Best Machine Learning Software - Page 34

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)

Deevio

Who Is the Company Behind Deevio?

  • Seller: Deevio
  • Year Founded: 2018
  • HQ Location: Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

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How it works

Demografy 360

Demografy is a privacy by design customer demographics prediction AI platform. Core features: * Demographic segmentation * Demographic analytics * API integration Key advantages: * 100% coverage of lists * Accuracy estimate before purchase * GDPR-compliance as no sensitive data is required. Demografy can work with only first names or masked last names Use cases: * Actionable analytics about your customers to get demographic insights * Appending missing demographic data to your records for customer segmentation and targeted marketing campaigns * Enhanced personalization knowing you customer better Unlike traditional solutions, you don’t need to know and disclose your customer or prospect addresses, emails or other sensitive information. You can provide even masked last names keeping personal data in-house. This makes Demografy privacy by design and enables you to get 100% coverage of your audience since all you need to know is names.

Who Is the Company Behind Demografy 360?

DevisionX

DevisionX is a pioneering AI company specializing in computer vision solutions that empower businesses to seamlessly integrate AI vision technologies into their operations. Their flagship product, Tuba.AI, is a no-code/low-code platform designed to simplify the development and deployment of AI vision applications, making advanced AI accessible to users without extensive coding expertise. Key Features and Functionality: - No-Code/Low-Code Platform: Tuba.AI offers an intuitive interface that allows users to label datasets, train models, and deploy AI vision applications without writing code, accelerating the development process. - End-to-End AI Vision Workflow: The platform provides a comprehensive suite of tools covering the entire AI vision pipeline, from data ingestion and labeling to model training and deployment, ensuring a seamless workflow. - Customizable Integration: Tuba.AI supports flexible integration options, enabling businesses to tailor AI vision solutions to their specific needs and seamlessly incorporate them into existing systems. - Edge-Optimized Deployment: The platform facilitates efficient deployment of AI models on edge devices, optimizing performance and reducing latency for real-time applications. Primary Value and Solutions Provided: DevisionX addresses the challenges businesses face in adopting AI vision technologies by offering a user-friendly platform that eliminates the need for extensive coding knowledge. By streamlining the development and deployment of AI vision applications, Tuba.AI enables organizations to enhance operational efficiency, improve product quality, and drive innovation across various industries, including manufacturing, e-commerce, and retail. This democratization of AI empowers businesses to leverage advanced computer vision capabilities to solve complex problems and gain a competitive edge in their respective markets.

Who Is the Company Behind DevisionX?

Dexmen

Who Is the Company Behind Dexmen?

  • Seller: Dexmen
  • Year Founded: 2020
  • HQ Location: Tampere, FI
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Dext

Automate bookkeeping with Dext, invoice to payment. AI captures, extracts & codes receipts/invoices, syncs to Xero, QBO & 36+ platforms. You stay in control. 12,000+ firms trust Dext. Manage your bookkeeping workflows from invoice to payment in one AI-powered platform. Our intelligent, cloud-based bookkeeping automation platform is built for accountants, bookkeepers, and growing businesses. It connects document capture, extraction, categorisation, approvals, expenses and payments in one workflow, powered by AI built specifically for bookkeeping, not generic AI, so your business gets accurate, real-time financial data with you in control. More than 700,000 businesses and 12,000+ accounting firms trust Dext. Each year, the platform processes over 350 million financial documents at over 99% extraction accuracy, and connects to more than 11,500 banks, platforms, and accounting systems worldwide. How Dext works 1. Capture invoices and receipts – Snap a photo, upload a PDF, forward by email or WhatsApp, or connect a data feed. 2. Extract key data with AI – Reads supplier, amount, tax, due date and more. 3. Categorise and enrich automatically – AI suggests categories, descriptions, and payment methods, learning from how your business or practice works. 4. Sync with accounting software – Send accurate data to Xero, QuickBooks, Sage, and 36+ platforms. 5. Approve and pay – Manage the full accounts payable workflow, with built-in approvals and security checks. 6. Reconcile transactions – Automatic matching keeps accounts accurate and up to date. Receipt capture and submission options: Capture data however you prefer: snap a photo, submit receipts individually or in bulk, calculate mileage using GPS, and manage expense claims from the mobile app, or send documents by email, WhatsApp, Dropbox, drag-and-drop, or direct bank feed. Bookkeeping automation, AI and accounts payable Supplier rules and smart splits automate categorisation and posting, while AI Assist, Dext's agentic AI, learns how you work and suggests smarter automations, transparent, optional and fully auditable. Nothing publishes without review and sign-off. Dext manages the rest of the accounts payable workflow too: approvals and supplier payments, with built-in security checks. Integrations and ecosystem Dext connects to more than 11,500 banks, e-commerce platforms and payment systems, syncing with 36+ accounting platforms including Xero, QuickBooks and Sage, plus Amazon, Shopify, Stripe and PayPal. This removes duplicate entry and supports every business type. Expense management Digital approval workflows and automated reimbursements simplify expense management for businesses and firms alike. Multi-level approvals, real-time spend visibility, multi-currency support and mileage tracking are all built in. Reliability and accuracy Dext matches transactions with bank feeds automatically, catching duplicates and flagging missing documents, delays and bottlenecks before they become problems, no spreadsheets or manual checks needed. Security and compliance All data is stored in the EU, encrypted at every stage, with least-privilege access. Dext is ISO/IEC 27001 certified and GDPR-compliant, with a live Trust Centre available anytime. Dext never sells customer data, every supplier is vetted, and the platform maintains over 99.99% uptime. Recognition and ratings - 30 G2 Leader Badges across six categories in the Fall 2026 Report: Expense Management, Invoice Management, OCR, Mileage Tracking, Accounting Practice Management, and Travel & Expense. - Xero App Partner of the Year (UK and US, 2024) - QuickBooks Developer Spotlight 2024 - SME News Best Cloud-Based Accounting Software 2023 - Rated 4.7 stars on Trustpilot, 4.8 stars on the App Store, and 4.5 stars on Google Play FAQs Does Dext integrate with accounting software? Yes. Dext integrates directly with Xero, QuickBooks, Sage, and 36+ accounting platforms, plus more than 11,500 banks, platforms, and systems worldwide. Is Dext just a receipt capture or OCR tool? No. Dext has evolved beyond receipt capture and OCR into a full intelligent bookkeeping automation platform, managing the complete workflow from invoice to payment, with AI at its core. Does Dext support e-invoicing? In France, Dext is one of the first government-certified Aggregated Platforms (PA) for e-invoicing, trusted by more than 2,000 accounting firms and 290,000 businesses, and has won five Gold Medals at France's Palmarès du Monde du Chiffre (a leading awards program for the French accounting industry). Start your 14-day free trial today and experience intelligent bookkeeping automation with Dext.

Average Rating: 4.6/5.0

Total Reviews: 387

How Do G2 Users Rate Dext?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 8.7/10)
  • Ease of Use: 9.3/10 (Category avg: 8.5/10)
  • Quality of Support: 8.9/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.2/10 (Category avg: 8.5/10)

Who Is the Company Behind Dext?

  • Seller: IRIS Software Group
  • Company Website:
  • Year Founded: 1978
  • HQ Location: Slough, United Kingdom
  • LinkedIn® Page: www.linkedin.com
    3,115 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Director, Accountant
  • Top Industries: Accounting, Financial Services
  • Company Size: 87% Small, 11% Medium

What Do G2 Reviewers Say About Dext?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Dext, which streamlines workflows and enhances efficiency in managing documents.
  • Users value the time-saving features of Dext, enhancing workflow efficiency and simplifying transaction management significantly.
  • Users appreciate the automation capabilities of Dext, significantly reducing manual work and enhancing workflow efficiency.
  • Users highlight the automation efficiency of Dext, significantly reducing manual work and streamlining financial processes.
  • Users value the speed and efficiency of Dext, enhancing workflow and simplifying transaction management significantly.
Cons
  • Users express concerns over pricing issues with Dext, citing unauthorized charges and costly plan changes without consent.
  • Users express frustration over billing issues with Dext, highlighting unauthorized charges and poor communication regarding plan changes.
  • Users often face slow processing times with Dext, leading to delays in document handling and data fetching.
  • Users express frustration over approval issues with Dext, noting complications in plan changes and billing practices.
  • Users are frustrated with Dext’s expensive practices, including unauthorized charges and misleading subscription changes.

What Are Recent G2 Reviews of Dext?

What Are G2 Users Discussing About Dext?

DIHUAVA

DIHUAVA by HS Global AI is an enterprise offline AI digital human software platform designed for interactive kiosks, 3D hologram boxes, and spatial displays. Unlike cloud-dependent digital human solutions, DIHUAVA runs its core conversational AI workflow locally on dedicated edge hardware. It combines voice activity detection, speech recognition, local document retrieval (RAG), language model reasoning, and 3D avatar lip-sync to enable natural, real-time interactions without requiring continuous cloud connectivity. Key capabilities include: - **Offline AI execution:** Core conversational processing runs locally on dedicated GPU hardware. - **Local knowledge retrieval:** Answers questions using company documents and knowledge bases. - **Multilingual interaction:** Supports 29+ global languages and 7 Indian regional languages. - **Hardware integration:** Designed for interactive kiosks, 3D hologram boxes, and glasses-free 3D spatial displays. - **Enterprise management:** Optional centralized management through LAN or secure cloud configurations. DIHUAVA is designed for enterprises, financial institutions, healthcare facilities, retail environments, and other organizations seeking private, interactive AI-powered customer experiences.

Who Is the Company Behind DIHUAVA?

Dilr

Who Is the Company Behind Dilr?

  • Seller: Dilr
  • Year Founded: 2025
  • HQ Location: Harrow, GB
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Dino AI Trainer

Dino AI Trainer is a desktop application for training, testing, and running modern object detection models directly on your own PC. The app is designed for users who want to work with DINO-style AI models, detection workflows, custom datasets, and local training without relying on cloud services. With Dino AI Trainer, you can prepare datasets, select model checkpoints, start training runs, test detection results, and manage AI workflows from one graphical desktop interface. The application is especially useful for computer vision projects where custom objects need to be detected in images or videos. The app focuses on local execution. Your files, datasets, images, videos, model checkpoints, and training outputs remain on your computer unless you manually choose to move, upload, or share them through external tools. Dino AI Trainer provides a practical environment for experimenting with object detection models, comparing results, and building custom detection pipelines. Whether you are testing a small dataset, training a custom detector, checking a model checkpoint, or running detection on local media, Dino AI Trainer gives you a desktop workflow for AI model training and inference.

Who Is the Company Behind Dino AI Trainer?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT
  • Phone: +1 (877) 276-2464
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026