# Rasa, yellow.ai vs Botpress Comparison

| | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Star Rating** | 4.0 out of 5 | 4.4 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 11 | 106 | 496 | 
| **Largest Market Segment** | Small-Business (72.7% of reviews) | Small-Business (38.0% of reviews) | Small-Business (77.3% of reviews) | 
| **Entry Level Price** | Free | No pricing available | Free 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)

### Botpress

Pros:
- Ease of Use (137 reviews)
- Features (94 reviews)

Cons:
- Learning Curve (60 reviews)
- Limited Features (34 reviews)

---
## Ratings Comparison
| Rating | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
  | **Meets Requirements** | 7.8 (9 reviews) | 8.4 (71 reviews) | 8.5 (350 reviews) | 
  | **Ease of Use** | 7.2 (9 reviews) | 8.7 (74 reviews) | 8.4 (358 reviews) | 
  | **Ease of Setup** | Not enough data | 8.1 (34 reviews) | 8.5 (263 reviews) | 
  | **Ease of Admin** | Not enough data | 8.4 (33 reviews) | 8.5 (211 reviews) | 
  | **Quality of Support** | 8.3 (9 reviews) | 8.4 (69 reviews) | 8.0 (304 reviews) | 
  | **Has the product been a good partner in doing business?** | Not enough data | 8.6 (33 reviews) | 8.6 (200 reviews) | 
  | **Product Direction (% positive)** | 5.0 (7 reviews) | 8.5 (62 reviews) | 9.5 (357 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

### Botpress

#### Entry-Level Pricing

Plan: Pay-as-you-go

Price: Free Per Month

Description: Includes:

Key Features:
- Visual building studio
- Free monthly AI credit
- Integration hub

[Browse all 4 editions](https://www.g2.com/products/botpress/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Conversational Marketing

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | 8.8/10 | 12 |
| **Botpress** | 8.0/10 | 82 |

#### Messenger

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Sequencing** | Not enough data | 9.5 (10 reviews) | 8.3 (61 reviews) | 
| **AI** | Not enough data | 9.2 (11 reviews) | 8.7 (65 reviews) | 
| **Live Chat** | Not enough data | 8.7 (9 reviews) | 7.8 (60 reviews) | 
| **Customization Interface** | Not enough data | 9.3 (10 reviews) | 8.5 (61 reviews) | 

#### Channels

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Social Media** | Not enough data | 8.8 (8 reviews) | 7.9 (59 reviews) | 
| **Website** | Not enough data | 9.0 (7 reviews) | 8.8 (61 reviews) | 
| **Text Message (SMS)** | Not enough data | 9.2 (6 reviews) | 7.0 (56 reviews) | 
| **Voice Assistants** | Not enough data | 8.3 (7 reviews) | 6.6 (55 reviews) | 
| **Other** | Not enough data | 9.2 (6 reviews) | 7.7 (54 reviews) | 

#### Customers

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Targeting** | Not enough data | 8.7 (9 reviews) | 8.0 (57 reviews) | 
| **Profiles** | Not enough data | 7.9 (8 reviews) | 7.9 (56 reviews) | 
| **Analytics** | Not enough data | 8.0 (10 reviews) | 8.0 (57 reviews) | 
| **Lead Gathering** | Not enough data | 8.0 (9 reviews) | 8.7 (57 reviews) | 
| **Sales Conversion** | Not enough data | 8.7 (10 reviews) | 8.2 (53 reviews) | 

#### Agentic AI - Conversational Marketing

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **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 |
| **Botpress** | N/A | N/A |

#### Responses

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 |
| **Botpress** | 8.0/10 | 271 |

#### Responses

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Customization** | Not enough data | 9.3 (5 reviews) | 8.5 (204 reviews) | 
| **Control** | Not enough data | 9.0 (5 reviews) | 8.2 (198 reviews) | 
| **Route To Human** | Not enough data | 9.0 (5 reviews) | 7.6 (196 reviews) | 
| **Menu bars** | Not enough data | 9.3 (5 reviews) | 8.1 (195 reviews) | 
| **Drip sequences** | Not enough data | Not enough data | 7.8 (189 reviews) | 

#### Platform

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Live chat** | Not enough data | Not enough data | 7.9 (195 reviews) | 
| **Integrations** | Not enough data | 8.3 (5 reviews) | 8.3 (204 reviews) | 
| **Branding** | Not enough data | 9.0 (5 reviews) | 8.0 (199 reviews) | 
| **Analytics** | Not enough data | 8.3 (5 reviews) | 7.8 (193 reviews) | 
| **A/B testing** | Not enough data | Not enough data | 7.2 (189 reviews) | 
| **Role-based access** | Not enough data | 9.3 (5 reviews) | 7.9 (194 reviews) | 
| **Collection of information** | Not enough data | 8.7 (5 reviews) | 8.2 (194 reviews) | 

#### Generative AI

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.3 (147 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.2 (142 reviews) | 

### Conversational Support

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

#### Conversational Platform

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Personalization** | Not enough data | Not enough data | Not enough data | 
| **Omnichannel** | Not enough data | Not enough data | Not enough data | 
| **Contextual Engagement** | Not enough data | Not enough data | Not enough data | 
| **Proactive Engagement** | Not enough data | Not enough data | Not enough data | 

#### Support Automation

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Intelligent Routing** | Not enough data | Not enough data | Not enough data | 
| **Seamless Escalation** | Not enough data | Not enough data | Not enough data | 
| **Transcripts** | Not enough data | Not enough data | Not enough data | 
| **Self-Serve Support** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | 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 |
| **Botpress** | N/A | N/A |

#### Customer Support

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

#### Automation

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Ticket Resolution** | Not enough data | 9.0 (8 reviews) | Not enough data | 
| **Customization** | Not enough data | 9.2 (8 reviews) | Not enough data | 
| **Intelligent Routing** | Not enough data | 7.9 (8 reviews) | Not enough data | 

#### Artificial Intelligence

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Learning** | Not enough data | 8.8 (7 reviews) | Not enough data | 
| **Language** | Not enough data | 8.1 (7 reviews) | Not enough data | 
| **Conversational AI** | Not enough data | 8.8 (8 reviews) | Not enough data | 

### Bot Platforms

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Botpress** | 7.6/10 | 154 |

#### Generative AI

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.4 (133 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.2 (130 reviews) | 

#### Agentic AI - Bot Platforms

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.5 (8 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.3 (8 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 6.5 (8 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.5 (8 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.1 (8 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.9 (8 reviews) | 

### Live Chat

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

#### Generative AI

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Speech** | Not enough data | Not enough data | Not enough data | 

#### Communication

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Pop-up Chat** | Not enough data | 9.3 (14 reviews) | Not enough data | 
| **Notifications** | Not enough data | 9.2 (14 reviews) | Not enough data | 
| **Targeted Emails** | Not enough data | 9.0 (10 reviews) | Not enough data | 
| **In-App Messaging** | Not enough data | 9.0 (13 reviews) | Not enough data | 
| **Co-Browsing** | Not enough data | 8.0 (9 reviews) | Not enough data | 

####  Internal Use

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Customization ** | Not enough data | 8.4 (16 reviews) | Not enough data | 
| **Conversation Archiving** | Not enough data | 9.2 (11 reviews) | Not enough data | 
| **Lead Development** | Not enough data | 8.3 (12 reviews) | Not enough data | 
| **Knowledge Base** | Not enough data | 8.7 (13 reviews) | Not enough data | 
| **Team Inbox ** | Not enough data | 8.3 (13 reviews) | Not enough data | 
| **Customer Profiles** | Not enough data | 8.7 (13 reviews) | Not enough data | 

### Customer Self-Service

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Botpress** | 8.1/10 | 140 |

#### Generative AI

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Text Summarization** | Not enough data | Not enough data | 8.2 (102 reviews) | 

#### Self-Service Experience

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Knowledge Base** | Not enough data | Not enough data | 8.0 (120 reviews) | 
| **Searchable Articles** | Not enough data | Not enough data | Feature Not Available | 
| **Community Forums** | Not enough data | Not enough data | Feature Not Available | 
| **Mobile Optimization** | Not enough data | Not enough data | 7.1 (114 reviews) | 
| **Personalization** | Not enough data | Not enough data | 7.9 (112 reviews) | 

#### Self-Service Platform

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Branding** | Not enough data | Not enough data | 7.8 (113 reviews) | 
| **Automation** | Not enough data | Not enough data | 8.6 (118 reviews) | 
| **Artificial Intelligence** | Not enough data | Not enough data | 8.7 (118 reviews) | 
| **Integrations** | Not enough data | Not enough data | 8.3 (118 reviews) | 

#### Agentic AI - Customer Self-Service

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.2 (14 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.7 (15 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.1 (17 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.7 (15 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (15 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.8 (15 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.5 (14 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Botpress** | 8.2/10 | 40 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 8.3 (29 reviews) | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 8.2 (29 reviews) | 
| **AI Inference Speed** | Not enough data | Not enough data | 8.2 (29 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 8.0 (30 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 8.2 (30 reviews) | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 8.5 (24 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 8.0 (29 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 8.3 (28 reviews) | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 8.5 (30 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 8.3 (28 reviews) | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 8.2 (29 reviews) | 
| **AI Data Encryption** | Not enough data | Not enough data | 7.8 (23 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 7.9 (29 reviews) | 
| **AI Community Activity** | Not enough data | Not enough data | 8.3 (28 reviews) | 

### WhatsApp Marketing

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

#### WhatsApp Messaging - WhatsApp Marketing

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Botpress** | 7.7/10 | 12 |

#### Prompt Engineering - Large Language Model Operationalization (LLMOps) 

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Prompt Optimization Tools** | Not enough data | Not enough data | 8.8 (8 reviews) | 
| **Template Library** | Not enough data | Not enough data | 7.7 (8 reviews) | 

#### Inference Optimization - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Batch Processing Support** | Not enough data | Not enough data | 7.3 (8 reviews) | 

#### Model Garden - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Model Comparison Dashboard** | Not enough data | Not enough data | 7.3 (8 reviews) | 

#### Custom Training - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Fine-Tuning Interface** | Not enough data | Not enough data | 6.9 (8 reviews) | 

#### Application Development - Large Language Model Operationalization (LLMOps) 

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **SDK & API Integrations** | Not enough data | Not enough data | 6.3 (8 reviews) | 

#### Model Deployment - Large Language Model Operationalization (LLMOps) 

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **One-Click Deployment** | Not enough data | Not enough data | 9.0 (8 reviews) | 
| **Scalability Management** | Not enough data | Not enough data | 7.9 (8 reviews) | 

#### Guardrails - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Content Moderation Rules** | Not enough data | Not enough data | 8.1 (8 reviews) | 
| **Policy Compliance Checker** | Not enough data | Not enough data | 6.7 (8 reviews) | 

#### Model Monitoring - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Drift Detection Alerts** | Not enough data | Not enough data | Feature Not Available | 
| **Real-Time Performance Metrics** | Not enough data | Not enough data | 7.9 (8 reviews) | 

#### Security - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Data Encryption Tools** | Not enough data | Not enough data | Feature Not Available | 
| **Access Control Management** | Not enough data | Not enough data | 8.3 (8 reviews) | 

#### Gateways & Routers - Large Language Model Operationalization (LLMOps)

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Request Routing Optimization** | Not enough data | Not enough data | 8.1 (8 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Rasa** | N/A | N/A |
| **yellow.ai** | N/A | N/A |
| **Botpress** | 7.7/10 | 69 |

#### Customization - AI Agent Builders

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 7.9 (34 reviews) | 
| **Tone Customization** | Not enough data | Not enough data | 7.5 (32 reviews) | 
| **Security Guardrails** | Not enough data | Not enough data | 7.4 (34 reviews) | 

#### Functionality - AI Agent Builders

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 7.6 (33 reviews) | 
| **Agent Branding** | Not enough data | Not enough data | 8.1 (31 reviews) | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 7.8 (33 reviews) | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 7.3 (31 reviews) | 

#### Data and Analytics - AI Agent Builders

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 7.5 (34 reviews) | 
| **Contextual Awareness** | Not enough data | Not enough data | 7.8 (33 reviews) | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 8.2 (34 reviews) | 

#### Integration - AI Agent Builders

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 8.1 (36 reviews) | 
| **API Usage** | Not enough data | Not enough data | 7.6 (37 reviews) | 
| **Platform Interoperability** | Not enough data | Not enough data | 7.7 (37 reviews) | 
| **CRM Data Integration** | Not enough data | Not enough data | 7.3 (33 reviews) | 

### Conversational Commerce Platforms

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

#### Conversational AI - Conversational Commerce Platforms

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

### AI Orchestration

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

#### Workflow Design & Integration - AI Orchestration

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Dependency Management** | Not enough data | Not enough data | Not enough data | 
| **Workflow Coordination** | Not enough data | Not enough data | Not enough data | 
| **Multi-Provider API Connectivity** | Not enough data | Not enough data | Not enough data | 
| **Multi-Step Workflow Creation** | Not enough data | Not enough data | Not enough data | 
| **Enterprise System Integration** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Data Pipelines** | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization & Analytics - AI Orchestration

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Workflow Performance Dashboards** | Not enough data | Not enough data | Not enough data | 
| **Workflow Reporting** | Not enough data | Not enough data | Not enough data | 
| **Resource Utilization Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Computational Resource Management** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Scaling** | Not enough data | Not enough data | Not enough data | 
| **Component Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Governance & Compliance Controls - AI Orchestration

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Regulatory Compliance** | Not enough data | Not enough data | Not enough data | 
| **Governance Policy Enforcement** | Not enough data | Not enough data | Not enough data | 
| **Role-Based Access Control** | Not enough data | Not enough data | Not enough data | 
| **Audit Trail Management** | Not enough data | Not enough data | Not enough data | 
| **Security Protocols** | 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 |
| **Botpress** | N/A | N/A |

#### Natural Language Interaction - Conversational Interface Agents 

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 |
| **Botpress** | N/A | N/A |

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

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 | Botpress | 
|---|---|---|---|
| **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 |
| **Botpress** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **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 Botpress (7):** [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [Chatbots Software](https://www.g2.com/categories/chatbots), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [Customer Self-Service Software](https://www.g2.com/categories/customer-self-service), [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [AI Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents)


---
## Reviewer Demographics

### By Company Size

| Segment | Rasa | yellow.ai | Botpress | 
|---|---|---|---|
| **Small-Business** | 72.7% | 38.0% | 77.3% | 
| **Mid-Market** | 9.1% | 33.0% | 16.2% | 
| **Enterprise** | 18.2% | 29.0% | 6.4% | 

### 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%

#### Botpress

- **Information Technology and Services:** 14.4%
- **Computer Software:** 10.1%
- **Marketing and Advertising:** 9.5%
- **Consulting:** 6.5%
- **Financial Services:** 4.3%
- **Higher Education:** 3.8%
- **Education Management:** 3.0%
- **Health, Wellness and Fitness:** 2.4%
- **Telecommunications:** 1.9%
- **Automotive:** 1.9%
- **Other:** 42.1%

---
## Alternatives

### Alternatives to Rasa

- [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)
- [Drift](https://www.g2.com/products/drift/reviews) — 4.4/5 stars (1256 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)
- [Drift](https://www.g2.com/products/drift/reviews) — 4.4/5 stars (1256 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)

### Alternatives to Botpress

- [Drift](https://www.g2.com/products/drift/reviews) — 4.4/5 stars (1256 reviews)
- [Voiceflow](https://www.g2.com/products/voiceflow/reviews) — 4.6/5 stars (109 reviews)
- [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)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [Qualified](https://www.g2.com/products/qualified/reviews) — 4.9/5 stars (1486 reviews)
- [Kore.AI](https://www.g2.com/products/kore-ai/reviews) — 4.6/5 stars (474 reviews)
- [Landbot](https://www.g2.com/products/landbot/reviews) — 4.7/5 stars (334 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)

---
## 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:..."

### Botpress

- Title: [Is Botpress open source?](https://www.g2.com/discussions/is-botpress-open-source) — 3 comments
  > **Top comment:** "Yes botpress is an open source  AI software  design to build chatbots. "
- Title: [How do you use Botpress?](https://www.g2.com/discussions/how-do-you-use-botpress) — 2 comments
  > **Top comment:** "I use bot press on the cloud platform for designing chatbots it's an amazing tool to develop GUI-based chatbots and integrate with other websites. "
- Title: [Is Botpress good?](https://www.g2.com/discussions/is-botpress-good) — 2 comments, 2 upvotes
  > **Top comment:** "yes botpress is amazingly good even an ordinary end user can also design a very interactive chatbot so what else needed"
- Title: [What language does Botpress use?](https://www.g2.com/discussions/what-language-does-botpress-use) — 2 comments
  > **Top comment:** "Botpress is written in JavaScript and Node.js as its runtime environment."
- Title: [Is it possible to translate the backend to german? Some of our clients would prefer that.](https://www.g2.com/discussions/31311-is-it-possible-to-translate-the-backend-to-german-some-of-our-clients-would-prefer-that) — 1 comment, 1 upvote
  > **Top comment:** "Hi Frank, It's possible to translate it, but we haven't done it yet. It's currently available only in English and French. I suggest you request this as a..."

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