Arize AI Alternatives (September 2025)

Increase model velocity and improve AI outcomes with Arize AI’s ML observability platform. Discover issues, diagnose problems, and improve performance.

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24+ reviews

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1.
AI Observability and LLM Security | WhyLabs
https://whylab
.ai/

Explore WhyLabs, the leading platform for AI observability, LLM security, and model monitoring. Guardrail Generative AI applications in real-time to mitigate data leakage, prompt attacks, and hallucinations.

2.
Weights & Biases: The AI Developer Platform
https://wand
.ai/

Weights & Biases is the leading AI developer platform to train and fine-tune models, manage models from experimentation to production, and track and evaluate GenAI applications powered by LLMs.

3.
Aporia - The AI Control Platform | Real-time Guardrails & Security
https://www.apori
.com/

Use Aporia to mitigate hallucinations, prompt injection attacks and other AI risks so you can focus on shipping the best AI apps.

4.
Comet ML - Build better models faster
https://www.come
.ml/

Track, compare, and reproduce your ML experiments with Comet's machine learning platform. Leverage insights to build better models, faster.

5.
MLOps at Big tech velocity | TrueFoundry
https://www.truefoundr
.com/

Train and deploy ML models and LLMs on top of Kubernetes at the speed of Big Tech with 100% reliability and scalability. Slash production costs by 30-40% and release models to production faster. Training jobs, inference services, GPUs and more on your own infra.

6.
vFunction | The Architectural Observability Platform
https://vfunctio
.com/

vFunction is the first AI-driven Architectural Observability Platform designed to improve application modularity, scalability, and engineering velocity by finding and fixing architectural technical debt (ATD).

7.
Monte Carlo | Data Reliability Delivered
https://www.montecarlodat
.com/

Monte Carlo’s Data Observability platform increases trust in data by eliminating data downtime, so engineers innovate more and fix less.

8.
Clarifai, the AI Workflow Orchestration Platform
https://www.clarifa
.com/

Clarifai is the leading AI orchestration platform to quickly build, manage, orchestrate and operationalize AI on-prem, air-gapped, or in the cloud.

9.
Data Observability Platform | Unravel Data
https://www.unraveldat
.com/

Go beyond data observability, to AI-powered actionability for optimization and automated governance.

10.
New Relic | Monitor, Debug and Improve Your Entire Stack
https://www.newreli
.com/

Sign up for free, no credit card required with New Relic the all-in-one observability platform for engineers to monitor, debug, and improve their entire stack.

11.
Enterprise Data Observability Platform | Acceldata
https://www.acceldat
.io/

Discover Acceldata's data observability platform to improve data reliability, optimize costs, and enhance operational efficiency across hybrid environments.

12.
Observo.ai - AI-Powered Observability
https://www.observ
.ai/

Using AI/ML, Observo.ai elevates observability and helps you reduce security and observability costs by 50% or more while resolving incidents 40% faster

13.
Full Stack Cloud Observability | Middleware
https://middlewar
.io/

Middleware observability platform provides complete visibility into your apps & stack, so you can monitor & diagnose issues at scale.

14.
Full stack observability solution — built on The Elastic Search AI Platform | Elastic
https://www.elasti
.co/observability/

Learn more about Elastic Observability — the most widely deployed GenAI optimized observability solution. You get full stack visibility and actionable insights to go from real-time to proactive....

15.
Flow AI – Advanced Evaluations and Model Merging for LLM Applications
https://www.flowrit
.com/

Flow AI is the system for evaluating and improving your LLM application. Leverage open language model judges and merge your own proprietary models. Ideal for modern AI teams aiming to streamline their LLM development.

16.
Rakuten SixthSense - Unified Observability
http://sixthsense.rakute
.com/

Unlocking deep insights with Full-Stack Observability, powerful SixthSense AI for Cognitive AIOps, Data Observability, and robust API Security.

17.
Cohere | The leading AI platform for enterprise
https://coher
.ai/

Cohere provides industry-leading large language models (LLMs) and RAG capabilities tailored to meet the needs of enterprise use cases that solve real-world problems.

19.
Full Stack Monitoring and Observability | StackState
https://www.stackstat
.com/

Get out-of-the-box full stack monitoring and observability, expert guidance and actionable insights in a single intuitive interface with StackState.

20.
Mozark | Observability Platform For Delivering Zero-defect Digital Experiences
https://mozar
.ai/

Monitor the user experience on your app or network without privacy intrusive end user data collection agents or expensive backend telemetry data collection

21.
UbiOps - AI Model Serving & Orchestration
https://www.ubiop
.com/

Powerful model serving and orchestration for your AI & ML projects, without the hassle of managing Kubernetes & cloud infrastructure.

22.
Apica: Elevate APM with Top Observability & Data Platforms.
https://logi
.ai/

Harness unparalleled operational insight with Apica's Observatory Platform. Designed for modern enterprises, our solution delivers scalable, powerful, and cost-effective APM monitoring for complex computing ecosystems.

23.
Distributed Deep Learning and Hyperparameter Tuning Platform | Determined AI
https://determine
.ai/

Open source deep learning training platform that enables data scientists to train better models, with built-in hyperparameter tuning and distributed training

24.
Observability for the Cloud Native Generation | Chronosphere
https://chronospher
.io/

Chronosphere is the only cloud native observability platform that helps teams quickly resolve incidents while controlling costs. Learn how.

25.
Motadata: Unified Observability & IT Service Management Platform
https://www.motadat
.com/

Empower your operations with Motadata: Unified Observability & IT Service Management. Gain insights, streamline tasks, & optimize performance

26.
Dynatrace | Modern cloud done right
https://www.dynatrac
.com/

Innovate faster, operate more efficiently, and drive better business outcomes with observability, AI, automation, and application security in one platform.

27.
Unified monitoring for Apps, Websites, Servers, and Logs | Atatus
https://www.atatu
.com/

Atatus is a full-stack observability tool that let you identify the performance bottlenecks and helps you optimize your application at the right time. Try it for free!!

28.
Valohai | The Scalable MLOps Platform
https://valoha
.com/

The Valohai MLOps platform enables CI/CD for ML and pipeline automation on-prem and any-cloud.

29.
Coralogix - Full-Stack Observability Platform with In-Stream Data Analytics
https://coralogi
.com/

Generate infinite insights for all observability data at scale with Coralogix – when and where you need them – with no limitations

30.
Data Observability Platform for Modern Data Teams | Metaplane
https://metaplan
.dev/

Metaplane is a data observability platform that helps data teams know when things break, what went wrong, and how to fix it.

31.
Decube: Data Trust Platform for the AI Era
https://decub
.io/

Decube - Your data trust platform for the AI Era. Enhance data management, trust, and compliance with advanced tools and analytics.

32.
Labelbox | Data-centric AI Platform for Building & Using AI
https://labelbo
.com/

Discover how leading teams use Labelbox to build AI applications, train and fine-tune models, and automate tasks with LLMs

33.
CloudZero: The Cloud Cost Intelligence Platform
http://cloudzer
.com/

Every engineering decision is a buying decision. Build cost-efficient software in the cloud without slowing down innovation.

34.
SuperAnnotate | AI Data Platform for LLM, CV, and NLP
https://www.superannotat
.com/

Build and evaluate top-performing LLM, CV, and NLP models using high-quality training data all within a single, integrated enterprise platform.

35.
Open Source GPT | H2O.ai
https://h2
.ai/platform/open-source-gpt-and-llm-studio/

H2O.ai has released open-source product h2oGPT for enterprises to build transparent and secure chatbot applications similar to ChatGPT.

36.
Network Observability, Performance and Security | Network Flow Analytics, Network Monitoring & DDoS Detection | Kentik
https://www.kenti
.com/

Kentik is the network observability company. Improve network observability, performance and security. Network performance monitoring and diagnostics for traffic, routing, synthetic testing, and cloud.

38.
Autonomous Cloud Management Platform | AI-Powered Cloud Cost Optimization, Performance Tuning and Availability Improvement
https://www.seda
.io/

Optimize your cloud cost, performance and availability while saving time with AI. Use Sedai to optimize compute, storage and data including Kubernetes, AWS Lambda, AWS ECS, AWS EC2, Azure VMs, AWS S3, AWS EBS, Google Dataflow and more. Sedai's Autonomous Cloud Management Platform works across AWS, Azure, GCP and On-Premises and can run in three modes: Datapilot, Copilot and Autopilot.

39.
Seldon, MLOps for the Enterprise.
http://www.seldo
.io/

Serve, Monitor, Manage and Scale your machine learning operations with our enterprise ready MLOps tools. Get a demo or start a trial today. %

40.
groundcover | Observability, for the Cloud.
https://www.groundcove
.com/

groundcover - reinventing APM with eBPF. Monitor everything you build and run in the cloud without compromising on cost, granularity, or scale.

41.
Mobile Observability | Embrace
https://embrac
.io/

Modern mobile observability built on OpenTelemetry. Discover the only user-focused, mobile-first observability solution built on OTel.

42.
Edge Impulse - The Leading Edge AI Platform
https://www.edgeimpuls
.com/

Edge Impulse is the leading development platform for machine learning on edge devices.

43.
Cloud-Based Infrastructure Monitoring Platform | LogicMonitor
https://www.logicmonito
.com/

Carrier improves visibility into hybrid infrastructure, reduces MTTR, and proactively pinpoints issues before they reach critical status through a single pane of glass view using LogicMonitor.

44.
Cloud Observability and Management Platform | Oracle
https://www.oracl
.com/manageability/

Monitor, manage, troubleshoot, and optimize your cloud environment with the leading cloud observability and management platform.

45.
Cloud Log Management, Monitoring, SIEM Tools | Sumo Logic
https://www.sumologi
.com/

Sumo Logic provides best-in-class cloud monitoring, log management, Cloud SIEM tools, and real-time insights for web and SaaS based apps.

46.
DataRobot AI Platform | Deliver Value from AI
https://www.datarobo
.com/

Open. Flexible. Built to adapt to your team’s AI needs. DataRobot brings all your generative and predictive workflows together into one powerful platform. Quickly deliver AI that your business needs,, govern all your assets, and tap into world-class AI experts.

47.
Kensu | Observe data where it counts
http://www.kens
.io/

Kensu is a Data Observability solution that helps monitor data in real-time, cut resolution time in half, and restore trust in data.

48.
NAZAR.AI | AI Powered Database Performance & Cost Optimization
https://naza
.io/

NAZAR.AI mission is to tackle‍ inefficiencies in databases. We've helped to fix thousands of database performance issues. The manner in which databases manage system load directly influences costs and outcomes. When properly utilized, databases can work wonders. We're here to support you.

49.
Generative AI and Computer Vision Data Annotation | Sama
https://www.sam
.com/

Sama provides ML Professionals and AI team Leads with an indispensable solution for Computer Vision and Generative AI data.

50.
Overview | BasicAI Cloud Platform
https://www.basi
.ai/basicai-cloud-data-annotation-platform/

The All-in-One Data Annotation Platform with AI-Powered Toolset and Scalable Project Management. Level Up Your Data Annotation at the Lowest Cost. 10,000+ Annotation Teams and Machine Learning Engineers Get Their Multimodal AI Training Data Ready on BasicAI Cloud.

51.
IT Infrastructure Monitoring & Network Monitoring Software | Netreo
https://www.netre
.com/

IT infrastructure monitoring and Full-Stack Network Monitoring Dashboard from anywhere. Full visibility of your enterprise infrastructure.

52.
Cleanlab | Experience GenAI that doesn’t hallucinate
https://cleanla
.ai/

Cleanlab adds automation and trust to every data point going in and every prediction coming out of AI solutions.

53.
Dataloop | Let the builders build
https://dataloo
.ai/

Drive your AI to production with end-to-end data management, automation pipelines and quality-first data labeling platform. Learn how.

54.
Anomalo | Automated AI Data Quality Software
https://www.anomal
.com/

Anomalo's Data Quality Software uses automated AI to detect data quality issues and understand their root causes, before anyone else. Get started today!

55.
Telmai - AI-based Data Observability for Open Architecture
https://www.tel
.ai/

Telmai ensures that every data decision is based on reliable data. Telmai ensures data consistency across every sources system in your data pipeline.

56.
Unify: The Best LLM on Every Prompt
https://unif
.ai/

Route your prompts to the best LLM endpoint. Get the best output and optimize for speed, latency and cost to supercharge your LLM applications!

58.
Hugging Face – The AI community building the future.
https://huggingfac
.co/

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

59.
H2O.ai | Convergence of The World's Best Predictive & Generative AI
http://www.h2
.ai/

Our Al-powered search assistant helps you get answers to questions about your documents, websites and workplace content.

60.
Encord | The Data Development Platform for AI Teams
https://encor
.com/

Discover how the world's leading AI teams use Encord to accelerate the development of the next generation of AI applications.

61.
Bigeye
https://www.bigey
.com/

Enterprise-grade data observability for modern and legacy data stacks

62.
Network Observability Holistic visibility across your network | Riverbed
https://www.riverbe
.com/products/network-performance-management/

Gain end-to-end visibility with Riverbed Network Observability. Get actionable insights to swiftly resolve network performance issues.

63.
Deeploy | Making Machine Learning Explainable
http://www.deeplo
.ml/

Deeploy creates software to enable interaction between humans and Machine Learning models. With our software ML deployments are manageable, accountable and explainable by design.

64.
Enterprise AI Orchestration Platform | Vue.ai
https://vu
.ai/

Vue.ai is the only Enterprise AI engine that focuses on your business outcomes & your AI transformation - obsessively. Say No to 3 year transformation plans. Go-Live Today!

65.
End-To-End Workflow Solution For Edge AI Models | EDGENeural.ai
https://edgeneura
.ai/

EDGENeural.ai is an end-to-end Edge AI platform enabling developers to train, optimize and deploy blazing-fast deep learning models on any hardware, in a matter of weeks.

66.
Zesty: Cloud Infrastructure Optimization Platform
https://zest
.co/

Zesty’s cloud infrastructure optimization platform allows you to slash cloud costs & reduce manual efforts while maintaining perfect performance. Book a demo today.

67.
Pantomath
https://pantomat
.com/

Pantomath is a data pipeline observability and traceability platform for automating data operations and improving data reliability through automated real-time monitoring and cross-platform pipeline lineage.

68.
#1 Kubernetes Cost Optimization & Automation Platform - CAST AI
https://cas
.ai/

CAST AI cuts your cloud bill in half, automates DevOps tasks, and prevents downtime in one Autonomous Kubernetes platform.

69.
Datature | The Complete AI Vision Platform
https://www.datatur
.io/

Manage Dataset, Annotate, Train, and Deploy. Datature is the fastest way for teams and enterprises to build computer vision applications - all without code.

71.
Autointelli | Best Incident Response & Service Orchestration Platform
https://www.autointell
.com/

Autointelli provides AIOps platform & solutions for enterprises with IT infrastructure. Our platform is a duo of AI and ML algorithms that help ITOps, Service Desk, NOC/SOC teams through IT automation & orchestration.

72.
Collaborative Kubernetes AI Assistant | Botkube
https://botkub
.io/

Reliably lighten the Kubernetes Troubleshooting and Monitoring Workload for your DevOps and Developers.

73.
Get AI out of the lab and into the real world | CloudFactory
https://www.cloudfactor
.com/

Get accurate data, reliable inference, and business value with our AI Data Platform, Model Oversight, GenAI, and custom solutions tailored to your project.

74.
Splunk® Application Performance Monitoring | Splunk
https://www.splun
.com/en_us/products/apm-application-performance-monitoring.html/

Spot any issue that impacts important business KPIs with Splunk APM. Accelerate MTTR by combining all the related data in intuitive visuals.

75.
Monitor your entire infrastructure in high-resolution and in real-time.
http://netdat
.cloud/

Netdata is a distributed real-time, health monitoring platform for systems, hardware, containers & applications, collecting metrics. Zero configuration needed.

76.
meshIQ | Middleware Observability & Management Platform
https://www.meshi
.com/

meshIQ is an award winning middleware management platform that provides IT leaders to observe their integration infrastructure with ease.

77.
Observability Platform | Cloud Monitoring | Free Trial | AppDynamics
https://www.appdynamic
.com/

Shape the future of apps with AppDynamics cloud monitoring and Cisco Secure Application. Start your 15-day free trial today

78.
Enterprise Gen AI Platform - Tune AI
https://tuneh
.ai/enterprise-ai/

Scale Gen AI with confidence. Deploy, manage, and fine-tune enterprise LLMs with Tune Studio. Boost productivity and drive business value.

79.
Multimodal AI Solutions - to Power Your AI
https://imeri
.net/

iMerit provides a technology platform, custom tooling and experts-in-the-loop for machine learning and generative AI model evaluation.

80.
Superb AI - Accelerate Your AI Development
https://superb-a
.com/

Fast-track AI development with the Superb AI Platform - an enterprise-grade computer vision platform that provides everything from data labeling and curation to model building and deployment.

81.
AIOps, Incident Intelligence, and Automation | BigPanda
https://bigpand
.io/

BigPanda enables teams to transform IT operations with full-context AIOps. Resolve issues faster, improve service availability, and maximize efficiency.

82.
neptune.ai | The experiment tracker for foundation model training
https://neptun
.ai/

Monitor months-long jobs and visualize massive amounts of data in almost real-time — with 100% accuracy. Without crashing the UI.

83.
Azure Monitor - Modern Observability Tools | Microsoft Azure
https://azure.microsof
.com/en-us/products/monitor/

Gain end-to-end observability into your applications, infrastructure, and network both on cloud and hybrid environments with Azure Monitor.

84.
Understand and Monetize API Usage
https://moesi
.com/

Build better AI and API products with a powerful observability and monetization platform

85.
Splunk IT Service Intelligence | Splunk
https://www.splun
.com/en_us/products/it-service-intelligence.html/

Splunk IT Service Intelligence brings a unique approach to monitoring and troubleshooting. True AIOps predicts future incidents and automatically updates alerts.

86.
Operations: Cloud Monitoring & Logging | Google Cloud
https://cloud.googl
.com/products/operations/

Google Cloud’s operations suite is designed to monitor, troubleshoot, and improve cloud infrastructure, software, and application performance.

87.
Writer - The full-stack generative AI platform
https://write
.com/

Build generative AI into any business process with the secure enterprise platform. Focus on AI-first workflows, not building your own stack.

88.
Economize Cloud – Cloud Cost Optimization Software
https://economiz
.cloud/

Economize is a cloud cost optimization software that helps you analyze, manage and optimize your AWS and Google Cloud cloud costs.

89.
AI-led Experience Optimization | Evolv AI
https://evol
.ai/

Evolv AI is the first AI-led experience optimization platform that provides AI-driven UX recommendations prioritized by impact, and automates the way you build, deploy and optimize experiences for users. Learn more

91.
AI Document Processing For Transactional Workflows
https://rossu
.ai/

Automate complex transactional workflows with Rossum’s AI document processing solution. Reduce manual tasks, increase accuracy, drive efficiency.

92.
Full-stack AI & ML Enterprise Platform | Automaton AI
https://automatona
.com/

Leading AI, ML, and computer vision platforms for enterprises with a mission to democratize data.

93.
Data First Contact Center powered by Autonomous Agents | Rezo.ai
https://www.rez
.ai/

Autonomous agents enhance contact center efficiency, automating tasks and improving customer interactions for seamless support.

94.
Cloud Insights – Infrastructure Monitoring | NetApp
https://www.netap
.com/cloud-services/cloud-insights/

Cloud Insights from NetApp monitors your storage infrastructure so you can quickly troubleshoot and optimize public clouds and private data centers.

95.
Elementum - AI Driven Workflow Platform
https://www.elementu
.com/

AI Driven Workflows | Elementum - The only workflow platform native to Snowflake. Faster, cheaper, and more secure Data Driven Workflows powered by your Data Cloud.

96.
BigML.com
https://bigm
.com/

Machine Learning made beautifully simple for everyone. Take your business to the next level with the leading Machine Learning platform.

97.
All-Monitoring-Systems-in-1 - Acure AIOps Platform
https://acur
.io/

Acure.io is not just another monitoring system, it is an AIOps solution that integrates ALL other log and alert monitoring systems.

98.
Sifflet | Full Data Stack Observability for Data Engineers and Consumers
https://www.siffletdat
.com/

Sifflet allows you to get full visibility over data, metrics, metadata and lineage. Get ahead of data issues before they become business catastrophes.

99.
Data Insights for Apache Flink® Developers - Datorios
http://www.datorio
.com/

Apache FlinkIntroducing a new development console that puts the full power of Apache Flink in the hands of your entire development team.