AIOps Leaderboard

14 vendors · AI-reviewed monthly · Free to view · Updated JULY 2026

AIOps LeaderboardUpdated September 2026

The Best AIOps Software: AI-Verified Rankings

An independent ranking of 14 AIOps vendors, scored monthly across 6 trust dimensions using public review data, community sentiment and verified evidence.

14 vendors scored6 scoring dimensionsLast updated September 2026

Quick answer

Datadog is the best overall AIOps vendor right now, scoring 87/100. PagerDuty is the strongest pick for value for money. Full ranking and reasoning below.

How we scored AIOps

Every vendor below was evaluated using the same 6-dimension trust framework (the same methodology we use for every category on Verified Layer) rather than a single star rating. See exactly how this framework works further down this page.

⭐Product Quality

🏆Market Reputation

💬Community Sentiment

🤝Customer Experience

⚙️Technical Credibility

💰Value for Money

Full AIOps ranking

Composite score out of 100, weighted across all 6 dimensions.

Datadog

Datadog is a cloud monitoring and security platform that unifies infrastructure monitoring, application performance monitoring (APM), log management, and security monitoring for DevOps, SRE, and security teams. Founded by Olivier Pomel and Alexis Lê-Quôc, it correlates metrics, traces, and logs across 750+ integrations to give engineering teams a single view of their stack. Publicly traded on Nasdaq (DDOG), Datadog is widely used by cloud-native and enterprise organizations and is consistently positioned as a leader in the observability category, alongside frequent scrutiny of its usage-based pricing model.

Composite

Strength

Strongest in Product Quality (90/100).

Watch out for

Lower relative score on Value for Money (50/100).

Dynatrace

Dynatrace is an AI-powered, full-stack observability and application security platform built around Davis AI, a deterministic causal-analysis engine that pinpoints root cause rather than surfacing statistical correlations. Founded in 2005 in Linz, Austria by Bernd Greifeneder and others, Dynatrace unifies application performance monitoring, infrastructure monitoring, log management, and application security for large enterprises. It trades on the NYSE under the ticker DT and is consistently positioned as a Leader in the observability category.

Composite

Strength

Strongest in Technical Credibility (92/100).

Watch out for

Lower relative score on Value for Money (58/100).

PagerDuty

PagerDuty is a digital operations management platform best known for incident response and on-call scheduling, helping engineering and IT teams detect, respond to, and resolve operational issues. Founded in 2009 by Alex Solomon, Andrew Miklas, and Baskar Puvanathasan, PagerDuty helped define the incident-response category and has since expanded into AIOps event intelligence and automation. It trades on the NYSE under the ticker PD.

Composite

Strength

Strongest in Product Quality (82/100).

Watch out for

Lower relative score on Value for Money (74/100).

ServiceNow

ServiceNow is a cloud-based enterprise platform that helps organizations digitize and automate workflows across IT, employee, and customer functions. Best known for IT Service Management (ITSM) and IT Operations Management (ITOM), the Now Platform has expanded into HR service delivery, customer service management, security operations, and low-code app development. Publicly traded on the NYSE (NOW), ServiceNow serves a large share of the Fortune 500 and is consistently recognized as a leader in enterprise workflow automation.

Composite

Strength

Strongest in Technical Credibility (93/100).

Watch out for

Lower relative score on Value for Money (62/100).

Splunk

Splunk is a data platform for security and observability, widely used for SIEM, log analysis, and full-stack monitoring. Founded in 2003 by Michael Baum, Rob Das, and Erik Swan, Splunk pioneered searching and analyzing machine data at scale. Cisco completed its acquisition of Splunk for approximately $28 billion in March 2024, and Splunk now operates as part of Cisco's security business while continuing to run its platform and brand.

Composite

Strength

Strongest in Market Reputation (91/100).

Watch out for

Lower relative score on Value for Money (42/100).

New Relic

New Relic is an all-in-one observability platform for monitoring applications, infrastructure, and digital experience, combining APM, logs, and infrastructure telemetry under a single consumption-based pricing model. Founded by Lew Cirne in 2008, New Relic helped pioneer SaaS-based application performance monitoring. It was taken private in November 2023 in a roughly $6.5 billion acquisition by Francisco Partners and TPG, after trading publicly on the NYSE under the ticker NEWR since 2014.

Composite

Strength

Strongest in Technical Credibility (85/100).

Watch out for

Lower relative score on Value for Money (68/100).

LogicMonitor

LogicMonitor is a SaaS-based unified observability and AIOps platform providing infrastructure, cloud, network, and application monitoring with AI-driven insights (Edwin AI). Founded in 2008 and headquartered in Santa Barbara, California, LogicMonitor is a privately held company that has raised significant venture funding and serves mid-market and enterprise IT operations teams.

Composite

Strength

Strongest in Product Quality (76/100).

Watch out for

Lower relative score on Community Sentiment (58/100).

IBM Instana

IBM Instana Observability is a full-stack, automated application performance monitoring platform originally built by Instana — founded in 2015 by Mirko Novakovic and Pavlo Baron — and acquired by IBM in December 2020. It's known for automatic, real-time instrumentation with 1-second granularity monitoring, and is now part of IBM's broader AIOps and hybrid cloud observability portfolio.

Composite

Strength

Strongest in Technical Credibility (82/100).

Watch out for

Lower relative score on Value for Money (52/100).

BMC Helix

BMC Helix is BMC Software's SaaS-based, AI-powered ITSM and AIOps platform, built on the company's decades-long enterprise IT management heritage (BMC Software, founded 1980). BMC has been privately held since a 2013 leveraged buyout, with KKR and Motive Partners as majority owners since 2018. BMC Helix competes with ServiceNow in enterprise ITSM while emphasizing AIOps-driven event correlation and predictive service management, generally at a lower price point.

Composite

Strength

Strongest in Technical Credibility (74/100).

Watch out for

Lower relative score on Community Sentiment (48/100).

ScienceLogic

ScienceLogic is an AIOps and IT operations management (ITOM) platform that provides agentless discovery, monitoring, and AI-driven automation across hybrid and multi-cloud IT environments. Founded in 2003 and headquartered in Reston, Virginia, ScienceLogic is a privately held company serving large enterprises and government agencies, with particular strength in federal and regulated-industry IT operations.

Composite

Strength

Strongest in Product Quality (72/100).

Watch out for

Lower relative score on Community Sentiment (48/100).

OpenText

OpenText is a large, diversified enterprise information management company offering content management, business network, cybersecurity, and IT operations management (ITOM/AIOps) solutions. Its IT operations and AIOps capabilities come primarily from its 2023 acquisition of Micro Focus (which itself had earlier acquired HP's software business, including Operations Bridge). Founded in 1991 and headquartered in Waterloo, Canada, OpenText trades on Nasdaq and the Toronto Stock Exchange under the ticker OTEX.

Composite

Strength

Strongest in Technical Credibility (68/100).

Watch out for

Lower relative score on Community Sentiment (42/100).

IBM Turbonomic

IBM Turbonomic is an application resource management (ARM) platform that continuously and automatically optimizes workload placement, sizing, and cost across hybrid cloud environments. Founded in 2010 as VMTurbo, it rebranded to Turbonomic before being acquired by IBM in 2021 (announced at roughly $2 billion). Turbonomic is now part of IBM's broader AIOps and hybrid cloud automation portfolio, focused on measurable infrastructure cost savings and FinOps use cases.

Composite

Strength

Strongest in Product Quality (78/100).

Watch out for

Lower relative score on Community Sentiment (52/100).

Moogsoft

Moogsoft is an AIOps platform that pioneered and helped popularize the "AIOps" (AI for IT Operations) category, using machine learning to correlate alerts, reduce noise, and detect incidents across complex IT environments. Founded in 2012, Moogsoft was acquired by Dynatrace in 2023 to strengthen Dynatrace's AIOps and observability capabilities, and now operates as part of the Dynatrace portfolio.

Composite

Strength

Strongest in Technical Credibility (70/100).

Watch out for

Lower relative score on Community Sentiment (50/100).

BigPanda

BigPanda is an AIOps and incident management platform that uses machine learning to correlate alerts from multiple monitoring tools, detect and prioritize incidents, and automate remediation workflows. Founded in 2012 by Assaf Resnick, BigPanda is a privately held company focused specifically on the AIOps event-correlation and incident-intelligence category, sitting on top of a customer's existing monitoring stack rather than replacing it.

Composite

Strength

Strongest in Product Quality (70/100).

Watch out for

Lower relative score on Community Sentiment (42/100).

Side-by-side comparison

All composite scores out of 100, same 6-dimension framework.

Rank	Vendor	Strongest dimension	Composite
1	Datadog	Product Quality	87
2	Dynatrace	Technical Credibility	86
3	PagerDuty	Product Quality	85
4	ServiceNow	Technical Credibility	84
5	Splunk	Market Reputation	83
6	New Relic	Technical Credibility	83
7	LogicMonitor	Product Quality	79
8	IBM Instana	Technical Credibility	70
9	BMC Helix	Technical Credibility	69
10	ScienceLogic	Product Quality	68
11	OpenText	Technical Credibility	67
12	IBM Turbonomic	Product Quality	66
13	Moogsoft	Technical Credibility	59
14	BigPanda	Product Quality	58

How we score AI & search visibility

Every brand we audit (including each AIOps vendor above) gets scored with this exact 6-dimension framework, drawing on the same 20 public review sources and a 14-point evidence checklist.

High Performer

14 AIOps vendors scored so far.

The 6 scoring dimensions

Average score per dimension across all 14 ranked AIOps vendors: the same weighted framework used for every category on Verified Layer.

18% weightProduct Quality

16% weightMarket Reputation

15% weightCommunity Sentiment

14% weightCustomer Experience

13% weightTechnical Credibility

11% weightValue for Money

See the full VTSS scoring methodology →

Frequently asked questions

What is the best AIOps software?

Datadog currently ranks highest for AIOps, with a composite trust score of 87/100 across product quality, market reputation, community sentiment, customer experience, technical credibility and value for money.

What are the top alternatives to Datadog?

Dynatrace and PagerDuty are the next-highest scoring AIOps vendors in this ranking, based on the same 6-dimension trust framework.

Which AIOps vendor offers the best value for money?

PagerDuty scores highest on Value for Money (74/100) among ranked AIOps vendors.

How is this AIOps ranking determined?

Each vendor is scored monthly across 6 weighted trust dimensions (product quality, market reputation, community sentiment, customer experience, technical credibility and value for money) using AI-driven analysis of public review and community signals. See our full scoring methodology for the complete framework.

Compare vendors side by side

Select any vendor to view full profile · Compare up to 3 · Free forever