--- title: Conjecture Reviews meta_title: 'Conjecture Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 11 reviews by the users' company size, role or industry to find out how Conjecture works for a business like yours. aggregate_rating: rating_value: 4.3 review_count: 11 scale: '5' date_modified: '2026-06-21' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # Conjecture Reviews **Vendor:** Conjecture **Category:** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Average Rating:** 4.3/5.0 **Total Reviews:** 11 ## About Conjecture Conjecture is a framework for building machine learning models in Hadoop using the Scalding DSL that enable the development of statistical models as viable components in a wide range of product settings. ## Conjecture Reviews ### 1. Easy to use and manage big data. **Rating:** 5.0/5.0 stars **Reviewed by:** Cansel D. | Assistant It Manager, Enterprise (> 1000 emp.) **Reviewed Date:** September 18, 2023 **What do you like best about Conjecture?** It is readily comprehensible and accesible for developers of all levels. The foremost feature worth highlighing is its user friendliness. It proves to be an outstanding machine learning tool for integration into your projects. **What do you dislike about Conjecture?** Scaling up for extensive data processing can be challenging. There are occasional integration issues with our company`s applications which we hope will be fixed in upcoming updates. **What problems is Conjecture solving and how is that benefiting you?** Conjecture stands out as a Hadoop based machine-leaning tool that I appreciate. My experience with the product has been educational particularly in terms of its proficiency in managing vast datasets and streamlining the creation of workflow solutions whoch saves time and proves highly beneficial. ### 2. Go to machine learning framework **Rating:** 4.5/5.0 stars **Reviewed by:** Diwakar S. | Lead Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 04, 2023 **What do you like best about Conjecture?** Helps in managing the large amounts of data. In my team we have integrated it with Hadoop which makes it easier to handle enormous amount of data and it can be easily connected with ETL procedures. Testing and deploying the model is quite easy. **What do you dislike about Conjecture?** Nothing so far. It's been a great experience. One thing I would like to point out is if more documentations/tutorials are added for each topic it will be great. **What problems is Conjecture solving and how is that benefiting you?** It is very user friendly tool to handle large inputs and works seamlessly. We have used it as a performance scaling tool as well. It works just great. ### 3. One of the best machine learning framework ! **Rating:** 4.0/5.0 stars **Reviewed by:** Yash R. | Full Stack Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** February 03, 2023 **What do you like best about Conjecture?** Conjecture helped us in many ways, from scaling the model in the production environment to enhancing performance. Also, it helped our team with a collaborative environment to work together, test, and deploy the model. It also provides excellent integration with popular ML libraries like scikit-learn and tensorflow. Also, version control for models and data worked like a charm! **What do you dislike about Conjecture?** There is nothing much to dislike, but previously the repository was public on GitHub, but now it's read-only and archived. But it workes seamlessly ! **What problems is Conjecture solving and how is that benefiting you?** we are using conjecture framework for scale the performance of the app in production, also using this as collaborative tool . ### 4. Provides a good machine learning framework. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Consumer Services | Small-Business (50 or fewer emp.) **Reviewed Date:** April 10, 2023 **What do you like best about Conjecture?** It's has given an easy and understandable framework to use. Ease of use and combination of hadoop and scalding is the best feature that I would like to mention. It helps in mangaing big amount of data. **What do you dislike about Conjecture?** Ot is amazing to work with though it sometime kind of gets difficult to incorporate with company's technology. To solve this easier and simpler tutorial should be provided. **What problems is Conjecture solving and how is that benefiting you?** Conjecture helps in easier management of large amount of data. It is quite flexible and handles inputs very smoothly. Also, its very user friendly. In thos way it saves you a lot of time. ### 5. Best User friendly and effective ML software that I have used **Rating:** 5.0/5.0 stars **Reviewed by:** Faraz K. | Systems Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 06, 2022 **What do you like best about Conjecture?** It is easily understandable and usable to any developer. Ease of use is the most important feature that i would like to mention. Great Machine learning tool to implement in your work. The combination of hadoop and scalding makes it easy to manage large amounts of data. **What do you dislike about Conjecture?** Like I mentioned and recomment that it is the best. Haven't found anything to dislike as I have used it till now. Would like to mention that the user friendlyness could be increased and more people should get to know about this software and its effectiveness. **What problems is Conjecture solving and how is that benefiting you?** It solves my most important problem of handling large amounts of data that I usually have to work with. It also handles multiple inputs and is very flexible. any user won't take much time to get along with the usefulness of Conjecture. ### 6. "Conjecture handles lots of data and builds time-saving workflows." **Rating:** 4.5/5.0 stars **Reviewed by:** Moon A. | Technology Consultant, Small-Business (50 or fewer emp.) **Reviewed Date:** July 26, 2022 **What do you like best about Conjecture?** Conjecture is a Hadoop machine learning framework that uses Scalding DSL (DSL). It is an open-source C++ framework in optical character recognition that is modular and extensible (OCR). Its binary classification, which gives each data point one of two possible labels, that's the most advanced part of the Conjecture package. When deploying models, they can be consumed by live web code or the web stack directly via the dataset loader. Conjecture is flexible and can handle multiple inputs. The integration with Hadoop and Scalding makes it simple to manage enormous amounts of data and connect to preexisting ETL procedures. **What do you dislike about Conjecture?** Conjecture is an excellent tool; however, it needs to be made more user-friendly, and there should be additional tutorials. Occasionally, it has problems integrating with my company's software platform. It is the best available; the challenge is figuring out how to incorporate it into our technology best. **What problems is Conjecture solving and how is that benefiting you?** Conjecture is a Hadoop machine-learning tool I like. I've learned much about the product and its handling large amounts of data, and building workflow solutions is time-saving and valuable. The easy-to-use design is intuitive, and the Conjecture helped simplify Scalding DSL processes. ### 7. Hadn't expected this much of easiness while using **Rating:** 4.0/5.0 stars **Reviewed by:** Shivangi B. | COO, Small-Business (50 or fewer emp.) **Reviewed Date:** April 12, 2022 **What do you like best about Conjecture?** The user-friendly overall design won't take you long to get its hang. I got to know about it through my colleague. Firstly I didn't give it much thought but once I used it there is no going back. **What do you dislike about Conjecture?** There should be more PR of this as very few know about it. Also, a few tutorials won't harm and will come in handy during the delegation **Recommendations to others considering Conjecture:** Definitely try it once you won't regret it. **What problems is Conjecture solving and how is that benefiting you?** Handling large amounts of data and building workflow solutions is time-saving and can have multiple uses. We are certainly more productive, but a lot still can be done through the server's side. ### 8. I have done many surveys on opinion leader app and some other app **Rating:** 4.5/5.0 stars **Reviewed by:** Shubham K. | Associate Manager- IT Sales, Small-Business (50 or fewer emp.) **Reviewed Date:** June 02, 2022 **What do you like best about Conjecture?** It help in understanding the things easily because someone who gives conjecture he/she experienced these things . **What do you dislike about Conjecture?** People put opinion on basis of their experience and whose needs have not fulfilled they gives bad conjencture about that things and effect amny even 90% people likes the software/product, anything. **What problems is Conjecture solving and how is that benefiting you?** It's help me in knowing the product by understanding the review/opinion of people who has experienced the product. ### 9. Easy to Use **Rating:** 4.0/5.0 stars **Reviewed by:** Ashish A. | Growth Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** March 17, 2022 **What do you like best about Conjecture?** Back in 2018, there were limited ML software to be used with Scalding DSL so conjecture proved itself it to be very handy during the difficult processes. I think it stands some points against competition **What do you dislike about Conjecture?** Large scaling and working with heavy data volumes is quite hard. It sometimes gives issues with integrating with my company's application. I would like to see more updates in 2022 **Recommendations to others considering Conjecture:** Its bit hard at beginning but you will get hang of it **What problems is Conjecture solving and how is that benefiting you?** I was working with classifiers using conjecture in my company's application. ### 10. Conjecture Review **Rating:** 5.0/5.0 stars **Reviewed by:** Usman S. | Software Tester, Small-Business (50 or fewer emp.) **Reviewed Date:** April 14, 2022 **What do you like best about Conjecture?** Conjecture is a machine Learning Tool used in hadoop. I like it very much. The development using this tool is very interesting for me. **What do you dislike about Conjecture?** It is very good tool. But there should be some more tutorial and need more users. **What problems is Conjecture solving and how is that benefiting you?** I use it machine learning Development. ### 11. Simplistic **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** June 05, 2018 **What do you like best about Conjecture?** Over all one of the most simple add on ever, most intuitive, and helps manage to get the things done. I love the extension it gives. **What do you dislike about Conjecture?** Personally, I do realy like everything about this, it is genuinely the best out their. The only issue I have is finding the best place to include it within my company’s technology **What problems is Conjecture solving and how is that benefiting you?** Conquering how to build things together. ## Conjecture Discussions - [What is Conjecture used for?](https://www.g2.com/discussions/what-is-conjecture-used-for) - [View Conjecture pricing details and edition comparison](https://www.g2.com/products/conjecture/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-30+10%3A20%3A01+-0500&secure%5Bsession_id%5D=3b6dde8f-a253-4669-8dc3-bd4b2bb00f3d&secure%5Btoken%5D=6764e26c336206c69dfd3f543dea8721fe8d82bba246ff99f2a699aeba591183&format=llm_user) ## Conjecture Features **Integration - Machine Learning** - Integration **Learning - Machine Learning** - Training Data - Actionable Insights - Algorithm ## Top Conjecture Alternatives - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) - 4.5/5.0 (4,040 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) - 4.4/5.0 (1,941 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) - 4.5/5.0 (1,277 reviews)