# Keysight Eggplant vs machine-learning in Python Comparison | | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Star Rating** | 4.2 out of 5 | 4.6 out of 5 | | **Total Reviews** | 95 | 50 | | **Largest Market Segment** | Enterprise (42.5% of reviews) | Small-Business (40.4% of reviews) | | **Entry Level Price** | Free Trial | No pricing available | --- ## Top Pros & Cons ### Keysight Eggplant Pros: - Ease of Use (8 reviews) - Automation (6 reviews) Cons: - Browser Compatibility (1 reviews) - Browser Compatibility Issues (1 reviews) ### machine-learning in Python Pros: - Machine Learning (10 reviews) - Ease of Use (8 reviews) Cons: - Difficult Learning (3 reviews) - Dependency Issues (2 reviews) --- ## Ratings Comparison | Rating | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Meets Requirements** | 8.6 (67 reviews) | 9.0 (40 reviews) | | **Ease of Use** | 8.9 (70 reviews) | 9.0 (43 reviews) | | **Ease of Setup** | 8.1 (27 reviews) | 9.0 (34 reviews) | | **Ease of Admin** | 7.7 (28 reviews) | 8.9 (19 reviews) | | **Quality of Support** | 8.6 (70 reviews) | 8.7 (39 reviews) | | **Has the product been a good partner in doing business?** | 8.8 (27 reviews) | 8.6 (18 reviews) | | **Product Direction (% positive)** | 8.5 (68 reviews) | 10.0 (37 reviews) | --- ## Pricing ### Keysight Eggplant #### Entry-Level Pricing Plan: Free Trial Price: Free Trial Key Features: - 30-day evaluation - Customized for your needs - Desktop trial [Browse all 3 editions](https://www.g2.com/products/keysight-eggplant/pricing) #### Free Trial Yes ### machine-learning in Python #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Load Testing Tools | Product | Score | Reviews | |---|---|---| | **Keysight Eggplant** | 8.6/10 | 10 | | **machine-learning in Python** | N/A | N/A | #### Functionality | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Stress Testing** | 9.0 (8 reviews) | Not enough data | | **Extreme Cases** | 8.5 (8 reviews) | Not enough data | | **Test Variety** | 8.8 (8 reviews) | Not enough data | #### Reporting | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Reporting** | 8.1 (7 reviews) | Not enough data | ### Automation Testing | Product | Score | Reviews | |---|---|---| | **Keysight Eggplant** | 8.3/10 | 62 | | **machine-learning in Python** | N/A | N/A | #### Functionality | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Test Feedback** | 8.4 (55 reviews) | Not enough data | | **Test History** | 8.2 (56 reviews) | Not enough data | | **Customization** | 8.1 (56 reviews) | Not enough data | | **Test Variety** | 8.5 (56 reviews) | Not enough data | #### Automation | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Organization** | 8.3 (56 reviews) | Not enough data | | **Reliability** | 8.1 (57 reviews) | Not enough data | | **Thoroughness** | 8.2 (57 reviews) | Not enough data | #### Agentic AI - Automation Testing | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **Keysight Eggplant** | N/A | N/A | | **machine-learning in Python** | 9.0/10 | 17 | #### Integration - Machine Learning | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Integration** | Not enough data | 8.7 (5 reviews) | #### Learning - Machine Learning | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Training Data** | Not enough data | 8.8 (10 reviews) | | **Actionable Insights** | Not enough data | 9.2 (10 reviews) | | **Algorithm** | Not enough data | 9.2 (10 reviews) | ### Software Testing | Product | Score | Reviews | |---|---|---| | **Keysight Eggplant** | N/A | N/A | | **machine-learning in Python** | N/A | N/A | #### Agentic AI - Software Testing | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | ### AI Software Testing Tools | Product | Score | Reviews | |---|---|---| | **Keysight Eggplant** | N/A | N/A | | **machine-learning in Python** | N/A | N/A | #### AI Test Generation & Authoring | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **UI-Based Test Generation** | Not enough data | Not enough data | | **Natural Language Test Creation** | Not enough data | Not enough data | | **Test Coverage Suggestions** | Not enough data | Not enough data | #### Test Maintenance & Resilience | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Self-healing** | Not enough data | Not enough data | | **Dynamic Element Locators** | Not enough data | Not enough data | | **AI-Powered Test Maintenance** | Not enough data | Not enough data | #### Execution & Analytics | Feature | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Intelligent Reporting** | Not enough data | Not enough data | | **Visual Anomaly Detection** | Not enough data | Not enough data | | **Root Cause Analysis** | Not enough data | Not enough data | --- ## Categories **Shared Categories (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Unique to Keysight Eggplant (4):** [Load Testing Tools](https://www.g2.com/categories/load-testing-tools), [Software Testing Tools](https://www.g2.com/categories/software-testing), [Automation Testing Tools](https://www.g2.com/categories/automation-testing-tools), [AI Software Testing Tools](https://www.g2.com/categories/ai-software-testing-tools) --- ## Reviewer Demographics ### By Company Size | Segment | Keysight Eggplant | machine-learning in Python | |---|---|---| | **Small-Business** | 34.5% | 40.4% | | **Mid-Market** | 23.0% | 25.5% | | **Enterprise** | 42.5% | 34.0% | ### By Industry #### Keysight Eggplant - **Computer Software:** 18.4% - **Information Technology and Services:** 12.6% - **Hospital & Health Care:** 10.3% - **Telecommunications:** 9.2% - **Retail:** 8.0% - **Automotive:** 8.0% - **Financial Services:** 4.6% - **Banking:** 3.4% - **Airlines/Aviation:** 2.3% - **Computer & Network Security:** 2.3% - **Other:** 20.7% #### machine-learning in Python - **Computer Software:** 26.1% - **Information Technology and Services:** 19.6% - **Research:** 10.9% - **Banking:** 4.3% - **Hospital & Health Care:** 4.3% - **Higher Education:** 4.3% - **Accounting:** 2.2% - **Automotive:** 2.2% - **Aviation & Aerospace:** 2.2% - **Design:** 2.2% - **Other:** 21.7% --- ## Alternatives ### Alternatives to Keysight Eggplant - [Tricentis Tosca](https://www.g2.com/products/tricentis-tosca/reviews) — 4.3/5 stars (76 reviews) - [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) — 4.6/5 stars (7579 reviews) - [Katalon True Platform](https://www.g2.com/products/katalon-true-platform/reviews) — 4.4/5 stars (224 reviews) - [TestComplete](https://www.g2.com/products/testcomplete/reviews) — 4.2/5 stars (97 reviews) - [Ranorex Studio](https://www.g2.com/products/ranorex-studio/reviews) — 4.2/5 stars (258 reviews) - [BrowserStack](https://www.g2.com/products/browserstack/reviews) — 4.4/5 stars (3330 reviews) - [Postman](https://www.g2.com/products/postman/reviews) — 4.6/5 stars (1778 reviews) - [TestRail](https://www.g2.com/products/testrail/reviews) — 4.4/5 stars (611 reviews) - [Panaya Smart Testing and Change Intelligence](https://www.g2.com/products/panaya-smart-testing-and-change-intelligence/reviews) — 4.5/5 stars (516 reviews) - [Agentforce 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews) — 4.5/5 stars (4004 reviews) ### Alternatives to machine-learning in Python - [Weka](https://www.g2.com/products/weka/reviews) — 4.3/5 stars (13 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (799 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5563 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1954 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1284 reviews) - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (749 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) --- ## Top Discussions ### Keysight Eggplant - Title: [What is Keysight Eggplant Platform used for?](https://www.g2.com/discussions/what-is-keysight-eggplant-platform-used-for) — 1 comment > **Top comment:** "Automation " - Title: [How much is eggplant software?](https://www.g2.com/discussions/how-much-is-eggplant-software) — 1 comment *(includes official response)* > **Top comment:** "Because each of our clients has unique needs and challenges that require a personalized approach, our pricing is tailored to the specific requirements of..." - Title: [What is eggplant AI?](https://www.g2.com/discussions/what-is-eggplant-ai) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "Eggplant uses AI / ML to accelerate the testing process by identifying all possible paths a user can take and predicting areas that are at high risk for..." - Title: [What does eggplant software do?](https://www.g2.com/discussions/what-does-eggplant-software-do) — 1 comment, 1 upvote *(includes official response)* > **Top comment:** "Keysight Eggplant is a software test automation platform automates the entire testing process, from test case generation to results analytics. Eggplant uses..." ### machine-learning in Python - Title: [Which Python version is best for machine learning?](https://www.g2.com/discussions/which-python-version-is-best-for-machine-learning) — 2 comments > **Top comment:** "For windows 7 and above user's, Python 3.9 and above are best. For mac user's they can go for latest release python 3.10 and above." - Title: [What is Python with machine learning?](https://www.g2.com/discussions/what-is-python-with-machine-learning) — 1 comment > **Top comment:** "Firstly python is just a way to get machine learning things get done not inter related to machine learning. But using python in machine learning will help..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/keysight-eggplant-vs-machine-learning-in-python)