Best Machine Learning Software - Page 45

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,246

Category Stats (Nov 2026)

  • Average Rating: 4.34/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+1.96%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 17,600+ Authentic Reviews
  • 1,246+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Machine Learning Software

G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence

Highlighted products: Gemini platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Google Cloud Recommendations AI, Alteryx, Amazon Personalize, and Google Cloud TPU.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu)

HUD

Who Is the Company Behind HUD?

HWML

Who Is the Company Behind HWML?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

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Hyperscience

Hyperscience is the category pioneer for AI-driven back-office and intelligent document processing. Our turnkey technology consistently delivers 99.5% accuracy and 98% automation, what we call hyperautomation. We seamlessly handle various content types, from structured forms to intricate contracts, utilizing proprietary ML models for text classification and extraction. By connecting to hundreds of enterprise systems and workflows, Hyperscience powers back-office operations with unparalleled efficiency. Hyperscience introduces advanced digital tools to your back office, eliminating the dependence on manual labor, tools, and outdated systems, and replacing inefficiencies with a singular, efficient software-based approach.

Average Rating: 4.6/5.0

Total Reviews: 54

How Do G2 Users Rate Hyperscience?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 8.7/10)
  • Ease of Use: 9.3/10 (Category avg: 8.5/10)
  • Quality of Support: 9.1/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Hyperscience?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 44% Medium, 33% Large

What Do G2 Reviewers Say About Hyperscience?

AI-generated summary from verified user reviews

Pros
  • Users highlight the high accuracy of Hyperscience for structured data extraction, enhancing automation and efficiency.
  • Users value the high accuracy and automation in data extraction, enhancing efficiency and ease of use.
  • Users laud Hyperscience for its user-friendly AI technology, enhancing efficiency in drug candidate identification and clinical trials.
  • Users value the high accuracy and automation in data extraction, appreciating the ease of adding new documents.
Cons
  • Users face a significant learning curve with Hyperscience due to complex semi-structured extraction processes and extensive training requirements.
  • Users face learning difficulties with Hyperscience due to complex sampling requirements and lack of AI features.
  • Users find the limited features of Hyperscience hinder progress, especially in semi-structured extraction and AI capabilities.
  • Users find a lack of AI features in Hyperscience, hindering efficiency and competitiveness against other IDP tools.
  • Users find ML limitations in Hyperscience due to required human involvement and lack of AI features, hindering efficiency.

What Are Recent G2 Reviews of Hyperscience?

What Are G2 Users Discussing About Hyperscience?

iCDS - Customs Declaration Software

Customs Declarations Software is the essential category of trade compliance platforms designed to manage and automate the electronic submission of customs entries to national authorities, such as the UK’s HMRC Customs Declaration Service (CDS). This system utilises AI-Powered technology to process complex trade data, calculate duties, and ensure that the necessary regulatory requirements are met for both import and export shipments. The core function is to facilitate rapid, secure data exchange between high-volume traders, customs agents, freight forwarders and customs authorities, ensuring data consistency, accelerating customs clearance, and providing comprehensive audit trails to guarantee robust compliance with evolving global trade rules.

Who Is the Company Behind iCDS - Customs Declaration Software?

  • Seller: iCustoms
  • Year Founded: 2022
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    66 employees on LinkedIn®
  • Ownership: iCustoms

iconPRO

iconPRO.io is the easiest way to make high-quality icons or graphics for your website, app or print project. iconPRO.io icon maker has a gigantic library of symbols (aka: glyphs or icons) to choose from. With over 100 backgrounds to choose from - you can make literally millions of uniquely designed icons in a matter of minutes!

Average Rating: 4.2/5.0

Total Reviews: 12

How Do G2 Users Rate iconPRO?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 9.2/10 (Category avg: 8.5/10)
  • Quality of Support: 9.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind iconPRO?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 83% Small, 17% Medium

What Are Recent G2 Reviews of iconPRO?

iENS - S&S GB Compliance Software

The iCustoms iENS - S&S GB Compliance Software is a definitive AI-powered Trade Compliance Solution engineered to manage the mandatory pre-arrival safety and security filings for goods entering Great Britain (GB) via the S&S GB service and submitting the Entry Summary Declaration (ENS). These systems provide the necessary AI-Automation and data validation tools to ensure that the high-volume traders, carriers, and customs agents and freight forwarders can submit the complex, multi-field declaration accurately and rapidly, ensuring seamless HMRC compliance across all transport modes (road, rail, air, maritime). The core function of this software is to mitigate the risk of customs intervention, guarantee robust compliance with UK security requirements, and provide a comprehensive, traceable audit trail for all GB inbound cargo movements across all modes of transport via its Store Records function.

Who Is the Company Behind iENS - S&S GB Compliance Software?

  • Seller: iCustoms
  • Year Founded: 2022
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    66 employees on LinkedIn®
  • Ownership: iCustoms

ifesca

Who Is the Company Behind ifesca?

  • Seller: ifesca
  • Year Founded: 2016
  • HQ Location: Ilmenau, DE
  • LinkedIn® Page: www.linkedin.com
    32 employees on LinkedIn®

Impactive AI

Impactive AI is a software company that offers artificial intelligence-powered enterprise prediction solutions.

Who Is the Company Behind Impactive AI?

Implicit BPR

A recommender model that learns a matrix factorization embedding based off minimizing the pairwise ranking loss described in the paper.

Who Is the Company Behind Implicit BPR?

ImpriMed

ImpriMed is a pioneering precision medicine company that leverages artificial intelligence (AI) to revolutionize cancer treatment by providing personalized drug response predictions. Initially focusing on veterinary oncology, ImpriMed has expanded its services to human oncology, aiming to enhance treatment efficacy and patient outcomes through data-driven insights. Key Features and Functionality: - AI-Driven Drug Response Predictions: Utilizes machine learning models trained on extensive clinical data to predict individual responses to various cancer therapies. - Ex Vivo Drug Sensitivity Testing: Analyzes live cancer cells from patients to assess their reaction to a panel of anticancer drugs, providing actionable insights for treatment planning. - Comprehensive Service Offerings: Offers services such as the Personalized Prediction Profile, Immunoprofile, Flow Cytometry, and PARR (PCR for Antigen Receptor Rearrangement) testing, catering to both veterinary and human oncology needs. Primary Value and Problem Solved: ImpriMed addresses the challenge of selecting effective cancer treatments by providing personalized predictions of drug efficacy. This approach reduces the reliance on trial-and-error methods, minimizes unnecessary side effects, and accelerates the initiation of effective therapies. For veterinary patients, this means improved quality of life and better treatment outcomes. In human oncology, ImpriMed's services aim to enhance precision in treatment selection, ultimately improving patient survival rates and reducing healthcare costs associated with ineffective treatments.

Who Is the Company Behind ImpriMed?

  • Seller: ImpriMed
  • Year Founded: 2017
  • HQ Location: Palo Alto, US
  • LinkedIn® Page: www.linkedin.com
    45 employees on LinkedIn®

incon.ai

Who Is the Company Behind incon.ai?

  • Seller: incon.ai
  • Year Founded: 2021
  • HQ Location: Zurich, CH
  • LinkedIn® Page: linkedin.com
    7 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026