# AWS Bedrock vs Vertex AI Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Vertex AI excels in managing complex machine learning workflows, with users appreciating its ability to centralize the entire ML lifecycle. One user highlighted how it simplifies everything from data preparation to deployment, making it a robust choice for those looking to streamline their processes.
- **Users say** that AWS Bedrock offers a significant advantage with its unified API, allowing for easy switching between different models like Anthropic Claude 3.5 and Meta Llama 3. This flexibility is particularly beneficial for teams looking to future-proof their applications without extensive reconfiguration.
- **Reviewers mention** that Vertex AI's integration with Google Cloud is seamless, which enhances the overall user experience. Users have noted that this integration simplifies the management of ML projects, making it easier to deploy and monitor models effectively.
- **According to verified reviews** , AWS Bedrock's setup process is praised for its simplicity, with users finding it easy to get started. One reviewer specifically noted the great selection of foundational models available, which can be a strong selling point for teams needing quick access to various AI capabilities.
- **G2 reviewers highlight** that while Vertex AI has a slightly lower score in ease of setup compared to AWS Bedrock, its comprehensive features for model training and deployment make it a preferred choice for users who prioritize a full-fledged ML platform over initial setup speed.
- **Users report** that both platforms have their strengths in support and documentation, but AWS Bedrock edges out slightly in user satisfaction regarding support quality. Reviewers have noted that AWS's additional services provide good support, which can be crucial for teams relying on a broader ecosystem.



| | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 48 | 654 | 
| **Largest Market Segment** | Enterprise (39.6% of reviews) | Small-Business (42.2% of reviews) | 
| **Entry Level Price** | No pricing available | Pay As You Go Per Month | 

---
## Top Pros & Cons

### AWS Bedrock

Pros:
- Ease of Use (17 reviews)
- Model Variety (14 reviews)

Cons:
- Expensive (22 reviews)
- Complexity Issues (9 reviews)

### Vertex AI

Pros:
- Ease of Use (162 reviews)
- Model Variety (114 reviews)

Cons:
- Expensive (75 reviews)
- Learning Curve (63 reviews)

---
## Ratings Comparison
| Rating | AWS Bedrock | Vertex AI | 
|---|---|---|
  | **Meets Requirements** | 8.7 (48 reviews) | 8.6 (389 reviews) | 
  | **Ease of Use** | 8.1 (48 reviews) | 8.1 (400 reviews) | 
  | **Ease of Setup** | 8.4 (47 reviews) | 8.1 (322 reviews) | 
  | **Ease of Admin** | 9.0 (17 reviews) | 7.9 (150 reviews) | 
  | **Quality of Support** | 8.5 (47 reviews) | 8.1 (365 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.5 (16 reviews) | 8.3 (144 reviews) | 
  | **Product Direction (% positive)** | 9.3 (47 reviews) | 9.2 (383 reviews) | 

---
## Pricing

### AWS Bedrock

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Vertex AI

#### Entry-Level Pricing

Plan: Try Vertex AI Free

Price: Pay As You Go Per Month

Description: New customers get $300 in free credits to spend on Vertex AI.

Key Features:
- A unified UI for the entire ML workflow
- Pre-trained APIs for vision, video, natural language, and more
- End-to-end integration for data and AI

[Learn more about Vertex AI](https://www.g2.com/products/google-vertex-ai/reviews)

#### Free Trial

No

---
## Features Comparison By Category

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | N/A | N/A |
| **Vertex AI** | 8.4/10 | 87 |

#### Deployment

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.4 (76 reviews) | 
| **Framework Flexibility** | Not enough data | 8.1 (78 reviews) | 
| **Versioning** | Not enough data | 8.3 (76 reviews) | 
| **Ease of Deployment** | Not enough data | 8.4 (76 reviews) | 
| **Scalability** | Not enough data | 8.8 (75 reviews) | 

#### Deployment

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.5 (75 reviews) | 
| **Framework Flexibility** | Not enough data | 8.3 (73 reviews) | 
| **Versioning** | Not enough data | 8.4 (72 reviews) | 
| **Ease of Deployment** | Not enough data | 8.6 (74 reviews) | 
| **Scalability** | Not enough data | 8.7 (71 reviews) | 

#### Management

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Cataloging** | Not enough data | 8.2 (71 reviews) | 
| **Monitoring** | Not enough data | 8.5 (73 reviews) | 
| **Governing** | Not enough data | 8.0 (71 reviews) | 
| **Model Registry** | Not enough data | 8.1 (70 reviews) | 

#### Operations

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Metrics** | Not enough data | 8.2 (70 reviews) | 
| **Infrastructure management** | Not enough data | 8.5 (71 reviews) | 
| **Collaboration** | Not enough data | 8.3 (71 reviews) | 

#### Management

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Cataloging** | Not enough data | 8.1 (69 reviews) | 
| **Monitoring** | Not enough data | 8.4 (72 reviews) | 
| **Governing** | Not enough data | 8.3 (70 reviews) | 

#### Generative AI

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (37 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (37 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | N/A | N/A |
| **Vertex AI** | 8.2/10 | 247 |

#### System

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.2 (173 reviews) | 

#### Model Development

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Language Support** | Not enough data | 8.5 (209 reviews) | 
| **Drag and Drop** | Not enough data | 7.9 (182 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.5 (207 reviews) | 
| **Model Training** | Not enough data | 8.5 (209 reviews) | 

#### Model Development

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.2 (167 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.3 (204 reviews) | 
| **Natural Language Processing** | Not enough data | 8.5 (203 reviews) | 
| **Natural Language Generation** | Not enough data | 8.2 (200 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.3 (181 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.5 (167 reviews) | 
| **Deep Learning** | Not enough data | 8.5 (166 reviews) | 

#### Deployment

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Managed Service** | Not enough data | 8.3 (212 reviews) | 
| **Application** | Not enough data | 8.3 (203 reviews) | 
| **Scalability** | Not enough data | 8.6 (207 reviews) | 

#### Generative AI

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (109 reviews) | 
| **AI Text Summarization** | Not enough data | 8.3 (106 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.1 (105 reviews) | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.1 (38 reviews) | 
| **Multi-step Planning** | Not enough data | 7.8 (37 reviews) | 
| **Cross-system Integration** | Not enough data | 7.7 (38 reviews) | 
| **Adaptive Learning** | Not enough data | 7.9 (35 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.5 (37 reviews) | 
| **Proactive Assistance** | Not enough data | 7.5 (36 reviews) | 
| **Decision Making** | Not enough data | 7.7 (36 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | 8.4/10 | 18 |
| **Vertex AI** | 8.4/10 | 36 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI High Availability** | 9.1 (16 reviews) | 9.0 (31 reviews) | 
| **AI Model Training Scalability** | 8.6 (14 reviews) | 8.7 (32 reviews) | 
| **AI Inference Speed** | 8.0 (15 reviews) | 8.6 (31 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI Cost per API Call** | 7.8 (17 reviews) | 8.0 (34 reviews) | 
| **AI Resource Allocation Flexibility** | 8.6 (16 reviews) | 7.7 (31 reviews) | 
| **AI Energy Efficiency** | 7.9 (14 reviews) | 8.1 (30 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI Multi-cloud Support** | 8.6 (14 reviews) | 8.5 (30 reviews) | 
| **AI Data Pipeline Integration** | 9.0 (16 reviews) | 8.3 (32 reviews) | 
| **AI API Support and Flexibility** | 8.4 (16 reviews) | 8.5 (31 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 8.6 (14 reviews) | 8.7 (30 reviews) | 
| **AI Role-based Access Control** | 8.8 (15 reviews) | 8.3 (32 reviews) | 
| **AI Data Encryption** | 8.5 (14 reviews) | 8.9 (30 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **AI Documentation Quality** | 7.4 (16 reviews) | 8.2 (31 reviews) | 
| **AI Community Activity** | 7.7 (14 reviews) | 8.5 (31 reviews) | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | N/A | N/A |
| **Vertex AI** | 8.5/10 | 71 |

#### Integration - Machine Learning

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Integration** | Not enough data | 8.5 (68 reviews) | 

#### Learning - Machine Learning

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Training Data** | Not enough data | 8.5 (66 reviews) | 
| **Actionable Insights** | Not enough data | 8.3 (65 reviews) | 
| **Algorithm** | Not enough data | 8.8 (66 reviews) | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | 8.2/10 | 5 |
| **Vertex AI** | 9.0/10 | 26 |

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Prompt Optimization Tools** | 8.0 (5 reviews) | 8.8 (24 reviews) | 
| **Template Library** | 7.3 (5 reviews) | 9.0 (24 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Batch Processing Support** | Not enough data | 8.8 (22 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Model Comparison Dashboard** | 8.7 (5 reviews) | 9.3 (25 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Fine-Tuning Interface** | 7.7 (5 reviews) | 9.1 (24 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **SDK & API Integrations** | Not enough data | 9.2 (23 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **One-Click Deployment** | Not enough data | 9.0 (23 reviews) | 
| **Scalability Management** | 8.3 (5 reviews) | 8.7 (22 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Content Moderation Rules** | Not enough data | 8.7 (23 reviews) | 
| **Policy Compliance Checker** | Not enough data | 8.9 (22 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Drift Detection Alerts** | Not enough data | 8.7 (21 reviews) | 
| **Real-Time Performance Metrics** | Not enough data | 9.1 (22 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Data Encryption Tools** | 9.0 (5 reviews) | 9.1 (22 reviews) | 
| **Access Control Management** | Not enough data | 9.0 (23 reviews) | 

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

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Request Routing Optimization** | Not enough data | 8.9 (22 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | 7.9/10 | 8 |
| **Vertex AI** | 8.0/10 | 30 |

#### Customization - AI Agent Builders

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Natural Language Configuration** | 7.9 (7 reviews) | 8.6 (28 reviews) | 
| **Tone Customization** | 7.6 (7 reviews) | 7.6 (27 reviews) | 
| **Security Guardrails** | 7.7 (8 reviews) | 8.3 (26 reviews) | 

#### Functionality - AI Agent Builders

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Omni-channel Support** | 7.5 (8 reviews) | 8.1 (27 reviews) | 
| **Agent Branding** | 7.4 (7 reviews) | 7.3 (27 reviews) | 
| **Proactive Response Capabilities** | 7.4 (7 reviews) | 8.2 (26 reviews) | 
| **Seamless Human Escalation** | 8.1 (7 reviews) | 7.2 (27 reviews) | 

#### Data and Analytics - AI Agent Builders

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Analytics & Reporting** | 8.1 (7 reviews) | 7.8 (26 reviews) | 
| **Contextual Awareness** | 8.1 (7 reviews) | 7.9 (27 reviews) | 
| **Data Privacy Compliance** | 9.3 (7 reviews) | 8.1 (28 reviews) | 

#### Integration - AI Agent Builders

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Workflow Automation** | 8.3 (7 reviews) | 8.8 (28 reviews) | 
| **API Usage** | 8.3 (7 reviews) | 8.2 (30 reviews) | 
| **Platform Interoperability** | 7.9 (7 reviews) | 8.1 (28 reviews) | 
| **CRM Data Integration** | 7.5 (6 reviews) | 7.5 (27 reviews) | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Bedrock** | N/A | N/A |
| **Vertex AI** | N/A | N/A |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (3):** [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)


**Unique to Vertex AI (4):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | AWS Bedrock | Vertex AI | 
|---|---|---|
| **Small-Business** | 22.9% | 42.2% | 
| **Mid-Market** | 37.5% | 25.8% | 
| **Enterprise** | 39.6% | 31.9% | 

### By Industry

#### AWS Bedrock

- **Information Technology and Services:** 20.8%
- **Computer Software:** 18.8%
- **Financial Services:** 8.3%
- **Consulting:** 6.3%
- **Computer & Network Security:** 4.2%
- **Hospital & Health Care:** 4.2%
- **Human Resources:** 4.2%
- **Information Services:** 4.2%
- **Program Development:** 4.2%
- **Retail:** 4.2%
- **Other:** 20.8%

#### Vertex AI

- **Computer Software:** 17.9%
- **Information Technology and Services:** 14.3%
- **Financial Services:** 6.8%
- **Retail:** 3.6%
- **Hospital & Health Care:** 3.3%
- **Consulting:** 3.1%
- **Computer & Network Security:** 3.1%
- **Automotive:** 2.8%
- **Telecommunications:** 2.8%
- **Marketing and Advertising:** 2.4%
- **Other:** 39.9%

---
## Alternatives

### Alternatives to AWS Bedrock

- [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (485 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (756 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Postman](https://www.g2.com/products/postman/reviews) — 4.6/5 stars (1761 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (753 reviews)
- [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) — 4.4/5 stars (392 reviews)
- [Asana](https://www.g2.com/products/asana/reviews) — 4.4/5 stars (13489 reviews)
- [Notion](https://www.g2.com/products/notion/reviews) — 4.6/5 stars (11309 reviews)
- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) — 4.6/5 stars (7265 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5559 reviews)

### Alternatives to Vertex AI

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (197 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (88 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (756 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (48 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (767 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (166 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (676 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (609 reviews)
- [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (485 reviews)

---
## Top Discussions

### AWS Bedrock

No discussions available for this product.

### Vertex AI

- Title: [What is Google Cloud AI Platform used for?](https://www.g2.com/discussions/what-is-google-cloud-ai-platform-used-for) — 3 comments, 4 upvotes
  > **Top comment:** "Google cloud AI Platform enables us to build Machine learning models, that works on any type and any size of data. "
- Title: [What software libraries does cloud ML engine support?](https://www.g2.com/discussions/what-software-libraries-does-cloud-ml-engine-support) — 3 comments, 4 upvotes
  > **Top comment:** "Google Cloud ML Engine supports many software libraries, including TensorFlow, scikit-learn, XGBoost, Keras, etc...."
- Title: [What is Google AI platform?](https://www.g2.com/discussions/what-is-google-ai-platform) — 2 comments, 2 upvotes
  > **Top comment:** "The Google AI Platform is a comprehensive set of tools and services provided by Google Cloud to develop, deploy, and manage artificial intelligence. It..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/aws-bedrock-vs-google-vertex-ai)