Link copied to clipboard # Amazon Comprehend vs Google Cloud Natural Language API Comparison - What are their main differences? Share [ Export ](/compare/amazon-comprehend/google-cloud-natural-language-api/export.csv) Amazon ComprehendGoogle Cloud Natural...[+ Add Product](#) Reviews **Amazon Comprehend** [ 4.3/5(86) ](https://www.g2.com/products/amazon-comprehend/reviews#reviews) **Google Cloud Natural Language API** [ 4.3/5(121) ](https://www.g2.com/products/google-cloud-natural-language-api/reviews#reviews) Pricing **Amazon Comprehend** No pricing available **Google Cloud Natural Language API** Free Trial **Free** Per Month · Free **Pricing Insights** from reviews Time to Implement **Amazon Comprehend** 2 months Based on 6 responses **Google Cloud Natural Language API** 1 monthFaster Based on 6 responses Return on Investment **Amazon Comprehend** 10 months Based on 6 responses **Google Cloud Natural Language API** 9 months1 month sooner Based on 5 responses Perceived Cost **Amazon Comprehend** $$$$$ **Google Cloud Natural Language API** $$$$$ Average Discount **Amazon Comprehend** Not enough reviews yet **Google Cloud Natural Language API** 12% Pros & Cons **Amazon Comprehend** [ Access (1) ](https://www.g2.com/products/amazon-comprehend/reviews?filters%5Bsentiment_snippet%5D=2478343&qs=pros-and-cons#reviews)[ Content Creation (1) ](https://www.g2.com/products/amazon-comprehend/reviews?filters%5Bsentiment_snippet%5D=2478354&qs=pros-and-cons#reviews)[ Accuracy Issues (1) ](https://www.g2.com/products/amazon-comprehend/reviews?filters%5Bsentiment_snippet%5D=2478335&qs=pros-and-cons#reviews)[ Expensive (1) ](https://www.g2.com/products/amazon-comprehend/reviews?filters%5Bsentiment_snippet%5D=2478337&qs=pros-and-cons#reviews) **Google Cloud Natural Language API** [ Application Development (1) ](https://www.g2.com/products/google-cloud-natural-language-api/reviews?filters%5Bsentiment_snippet%5D=2292899&qs=pros-and-cons#reviews)[ Cloud Computing (1) ](https://www.g2.com/products/google-cloud-natural-language-api/reviews?filters%5Bsentiment_snippet%5D=1701555&qs=pros-and-cons#reviews)[ Not User-Friendly (1) ](https://www.g2.com/products/google-cloud-natural-language-api/reviews?filters%5Bsentiment_snippet%5D=2292472&qs=pros-and-cons#reviews) Integrations **Amazon Comprehend** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-cloudwatch.jpg "Product Avatar Image") Amazon CloudWatch ](https://www.g2.com/products/amazon-cloudwatch/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_504423766e296a0eeef13491cb738385/amazon-eventbridge.png "Product Avatar Image") Amazon EventBridge ](https://www.g2.com/products/amazon-eventbridge/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_bfafdbe1af738f48aaf1b60690c68223/amazon-opensearch-service.jpg "Product Avatar Image") Amazon OpenSearch Service ](https://www.g2.com/products/amazon-opensearch-service/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-s3-glacier.jpg "Product Avatar Image") Amazon S3 Glacier ](https://www.g2.com/products/amazon-s3-glacier/reviews)[ View all ](https://www.g2.com/products/amazon-comprehend/integrations) **Google Cloud Natural Language API** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_e2894f5a2f0d4a7de385125b178b4e11/five9-intelligent-cloud-contact-center-platform.png "Product Avatar Image") Five9 Intelligent Cloud... ](https://www.g2.com/products/five9-intelligent-cloud-contact-center-platform/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_6bb9d7c1ecfe4fe6e24f36b4124e03c0/google-cloud-storage.png "Product Avatar Image") Google Cloud Storage ](https://www.g2.com/products/google-cloud-storage/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_4a9a6d57cdd833bf0381d21fd9246641/google-workspace.png "Product Avatar Image") Google Workspace ](https://www.g2.com/products/google-workspace/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_da836c06c61c98d4a0795c7cfc3a9a5a/servicenow-it-service-management.jpg "Product Avatar Image") ServiceNow IT Service... ](https://www.g2.com/products/servicenow-it-service-management/reviews)[ View all ](https://www.g2.com/products/google-cloud-natural-language-api/integrations) Screenshots **Amazon Comprehend** ![Amazon Comprehend screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/92034/product-page-diagram-Amazon-Comprehend-How-It-Works.0433f4b4510c44678588d49599f5577541a2e1b1.png) **Google Cloud Natural Language API** ![Google Cloud Natural Language API screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1304454/Screenshot-2023-04-11-at-11.36.04-AM.png) Ratings Meets Requirements **Amazon Comprehend** 8.6 8.677 **Google Cloud Natural Language API** 8.7 8.7108 Ease of Use **Amazon Comprehend** 8.8 8.877 **Google Cloud Natural Language API** 8.8 8.8112 Ease of Setup **Amazon Comprehend** 8.3 8.333 **Google Cloud Natural Language API** 8.4 8.454 Ease of Admin **Amazon Comprehend** 8.1 8.120 **Google Cloud Natural Language API** 8.9 8.932 Quality of Support **Amazon Comprehend** 8.5 8.569 **Google Cloud Natural Language API** 8.6 8.6101 Has the product been a good partner in doing business? **Amazon Comprehend** 8.3 8.320 **Google Cloud Natural Language API** 8.4 8.432 Product Direction (% positive) **Amazon Comprehend** 9.1 9.175 **Google Cloud Natural Language API** 9.4 9.4104 Features Natural Language Understanding (NLU)[Hide 11 FeaturesShow 11 Features](javascript:void(0);) 8.4 43 8.5 70 Algorithm Part of Speech Tagging 8.8(won by 0.1) 28 8.7 50 Summarization 8.7(won by 0.1) 26 8.6 50 Named Entity Recognition 8.8(won by 0.1) 35 8.7 56 Sentiment Analysis 8.9 31 9.0(won by 0.1) 62 Emotion Detection 8.2(tied score) 24 8.2(tied score) 51 Language Detection 8.4 30 8.9(won by 0.5) 52 (There is a greater than 0.5 difference between this product's rating and its competitors) System Data Ingestion & Wrangling 8.5 29 8.6(won by 0.1) 51 Programming Language Support 8.1 28 8.9(won by 0.8) 52 (There is a greater than 0.5 difference between this product's rating and its competitors) Drag and Drop 8.1(won by 0.1) 25 8.0 46 Pre-Built Algorithms 8.6(tied score) 33 8.6(tied score) 58 Customizable Models 7.4(won by 0.3) 31 7.1 54 Text Analysis[Hide 58 FeaturesShow 58 Features](javascript:void(0);) 8.4 32 8.7 65 Setup Integration 8.7(won by 0.1) 27 8.6 61 Maintenance 8.6(won by 0.6) 27 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 57 No-Code 7.6 23 8.4(won by 0.8) 56 (There is a greater than 0.5 difference between this product's rating and its competitors) Third-Party Integrations Not enough data Not enough data Data Security 8.6 25 8.8(won by 0.2) 57 Data Visualization 8.1 25 8.6(won by 0.5) 55 (There is a greater than 0.5 difference between this product's rating and its competitors) Real-Time Data Not enough data Not enough data Visual Analytics Not enough data Not enough data Analysis Automation 8.0 26 8.9(won by 0.9) 53 (There is a greater than 0.5 difference between this product's rating and its competitors) Named entity recognition 8.3 24 9.1(won by 0.8) 53 (There is a greater than 0.5 difference between this product's rating and its competitors) Keyphrase Extraction 8.8 24 9.0(won by 0.2) 52 Topic Analysis 9.0(tied score) 26 9.0(tied score) 51 Sentiment Analysis 8.7 24 8.9(won by 0.2) 54 Language Identification 8.1 24 8.9(won by 0.8) 53 (There is a greater than 0.5 difference between this product's rating and its competitors) Syntax/Part of Speech Parsing 8.3 23 8.8(won by 0.5) 47 (There is a greater than 0.5 difference between this product's rating and its competitors) Multi-Language Not enough data Not enough data Trend Analysis Not enough data Not enough data Text Analysis Not enough data Not enough data Qualitative Comparative Analysis Not enough data Not enough data Statistical Analysis Not enough data Not enough data User Research Analysis Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Quantitative Analysis Not enough data Not enough data Customization Pre-Built Parameterization 8.2 25 8.4(won by 0.2) 49 Custom Extension 7.9 22 8.7(won by 0.8) 47 (There is a greater than 0.5 difference between this product's rating and its competitors) Compositionality 8.5 21 8.8(won by 0.3) 48 Generative AI AI Text Generation Not enough data 8.7(won by default) 45 AI Text Summarization Not enough data 8.9(won by default) 43 Generative AI Not enough data Not enough data Additional Functionality Monitoring Not enough data Not enough data Activity Tracking Not enough data Not enough data Data Collection Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Predictive Analytics Not enough data Not enough data Computer Assisted Coding Not enough data Not enough data Activity Dashboard Not enough data Not enough data Real-Time Analytics Not enough data Not enough data AI Copilot Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Data Import/Export Not enough data Not enough data Mixed Methods Research Not enough data Not enough data Website Analytics Not enough data Not enough data Multimedia Support Not enough data Not enough data Media Analytics Not enough data Not enough data Categorization/Grouping Not enough data Not enough data Data Storage Management Not enough data Not enough data Feedback Management Not enough data Not enough data Tagging Not enough data Not enough data Collaboration Tools Not enough data Not enough data Single Sign On Not enough data Not enough data Drag & Drop Not enough data Not enough data Annotations Not enough data Not enough data Customizable Branding Not enough data Not enough data Data Coding Not enough data Not enough data Multiple Data Sources Not enough data Not enough data API Not enough data Not enough data Search/Filter Not enough data Not enough data Customizable Reports Not enough data Not enough data Show 1 feature category with incomplete data Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality Tagging Not enough data Not enough data Natural Language Processing Not enough data Not enough data Data Extraction Not enough data Not enough data Multi-Language Not enough data Not enough data Predictive Analytics Not enough data Not enough data Drag & Drop Not enough data Not enough data Speech Recognition Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Data Storage Management Not enough data Not enough data Virtual Personal Assistant (VPA) Not enough data Not enough data AI Copilot Not enough data Not enough data Customer Segmentation Not enough data Not enough data Collaboration Tools Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data For eCommerce Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Customizable Branding Not enough data Not enough data Search/Filter Not enough data Not enough data Monitoring Not enough data Not enough data Document Management Not enough data Not enough data API Not enough data Not enough data Data Visualization Not enough data Not enough data Trend Analysis Not enough data Not enough data Machine Learning Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Alerts/Escalation Not enough data Not enough data Performance Metrics Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Mobile App Not enough data Not enough data Multiple Data Sources Not enough data Not enough data For Sales Teams/Organizations Not enough data Not enough data Sentiment Analysis Not enough data Not enough data Activity Dashboard Not enough data Not enough data Chatbot Not enough data Not enough data Workflow Automation Not enough data Not enough data User Insights Reviewers' Company Size [![Amazon Comprehend](https://images.g2crowd.com/uploads/product/hd_favicon/1528476495/amazon-comprehend.svg "Amazon Comprehend")](https://www.g2.com/products/amazon-comprehend/reviews) Amazon Comprehend Small-Business(50 or fewer emp.) 39.3% Mid-Market(51-1000 emp.) 40.5% Enterprise(\> 1000 emp.) 20.2% [![Google Cloud Natural Language API](https://images.g2crowd.com/uploads/product/hd_favicon/13609196cbe0a2ebcb718bd26f6a0e4e/google-cloud-natural-language-api.svg "Google Cloud Natural Language API")](https://www.g2.com/products/google-cloud-natural-language-api/reviews) Google Cloud Natural Language API Small-Business(50 or fewer emp.) 52.1% Mid-Market(51-1000 emp.) 23.1% Enterprise(\> 1000 emp.) 24.8% Small-Business (50 or fewer emp.) 39.3% 52.1% Mid-Market (51-1000 emp.) 40.5% 23.1% Enterprise (\> 1000 emp.) 20.2% 24.8% Reviewers' Industry [![Amazon Comprehend](https://images.g2crowd.com/uploads/product/hd_favicon/1528476495/amazon-comprehend.svg "Amazon Comprehend")](https://www.g2.com/products/amazon-comprehend/reviews) Amazon Comprehend Information Technology and Services 17.9% Accounting 11.9% Computer Software 10.7% Financial Services 6.0% Retail 6.0% Other 47.6% [![Google Cloud Natural Language API](https://images.g2crowd.com/uploads/product/hd_favicon/13609196cbe0a2ebcb718bd26f6a0e4e/google-cloud-natural-language-api.svg "Google Cloud Natural Language API")](https://www.g2.com/products/google-cloud-natural-language-api/reviews) Google Cloud Natural Language API Computer Software 20.2% Information Technology and Services 20.2% Education Management 5.0% Telecommunications 4.2% Banking 3.4% Other 47.1% FAQs ## Amazon Comprehend vs Google Cloud Natural... FAQs Generated using AI Last updated: August 14, 2026 ### What is the difference between Google Cloud Natural... vs Amazon Comprehend? Google Cloud Natural Language API and Amazon Comprehend are rated equally by G2 reviewers, but Google Cloud Natural Language API is favored for slightly easier setup and administration, while Amazon Comprehend is noted for its integration with AWS services and broader NLP capabilities. | | [Google Cloud Natural Language API](https://www.g2.com/products/google-cloud-natural-language-api/reviews) | [Amazon Comprehend](https://www.g2.com/products/amazon-comprehend/reviews) | | --- | --- | --- | | G2 Rating (reviews) | 4.3/5 (113 reviews) | 4.3/5 (84 reviews) | | Largest Segment | Mid-Market | Small-Business | | Ease of Setup score | 8.5 | 8.2 | | Quality of Support score | 8.6 | 8.5 | | Top Reviewer-Cited Strength | Features | Ease of Use | ### How do the pricing models of Google Cloud Natural... and Amazon Comprehend compare? Google Cloud Natural Language API and Amazon Comprehend are rated at parity for price satisfaction, with no material difference in reviewer sentiment on value. - **Google Cloud Natural Language API:** In recent reviews, many cite concerns about usage-based pricing becoming expensive at higher volumes, but also mention friendly pricing for smaller workloads. - **Amazon Comprehend:** Reviewers frequently mention that costs can become steep when processing large volumes of data, and the pay-as-you-go model is highlighted as both a benefit and a challenge depending on scale. ### What are the best alternatives to Google Cloud Natural... and Amazon Comprehend? The top three alternatives to Google Cloud Natural Language API and Amazon Comprehend are Altair AI Studio, Microsoft Text Analytics API, and — (no third alternative with sufficient data). | Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength | | --- | --- | --- | --- | --- | | [Google Cloud Natural Language API](https://www.g2.com/products/google-cloud-natural-language-api/reviews) | 4.3/5 (113 reviews) | Mid-Market | Usage-based pricing can become expensive at scale | Features | | [Amazon Comprehend](https://www.g2.com/products/amazon-comprehend/reviews) | 4.3/5 (84 reviews) | Small-Business | Pay-as-you-go model can be costly for large volumes | Ease of Use | | [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) | 4.6/5 (533 reviews) | Small-Business | — | — | | [Microsoft Text Analytics API](https://www.g2.com/products/microsoft-text-analytics-api/reviews) | 4.4/5 (14 reviews) | — | — | — | ### Which Natural Language Understanding (NLU) features should I prioritize when comparing Google Cloud Natural... and Amazon Comprehend? Buyers comparing Google Cloud Natural Language API and Amazon Comprehend should prioritize sentiment analysis, entity recognition, ease of integration, pricing satisfaction, and customization capabilities. - **Sentiment Analysis:** Both products are frequently praised for sentiment analysis, with Google Cloud Natural Language API and Amazon Comprehend each cited in recent reviews for accuracy and usefulness. - **Entity Recognition:** Both products are highlighted for entity extraction, with Amazon Comprehend also noted for PII detection and custom entity recognition. - **Ease of Integration:** Google Cloud Natural Language API is praised for integration with Google Cloud services, while Amazon Comprehend is frequently cited for integration with AWS Lambda and S3. - **Pricing Satisfaction:** Both products receive mixed feedback on pricing, with reviewers noting costs can rise at scale. - **Customization Capabilities:** Amazon Comprehend is noted for custom classification and entity recognition, while Google Cloud Natural Language API is cited as having limited advanced customization options. ### What are the pros and cons of Google Cloud Natural... vs Amazon Comprehend? Google Cloud Natural Language API's headline strength is its feature set and ease of integration, while Amazon Comprehend is most praised for ease of use and integration with AWS services. - **Google Cloud Natural Language API strengths:** Features (all-time mentions: 1), accurate text analysis, easy integration with Google Cloud, reliable performance, and strong sentiment/entity analysis. - **Google Cloud Natural Language API trade-offs:** Limited advanced customization, usage-based pricing can become expensive at scale, and challenges with nuanced language understanding. - **Amazon Comprehend strengths:** Ease of use (all-time mentions: 1), broad NLP capabilities including sentiment analysis, entity recognition, PII detection, and strong integration with AWS ecosystem. - **Amazon Comprehend trade-offs:** Accuracy issues (all-time mentions: 1), can be expensive at high volumes, limited customization for highly specialized domains, and initial training/setup may require more data for optimal accuracy. ### Is Google Cloud Natural... or Amazon Comprehend better for small businesses? Amazon Comprehend is the better fit for small businesses, as its largest reviewer segment is Small-Business and reviewers highlight ease of use and integration with AWS services. - **Google Cloud Natural Language API:** Largest segment is Mid-Market; reviewers note ease of integration and strong features, but mention pricing can be a concern for smaller workloads. - **Amazon Comprehend:** Largest segment is Small-Business; reviewers consistently praise its ease of use, straightforward integration, and suitability for automating text analysis without deep ML expertise. ### Which Natural Language Understanding (NLU) platform has better integrations? Amazon Comprehend is favored for integrations, with reviewers frequently citing its integration with AWS Lambda and S3. - **Google Cloud Natural Language API:** Reviewers mention integration with Google Cloud services and other Google APIs in recent reviews. - **Amazon Comprehend:** AWS Lambda integration is cited in recent reviews, with 2 all-time mentions, and S3 integration is also frequently highlighted. ### How do Google Cloud Natural... and Amazon Comprehend compare on customer support? Google Cloud Natural Language API and Amazon Comprehend are rated at parity for Quality of Support, with scores of 8.6 and 8.5 respectively, indicating no material difference. - **Google Cloud Natural Language API:** Reviewers describe support as responsive and helpful, with several citing positive experiences and quick resolutions. - **Amazon Comprehend:** Reviewers consistently mention helpful support, with many noting prompt responses and effective assistance for setup and troubleshooting. ### Which is easier to implement, Google Cloud Natural... or Amazon Comprehend? Google Cloud Natural Language API is rated slightly higher for Ease of Setup (8.5 vs 8.2), indicating a marginal advantage in implementation. - **Google Cloud Natural Language API:** Reviewers frequently highlight minimal setup, clear documentation, and straightforward integration with Google Cloud services. - **Amazon Comprehend:** Reviewers note easy setup and use, but mention that initial configuration and training for custom models can require more effort and data. Alternatives **Amazon Comprehend Alternatives** ![Rapidminer AI Studio](https://images.g2crowd.com/uploads/product/hd_favicon/501888c80a82c58e3c4f752bbd3902f5/rapidminer-studio.svg "Rapidminer AI Studio") [ Rapidminer AI Studio ](/products/rapidminer-studio/reviews) ![Google Cloud Translation API](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_aeae116c52945fdecd7ed16d621cb315/google-cloud-translation-api.png "Google Cloud Translation API") [ Cloud Translation API ](/products/google-cloud-translation-api/reviews) ![Microsoft Text Analytics API](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_ba028ad6bf0db22d615af59f2f972e74/microsoft-text-analytics-api.jpg "Microsoft Text Analytics API") [ Microsoft Text Analytics API ](/products/microsoft-text-analytics-api/reviews) ![NLTK](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_340a6594f1cf7641e0f135a2ae9ca5e7/nltk.jpeg "NLTK") [ NLTK ](/products/nltk/reviews) **Google Cloud Natural Language API Alternatives** ![Rapidminer AI Studio](https://images.g2crowd.com/uploads/product/hd_favicon/501888c80a82c58e3c4f752bbd3902f5/rapidminer-studio.svg "Rapidminer AI Studio") [ Rapidminer AI Studio ](/products/rapidminer-studio/reviews) ![Microsoft Text Analytics API](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_ba028ad6bf0db22d615af59f2f972e74/microsoft-text-analytics-api.jpg "Microsoft Text Analytics API") [ Microsoft Text Analytics API ](/products/microsoft-text-analytics-api/reviews) ![SAP HANA Cloud](https://images.g2crowd.com/uploads/product/hd_favicon/b5f8f986beca96ab0027c693ee762fb9/sap-hana-cloud-2025-10-01.svg "SAP HANA Cloud") [ SAP HANA Cloud ](/products/sap-hana-cloud-2025-10-01/reviews) ![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya") [ SAS Viya ](/products/sas-sas-viya/reviews) ## Amazon Comprehend vs Google Cloud Natural Language API When assessing the two solutions, reviewers found them equally easy to use. However, Google Cloud Natural Language API is easier to set up and administer. Reviewers also preferred doing business with Google Cloud Natural Language API overall. - Reviewers felt that Google Cloud Natural Language API meets the needs of their business better than Amazon Comprehend. - When comparing quality of ongoing product support, reviewers felt that Google Cloud Natural Language API is the preferred option. - For feature updates and roadmaps, our reviewers preferred the direction of Google Cloud Natural Language API over Amazon Comprehend.