Top Free MLOps Platforms - Page 4

How Many MLOps Platforms Products Does G2 Track?

Total Products under this Category: 361

Category Stats (Sep 2026)

  • Average Rating: 4.51/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Anyscale (+2.39%) - Among all products in this category, Anyscale recorded the largest rating increase compared to last month

Last updated: September 15, 2026

How Does G2 Rank MLOps Platforms Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 7,800+ Authentic Reviews
  • 361+ 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 MLOps Platforms

G2 Grid® for MLOps Platforms plotting products by satisfaction and market presence

Highlighted products: Databricks, Gemini Enterprise Agent Platform, Microsoft Fabric, IBM watsonx.ai, Roboflow, Vertex Explainable AI, Amazon SageMaker, and Snowflake.

Underlying data: [Grid® JSON](https://www.g2.com/categories/mlops-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=microsoft-fabric&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=roboflow&focus%5B%5D=vertex-explainable-ai&focus%5B%5D=amazon-sagemaker&focus%5B%5D=snowflake)

cnvrg.io

The fastest way from research to production - cnvrg.io is an end to end data science platform that provides everything your team needs. Accelerate time from research to production with an all-in-one ML platform with advanced model management and MLOps, optimized for production.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate cnvrg.io?

  • Ease of Use: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind cnvrg.io?

  • Seller: cnvrg.io
  • Year Founded: 2016
  • HQ Location: Tel Aviv, IL
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of cnvrg.io?

iTuring.ai

iTuring.ai is an enterprise-grade AI/ML zero-code platform that automates end-to-end AI/ML lifecycle from Data to Decision, along with complete governance and ethicality. It is specifically tailored for the BFSI sector, not limited to banks and insurers. Founded in 2018 by Suman Kumar Singh, Amit Kumar, Mohammed Nawas M P and ably supported by Srivalsan Ponnachath in the US and Bryan McLachlan in South Africa, iTuring.ai enables financial institutions to build, govern, and operationalize AI with a transparent, audit-ready framework. It truly empowers financial institutions to automate the full lifecycle of AI model development, deployment, and governance. The platform integrates automation for data preparation, feature engineering, model deployment, and monitoring in a unified, compliance-ready environment. With its unique blend of explainability and scalability, iTuring is helping financial organizations navigate complex regulatory landscapes while cutting down manual effort and speeding up AI deployment cycles.

Average Rating: 3.8/5.0

Total Reviews: 2

How Do G2 Users Rate iTuring.ai?

  • Ease of Use: 5.8/10 (Category avg: 8.8/10)

Who Is the Company Behind iTuring.ai?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Do G2 Reviewers Say About iTuring.ai?

AI-generated summary from verified user reviews

Pros
  • Users find iTuring.ai's interface extremely user-friendly, enabling seamless machine learning model development for all skill levels.
  • Users find iTuring.ai's implementation ease appealing, enabling effortless model development for organizations of all sizes.
  • Users praise the ease of use of iTuring.ai, allowing all organizations to deploy machine learning models effortlessly.
Cons
  • Users find the missing audit features of iTuring.ai limiting, as they sometimes need additional model evaluation.

What Are Recent G2 Reviews of iTuring.ai?

Plainsight

Plainsight is a Vision AI platform that helps enterprises turn images and video into actionable operational intelligence. The Plainsight Platform simplifies the full computer vision lifecycle, from data collection and model training to deployment, monitoring, and continuous improvement. With Plainsight, teams can build, manage, and scale custom computer vision solutions that improve visibility, automate manual processes, reduce risk, and uncover insights from real-world environments. Plainsight is designed for enterprises that need production-ready Vision AI across industries such as restaurants, retail, manufacturing, logistics, and other operationally complex environments.For more information, visit https://plainsight.ai.

Average Rating: 4.5/5.0

Total Reviews: 5

How Do G2 Users Rate Plainsight?

  • Ease of Use: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Plainsight?

  • Seller: Plainsight
  • Year Founded: 2024
  • HQ Location: Greater Seattle Area, US
  • Twitter: @PlainsightAI
    1,456 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    22 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 80% Small, 20% Medium

What Do G2 Reviewers Say About Plainsight?

AI-generated summary from verified user reviews

Pros
  • Users value the no-code and low-code options of Plainsight, enhancing accessibility for AI vision projects.
  • Users value the no-code and low-code options in Plainsight, enhancing accessibility to AI vision capabilities.
  • Users value the no-code and low-code options of Plainsight, enhancing accessibility to AI vision technologies.
  • Users value the no-code and low-code options of Plainsight, enhancing accessibility for AI vision development.
  • Users appreciate the no-code and low-code options that make AI vision more accessible and user-friendly.
Cons
  • Users find that some advanced features require technical knowledge, limiting full utilization of Plainsight's capabilities.
  • Users note that while there are no-code options, some advanced features still require technical knowledge to utilize effectively.

What Are Recent G2 Reviews of Plainsight?

What Are G2 Users Discussing About Plainsight?

The Researcher Workspace

Built on Neuralith, RSpace gives R&D teams a lab-friendly cockpit where they can search literature, patents, and experimental data, launch multi-step agent workflows, and receive fully cited answers. It brings the power of the digital workforce to deep-knowledge discovery and innovation.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate The Researcher Workspace?

  • Ease of Use: 10.0/10 (Category avg: 8.8/10)
  • Scalability: 10.0/10 (Category avg: 9.0/10)
  • Metrics: 10.0/10 (Category avg: 8.7/10)
  • Framework Flexibility: 10.0/10 (Category avg: 8.7/10)

Who Is the Company Behind The Researcher Workspace?

  • Seller: Iris.ai
  • Year Founded: 2015
  • HQ Location: Norway , NO
  • LinkedIn® Page: linkedin.com
    35 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About The Researcher Workspace?

AI-generated summary from verified user reviews

Pros
  • Users praise the user-friendly interface of The Researcher Workspace, making it easy to navigate and utilize effectively.

What Are Recent G2 Reviews of The Researcher Workspace?

Yields for Performance

Chiron App is an award-winning data science platform and a model validation tool specifically designed to equip model risk managers, data scientists, and model validators with an AI-driven tool that has all the functionalities to efficiently manage model risk.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Yields for Performance?

  • Ease of Use: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Yields for Performance?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Yields for Performance?

What Are G2 Users Discussing About Yields for Performance?

Censius

Censius is an AI Observability Platform that enables enterprises of all sizes to confidently deploy their machine learning models into production. The company's flagship AI observability platform helps data science initiatives become more accountable and explainable. This all-in-one ML monitoring system allows you to proactively monitor end-to-end ML pipelines for drift, skew, data integrity, and data quality concerns.

Who Is the Company Behind Censius?

Contextual

Contextual empowers developers, system integrators, and businesses to seamlessly integrate AI into their products and operations. Our platform simplifies the design, development, and deployment of AI-enhanced solutions, enabling rapid, scalable, and cost-effective implementation. Key features include a one-click tech stack for immediate setup, AI-driven development to accelerate code generation, and built-in AI data enrichment for handling complex data effortlessly. Our cloud-native SaaS platform ensures scalability without heavy upfront investments, supported by comprehensive integration capabilities and a fully managed infrastructure. Contextual stands out by providing proactive support and continuous learning, ensuring clients always have access to the latest AI advancements and expertise.

Who Is the Company Behind Contextual?

Kalm

Kalm est un outil de gestion de projet tout-en-un pour les agences d'architecture. Il permet de centraliser son activité de maîtrise d'œuvre sur un seul outil, de la rédaction des pièces écrites, à la consultation des entreprises, au suivi financier et comptes-rendus de chantier. L'outil propose un espace client pour partager documents et informations en marque blanche à votre maîtrise d'ouvrage.

Who Is the Company Behind Kalm?

  • Seller: Kalm
  • Year Founded: 2023
  • HQ Location: Paris, FR
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Kognic

Kognic is the leader in autonomy data annotation, delivering the world's most productive platform for multi-modal sensor-fusion data. Purpose-built for cameras, LiDAR, radar, and temporal streams, Kognic helps autonomy teams accelerate development with premium quality and high-throughput workflows. Our unique advantage combines three elements: People — domain experts and a scalable global workforce operating under strict ethical standards; Platform — designed to minimize human effort, integrate automation, and optimize productivity; Processes — proven workflows for quality assurance, scale, and predictability. Together, this makes Kognic the price leader in autonomy data annotation — no one delivers more annotated autonomy data per dollar. Trusted by enterprise customers across the U.S., Europe, China, and Japan, Kognic has delivered over 100 million annotations with full ISO, SOC2, and TISAX certifications. We support flexible deployment models — cloud (SaaS), on-premise, or hybrid — and seamlessly integrate with customer ML pipelines, cloud storage (AWS, Azure, GCP), and frameworks like PyTorch and TensorFlow. From bounding boxes to trajectory evaluation, intent judging, and clip curation, Kognic adapts workflows to meet emerging autonomy needs. We evolve with the frontier of Physical AI, ensuring customers get the most annotated autonomy data for their budget.

Who Is the Company Behind Kognic?

  • Seller: Kognic
  • Year Founded: 2018
  • HQ Location: Gothenburg, SE
  • LinkedIn® Page: www.linkedin.com
    107 employees on LinkedIn®

Modzy

Modzy accelerates the deployment, integration, and governance of production-ready AI. With integrations for the leading data science and DevOps tools, teams count on Modzy to quickly and easily build AI-enabled applications in a standard, repeatable, and secure way. By leveraging Modzy as a central location for monitoring all AI across the enterprise or at the edge, leaders can establish governance and security while generating higher returns from AI: 🚀 Get your AI initiatives to market faster by launching new models in minutes, not months 💰 Cut your AI cloud costs by right-sizing your AI hardware footprint 🛡️ Protect your AI models from cyber threats and sophisticated adversarial attacks ☁️ Stop slow, expensive data transfers by running your AI workloads anywhere: In the cloud, at the data center, or at the edge Modzy was founded in 2019 with a clear purpose: Build a world where people and machines working together—outperform either working alone.​ Our company, based in Vienna, VA, serves fortune 500 customers in energy and utilities, telecom, manufacturing, life sciences, and the public sector.

Who Is the Company Behind Modzy?

Netra

Netra is an end-to-end AI observability, evaluation, and simulation platform that gives engineering teams complete visibility into every decision their AI agents make, from development through production. It is purpose-built for multi-step, multi-agent, and multi-tool workflows where traditional APM and LLM monitoring tools fall short. The platform is organized around four core capabilities. Observability delivers full-fidelity tracing across every LLM call, tool invocation, reasoning step, and retrieval, with real-time cost, latency, and error tracking. Evaluation enables teams to score agent quality automatically on every decision using built-in rubrics, custom LLM-as-judge evaluators, and code evaluators, with online evals running continuously on live traffic. Simulation lets teams stress-test agents against thousands of real and synthetic scenarios before production, using diverse personas and A/B comparisons against a baseline. Prompt Management provides a centralized workspace where every prompt is versioned, lineage-tracked, and rollback-safe, with every production response traceable back to its exact prompt version. Netra is built on OpenTelemetry, making it compatible with any OTLP-compliant backend and ensuring teams can get started with just 2 to 3 lines of code. It integrates with 14+ LLM providers including OpenAI, Anthropic, Google Gemini, and AWS Bedrock, and 12+ AI frameworks including LangChain, LangGraph, CrewAI, and LlamaIndex. The platform is SOC2 Type II certified and compliant with GDPR and HIPAA, with strict US and EU data residency and zero cross-region data sharing. Enterprise teams get on-premise deployment, isolated databases, and SSO. Available on a Free plan with no credit card required, a Pro plan at $39 per month, and custom Enterprise pricing.

Who Is the Company Behind Netra?

Ocular AI

Ocular AI is the Multimodal AI Data Lakehouse. With Ocular, AI teams can seamlessly ingest, catalog/curate, search, annotate, and train on video, image, and audio data — all on one AI-native platform. Built for speed, scale, and accuracy, Ocular transforms petabytes of raw, unstructured data into high-quality datasets and production-grade custom models, enabling the next generation of multimodal AI. Whether you're building computer vision systems, robotics perception models, or domain-specific generative AI, Ocular provides everything you need to go from data to model — fast. Ocular Foundry — The Multimodal Lakehouse for AI Foundry is a multimodal data lakehouse purpose-built for unstructured data workflows. It combines powerful infrastructure, intuitive tooling, and AI-native workflows into one cohesive platform. Ingest, Catalog, & Curate — Bring all your unstructured data into a single, unified platform. Foundry supports direct integrations with cloud storage, SDKs, APIs, and more to centralize enterprise-scale video, image, and audio datasets. Visualize and curate your data using embedding-powered interfaces for smarter, label-prioritized workflows. Search & Understand — Use natural language to search across petabytes of video and image data. Ask complex queries like “Show forklifts near a dock” or “Find red cars at night,” and Foundry will pinpoint exact frames and timestamps. The platform understands scenes, detects actions, reads embedded text, and locates key events across modalities. Annotate & Label with Agents & Humans— Supercharge annotation workflows with AI Data Agents, fine-tuned models, and human-in-the-loop collaboration. Use advanced tools for bounding boxes, segmentation, audio labeling, and frame-level tagging — all with project-specific ontologies and automated QA checks. Train & Evaluate — Fine-tune and evaluate custom models directly inside Foundry with integrated GPU-powered training. Track data lineage, monitor label coverage, and assess model readiness in real time with rich analytics and visual dashboards — no context switching or pipeline fragmentation. Foundry is the infrastructure layer built for teams solving hard AI problems with real-world, messy data. Bolt — Expert-in-the-Loop Annotation at Scale Bolt is Ocular’s high-precision annotation service designed for enterprises that need fast, accurate, domain-specific labeling. Unlike crowdwork platforms, Bolt is powered by trained professionals — engineers, medical experts, and QA specialists — to ensure every label meets your model’s unique requirements. With Bolt, you get: - Scalable annotations across video, image, and audio data - Expert-in-the-loop workflows for critical edge cases - Tight integration with Foundry for seamless project execution - Speed and accuracy without sacrificing context or quality Trusted by forward-thinking AI teams tackling the hardest multimodal AI problems. Ocular AI is SOC 2 compliant and designed to meet the security and performance demands of enterprise AI. Confidently build multimodal, production-ready models — all on one Multimodal Lakehouse.

Who Is the Company Behind Ocular AI?

  • Seller: Ocular AI
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Radicalbit

DataOps Platform for Streaming Data Integration & Real-Time Advanced Analytics

Who Is the Company Behind Radicalbit?

  • Seller: Radicalbit
  • HQ Location: Milan, IT
  • Twitter: @weareradicalbit
    262 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®