 | 332 |

#### Responses

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Customization** | Not enough data | 9.3 (5 reviews) | 8.2 (280 reviews) | 
| **Control** | Not enough data | 9.0 (5 reviews) | 8.3 (268 reviews) | 
| **Route To Human** | Not enough data | 9.0 (5 reviews) | 8.4 (303 reviews) | 
| **Menu bars** | Not enough data | 9.3 (5 reviews) | 8.1 (273 reviews) | 
| **Drip sequences** | Not enough data | Not enough data | 8.0 (228 reviews) | 

#### Platform

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Live chat** | Not enough data | Not enough data | 8.9 (309 reviews) | 
| **Integrations** | Not enough data | 8.3 (5 reviews) | 8.4 (291 reviews) | 
| **Branding** | Not enough data | 9.0 (5 reviews) | 8.4 (275 reviews) | 
| **Analytics** | Not enough data | 8.3 (5 reviews) | 8.1 (281 reviews) | 
| **A/B testing** | Not enough data | Not enough data | 7.9 (240 reviews) | 
| **Role-based access** | Not enough data | 9.3 (5 reviews) | 8.4 (261 reviews) | 
| **Collection of information** | Not enough data | 8.7 (5 reviews) | 8.2 (286 reviews) | 

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.7 (84 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.7 (82 reviews) | 

### Conversational Support

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | 8.4/10 | 198 |

#### Conversational Platform

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Personalization** | Not enough data | Not enough data | 8.6 (167 reviews) | 
| **Omnichannel** | Not enough data | Not enough data | 8.4 (117 reviews) | 
| **Contextual Engagement** | Not enough data | Not enough data | 8.7 (128 reviews) | 
| **Proactive Engagement** | Not enough data | Not enough data | 8.6 (92 reviews) | 

#### Support Automation

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Intelligent Routing** | Not enough data | Not enough data | Feature Not Available | 
| **Seamless Escalation** | Not enough data | Not enough data | 8.4 (147 reviews) | 
| **Transcripts** | Not enough data | Not enough data | 8.7 (138 reviews) | 
| **Self-Serve Support** | Not enough data | Not enough data | 8.4 (92 reviews) | 

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.9 (31 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.7 (31 reviews) | 

### Business Scheduling

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | 8.0/10 | 102 |

#### Integrations

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **MS Teams Integration** | Not enough data | Not enough data | 7.4 (92 reviews) | 
| **Email Integration** | Not enough data | Not enough data | 7.9 (95 reviews) | 
| **Zoom Integration** | Not enough data | Not enough data | 7.8 (91 reviews) | 
| **Google Meet Integration** | Not enough data | Not enough data | 7.3 (88 reviews) | 
| **Salesforce Integration** | Not enough data | Not enough data | 8.0 (95 reviews) | 

#### Branding & Customizatio

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Custom Booking Page** | Not enough data | Not enough data | 8.2 (94 reviews) | 
| **Personalized Links** | Not enough data | Not enough data | 8.3 (93 reviews) | 
| **Personalized Web Embed** | Not enough data | Not enough data | 7.9 (90 reviews) | 

#### Automatic Rules & Configurations

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Set Working Hours** | Not enough data | Not enough data | 8.5 (96 reviews) | 
| **Automatic Updates** | Not enough data | Not enough data | 8.2 (90 reviews) | 
| **Buffer Times** | Not enough data | Not enough data | 8.1 (93 reviews) | 

#### Agentic AI - Business Scheduling

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 

### Customer Service Automation

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | 8.5/10 | 9 |
| **Drift** | 8.1/10 | 14 |

#### Customer Support

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Text** | Not enough data | 8.8 (8 reviews) | 7.8 (12 reviews) | 
| **Speech** | Not enough data | 7.5 (8 reviews) | 7.8 (12 reviews) | 
| **Knowledge Base** | Not enough data | 8.5 (8 reviews) | 8.1 (12 reviews) | 

#### Automation

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Ticket Resolution** | Not enough data | 9.0 (8 reviews) | 8.2 (11 reviews) | 
| **Customization** | Not enough data | 9.2 (8 reviews) | 8.3 (13 reviews) | 
| **Intelligent Routing** | Not enough data | 7.9 (8 reviews) | 8.3 (12 reviews) | 

#### Artificial Intelligence

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Learning** | Not enough data | 8.8 (7 reviews) | 7.7 (13 reviews) | 
| **Language** | Not enough data | 8.1 (7 reviews) | 8.2 (13 reviews) | 
| **Conversational AI** | Not enough data | 8.8 (8 reviews) | 8.3 (14 reviews) | 

### Bot Platforms

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | 7.8/10 | 31 |

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.7 (31 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.9 (30 reviews) | 

#### Agentic AI - Bot Platforms

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Live Chat

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | 8.8/10 | 18 |
| **Drift** | 8.2/10 | 598 |

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.7 (83 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.7 (81 reviews) | 
| **AI Text-to-Speech** | Not enough data | Not enough data | 7.3 (81 reviews) | 

#### Communication

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Pop-up Chat** | Not enough data | 9.3 (14 reviews) | 9.2 (543 reviews) ✓ Verified | 
| **Notifications** | Not enough data | 9.2 (14 reviews) | 8.5 (539 reviews) ✓ Verified | 
| **Targeted Emails** | Not enough data | 9.0 (10 reviews) | 7.8 (323 reviews) ✓ Verified | 
| **In-App Messaging** | Not enough data | 9.0 (13 reviews) | 8.6 (414 reviews) ✓ Verified | 
| **Co-Browsing** | Not enough data | 8.0 (9 reviews) | 7.9 (189 reviews) | 

####  Internal Use

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Customization ** | Not enough data | 8.4 (16 reviews) | 8.4 (461 reviews) ✓ Verified | 
| **Conversation Archiving** | Not enough data | 9.2 (11 reviews) | 8.7 (470 reviews) ✓ Verified | 
| **Lead Development** | Not enough data | 8.3 (12 reviews) | 8.5 (471 reviews) ✓ Verified | 
| **Knowledge Base** | Not enough data | 8.7 (13 reviews) | 8.2 (408 reviews) ✓ Verified | 
| **Team Inbox ** | Not enough data | 8.3 (13 reviews) | 8.3 (371 reviews) ✓ Verified | 
| **Customer Profiles** | Not enough data | 8.7 (13 reviews) | 8.1 (401 reviews) ✓ Verified | 

### Customer Self-Service

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | 8.3/10 | 74 |

#### Generative AI

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI Text Summarization** | Not enough data | Not enough data | 7.4 (20 reviews) | 

#### Self-Service Experience

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Knowledge Base** | Not enough data | Not enough data | 8.1 (57 reviews) | 
| **Searchable Articles** | Not enough data | Not enough data | 8.2 (53 reviews) | 
| **Community Forums** | Not enough data | Not enough data | Feature Not Available | 
| **Mobile Optimization** | Not enough data | Not enough data | 8.2 (51 reviews) | 
| **Personalization** | Not enough data | Not enough data | 8.5 (57 reviews) | 

#### Self-Service Platform

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Branding** | Not enough data | Not enough data | 8.6 (57 reviews) | 
| **Automation** | Not enough data | Not enough data | 8.7 (60 reviews) | 
| **Artificial Intelligence** | Not enough data | Not enough data | 8.2 (59 reviews) | 
| **Integrations** | Not enough data | Not enough data | 8.6 (59 reviews) | 

#### Agentic AI - Customer Self-Service

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### WhatsApp Marketing

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | N/A | N/A |

#### WhatsApp Messaging - WhatsApp Marketing

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Transactional Messages** | Not enough data | Not enough data | Not enough data | 
| **Bulk WhatsApp Messaging** | Not enough data | Not enough data | Not enough data | 
| **Conversational Messaging** | Not enough data | Not enough data | Not enough data | 
| **Personalization** | Not enough data | Not enough data | Not enough data | 
| **Promotional Messages** | Not enough data | Not enough data | Not enough data | 
| **Automated Replies** | Not enough data | Not enough data | Not enough data | 

#### WhatsApp Business Platform - WhatsApp Marketing

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Segmentation** | Not enough data | Not enough data | Not enough data | 
| **API Integration** | Not enough data | Not enough data | Not enough data | 
| **WhatsApp Commerce** | Not enough data | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | Not enough data | 

### Conversational Commerce Platforms

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | N/A | N/A |

#### Conversational AI - Conversational Commerce Platforms

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **AI chatbots** | Not enough data | Not enough data | Not enough data | 
| **Messaging and Notifications** | Not enough data | Not enough data | Not enough data | 
| **AI agents ** | Not enough data | Not enough data | Not enough data | 
| **Voice assistants** | Not enough data | Not enough data | Not enough data | 
| **Communication apps** | Not enough data | Not enough data | Not enough data | 

#### Platform integration - Conversational Commerce Platforms

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Ecommerce stores** | Not enough data | Not enough data | Not enough data | 
| **Sales channels** | Not enough data | Not enough data | Not enough data | 
| **Payment Platform** | Not enough data | Not enough data | Not enough data | 
| **Internal tools** | Not enough data | Not enough data | Not enough data | 

#### Analytics and Reporting - Conversational Commerce Platforms

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Conversational analytics** | Not enough data | Not enough data | Not enough data | 
| **Advance reporting** | Not enough data | Not enough data | Not enough data | 

### Conversational Interface Agents

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | N/A | N/A |

#### Natural Language Interaction - Conversational Interface Agents 

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Natural Language Query Understanding** | Not enough data | Not enough data | Not enough data | 
| **Multi-Turn Conversation Management** | Not enough data | Not enough data | Not enough data | 
| **Voice & Text Interface Support** | Not enough data | Not enough data | Not enough data | 

#### Intent & Action Handling - Conversational Interface Agents 

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Data Retrieval from Connected Systems** | Not enough data | Not enough data | Not enough data | 
| **Intent Recognition & Mapping** | Not enough data | Not enough data | Not enough data | 
| **Action & Workflow Triggering** | Not enough data | Not enough data | Not enough data | 

#### Context & Personalization - Conversational Interface Agents 

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Conversation Context Persistence** | Not enough data | Not enough data | Not enough data | 
| **User Identity & Permission Awareness** | Not enough data | Not enough data | Not enough data | 

#### Enterprise Integration & Deployment - Conversational Interface Agents 

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Enterprise Application Integrations** | Not enough data | Not enough data | Not enough data | 
| **Security & Access Controls** | Not enough data | Not enough data | Not enough data | 

### AI Customer Support Agents

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | N/A | N/A |

#### Customer Query Resolution - AI Customer Support Agents

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Automated Ticket Resolution** | Not enough data | Not enough data | Not enough data | 
| **Contextual Response Generation** | Not enough data | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | Not enough data | 
| **Knowledge Base Utilization** | Not enough data | Not enough data | Not enough data | 
| **Multilingual Support** | Not enough data | Not enough data | Not enough data | 

#### Customer Interaction Automation - AI Customer Support Agents

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Proactive Customer Outreach** | Not enough data | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | Not enough data | 
| **Escalation Handling** | Not enough data | Not enough data | Not enough data | 
| **Workflow Optimization** | Not enough data | Not enough data | Not enough data | 

#### Automation

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Customer Interaction Automation** | Not enough data | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | Not enough data | 

#### Autonomy

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | Not enough data | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Drift** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [Conversational Marketing Software](https://www.g2.com/categories/conversational-marketing), [Bot Platforms](https://www.g2.com/categories/bot-platforms)

**Unique to Rasa (2):** [Conversational Support Software](https://www.g2.com/categories/conversational-support), [Conversational Interface Agents Software](https://www.g2.com/categories/conversational-interface-agents)

**Unique to yellow.ai (8):** [Conversational Commerce Platforms](https://www.g2.com/categories/conversational-commerce-platforms), [WhatsApp Marketing Software](https://www.g2.com/categories/whatsapp-marketing), [Customer Service Automation Software](https://www.g2.com/categories/customer-service-automation), [AI Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents), [Live Chat Software](https://www.g2.com/categories/live-chat), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations), [Chatbots Software](https://www.g2.com/categories/chatbots), [Conversational Interface Agents Software](https://www.g2.com/categories/conversational-interface-agents)

**Unique to Drift (7):** [Business Scheduling Software](https://www.g2.com/categories/business-scheduling), [Conversational Support Software](https://www.g2.com/categories/conversational-support), [AI Sales Assistant Software](https://www.g2.com/categories/ai-sales-assistant), [Chatbots Software](https://www.g2.com/categories/chatbots), [Live Chat Software](https://www.g2.com/categories/live-chat), [Customer Self-Service Software](https://www.g2.com/categories/customer-self-service), [Customer Service Automation Software](https://www.g2.com/categories/customer-service-automation)


---
## Reviewer Demographics

### By Company Size

| Segment | Rasa | yellow.ai | Drift | 
|---|---|---|---|
| **Small-Business** | 72.7% | 38.0% | 25.5% | 
| **Mid-Market** | 9.1% | 33.0% | 51.7% | 
| **Enterprise** | 18.2% | 29.0% | 22.9% | 

### By Industry

#### Rasa

- **Computer Software:** 36.4%
- **Information Technology and Services:** 18.2%
- **Telecommunications:** 9.1%
- **Marketing and Advertising:** 9.1%
- **Graphic Design:** 9.1%
- **Financial Services:** 9.1%
- **Banking:** 9.1%

#### yellow.ai

- **Financial Services:** 15.0%
- **Information Technology and Services:** 13.0%
- **Computer Software:** 10.0%
- **Banking:** 8.0%
- **Food & Beverages:** 7.0%
- **Hospital & Health Care:** 5.0%
- **Airlines/Aviation:** 4.0%
- **Retail:** 4.0%
- **Consumer Services:** 3.0%
- **Education Management:** 3.0%
- **Other:** 28.0%

#### Drift

- **Computer Software:** 32.8%
- **Information Technology and Services:** 20.6%
- **Marketing and Advertising:** 7.2%
- **Financial Services:** 3.2%
- **Computer & Network Security:** 3.0%
- **Human Resources:** 2.5%
- **Internet:** 2.2%
- **Hospital & Health Care:** 1.6%
- **Education Management:** 1.4%
- **E-Learning:** 1.4%
- **Other:** 24.2%

---
## Alternatives

### Alternatives to Rasa

- [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (496 reviews)
- [Kore.AI](https://www.g2.com/products/kore-ai/reviews) — 4.6/5 stars (474 reviews)
- [Fin](https://www.g2.com/products/fin/reviews) — 4.5/5 stars (3863 reviews)
- [Qualified](https://www.g2.com/products/qualified/reviews) — 4.9/5 stars (1486 reviews)
- [Tidio](https://www.g2.com/products/tidio/reviews) — 4.6/5 stars (1906 reviews)
- [Freshdesk](https://www.g2.com/products/freshdesk/reviews) — 4.4/5 stars (3751 reviews)
- [FreshChat](https://www.g2.com/products/freshworks-freshchat/reviews) — 4.4/5 stars (499 reviews)
- [Birdeye](https://www.g2.com/products/birdeye/reviews) — 4.7/5 stars (4091 reviews)
- [GTM Studio - Powered by ZoomInfo](https://www.g2.com/products/gtm-studio-powered-by-zoominfo/reviews) — 4.5/5 stars (3512 reviews)
- [Podium](https://www.g2.com/products/podium/reviews) — 4.6/5 stars (2109 reviews)

### Alternatives to yellow.ai

- [Fin](https://www.g2.com/products/fin/reviews) — 4.5/5 stars (3863 reviews)
- [Haptik](https://www.g2.com/products/haptik/reviews) — 4.5/5 stars (167 reviews)
- [Kore.AI](https://www.g2.com/products/kore-ai/reviews) — 4.6/5 stars (474 reviews)
- [Zendesk for Customer Service](https://www.g2.com/products/zendesk-for-customer-service/reviews) — 4.3/5 stars (6971 reviews)
- [Verloop.io](https://www.g2.com/products/verloop-io/reviews) — 4.7/5 stars (230 reviews)
- [FreshChat](https://www.g2.com/products/freshworks-freshchat/reviews) — 4.4/5 stars (499 reviews)
- [Genesys Cloud CX](https://www.g2.com/products/genesys-cloud-cx/reviews) — 4.4/5 stars (1550 reviews)
- [Qualified](https://www.g2.com/products/qualified/reviews) — 4.9/5 stars (1486 reviews)
- [Tidio](https://www.g2.com/products/tidio/reviews) — 4.6/5 stars (1906 reviews)
- [Birdeye](https://www.g2.com/products/birdeye/reviews) — 4.7/5 stars (4091 reviews)

### Alternatives to Drift

- [Fin](https://www.g2.com/products/fin/reviews) — 4.5/5 stars (3863 reviews)
- [Tidio](https://www.g2.com/products/tidio/reviews) — 4.6/5 stars (1906 reviews)
- [Qualified](https://www.g2.com/products/qualified/reviews) — 4.9/5 stars (1486 reviews)
- [LiveChat](https://www.g2.com/products/livechat/reviews) — 4.5/5 stars (808 reviews)
- [Zendesk for Customer Service](https://www.g2.com/products/zendesk-for-customer-service/reviews) — 4.3/5 stars (6971 reviews)
- [FreshChat](https://www.g2.com/products/freshworks-freshchat/reviews) — 4.4/5 stars (499 reviews)
- [Birdeye](https://www.g2.com/products/birdeye/reviews) — 4.7/5 stars (4091 reviews)
- [Chili Piper](https://www.g2.com/products/chili-piper/reviews) — 4.6/5 stars (736 reviews)
- [Ada](https://www.g2.com/products/ada-support-inc-ada/reviews) — 4.6/5 stars (173 reviews)
- [Podium](https://www.g2.com/products/podium/reviews) — 4.6/5 stars (2109 reviews)

---
## Top Discussions

### Rasa

No discussions available for this product.

### yellow.ai

- Title: [Can we use python for bot's coding and can we integrate it with a good UI in your platform?](https://www.g2.com/discussions/32217-can-we-use-python-for-bot-s-coding-and-can-we-integrate-it-with-a-good-ui-in-your-platform) — 2 comments, 1 upvote
  > **Top comment:** "Hi Sudheer, 
kindly redirect your question to community: http://community.yellowmessenger.com"
- Title: [Can we have any discount model for the local stores](https://www.g2.com/discussions/33978-can-we-have-any-discount-model-for-the-local-stores) — 1 comment, 1 upvote
  > **Top comment:** "Hi Sai Surya,
To democratize AI and help brands #GetAiReady, we've launched a program to claim a free AI-powered WhatsApp chatbot for 3 months.
Check out:..."

### Drift

- Title: [How do I scale conversational marketing?](https://www.g2.com/discussions/conversational-marketing-0d87ad75-128e-4457-81cb-8e3880e51fd6) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Chatbots allow you to offer fast responses to visitors 24/7, even while your team is sleeping. Since they can ask the same qualifying questions your sales..."
- Title: [What types of people are having conversations with businesses?](https://www.g2.com/discussions/conversational-marketing-b012374a-2421-4559-8c88-414fa31149e6) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "When we analyzed the data from the 50,000+ businesses using Drift for conversational marketing, we found that people in key decision-making roles are often..."
- Title: [How do I measure the effectiveness of conversational marketing?](https://www.g2.com/discussions/conversational-marketing-c5c64a26-1769-402e-b51b-280528b3dc04) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "You can measure your conversational marketing efforts just like you would measure any other marketing channel. Platforms like Drift give you dashboards that..."
- Title: [Do I have to completely remove all of my lead capture forms?](https://www.g2.com/discussions/conversational-marketing-2fd3e4b9-40e7-4a08-a3dc-6c3225e804e3) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Getting started with conversational marketing isn’t an “all or nothing” decision. Rather than ripping all the forms off their site, many companies start by..."
- Title: [What is a drift playbook?](https://www.g2.com/discussions/what-is-a-drift-playbook) — 1 comment, 1 upvote
  > **Top comment:** "Hi there! Playbooks are central to Drift and what we do! They are automated message workflows and campaigns that proactively reach out to site visitors and..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/rasa-vs-yellow-ai-vs-drift)