Best Predictive Maintenance Software - Page 8

How Many Predictive Maintenance Software Products Does G2 Track?

Total Products under this Category: 154

Category Stats (Sep 2026)

  • Average Rating: 4.38/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: AssetWatch (+0.23%) - Among all products in this category, AssetWatch recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Predictive Maintenance Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 4,000+ Authentic Reviews
  • 154+ 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 Predictive Maintenance Software

G2 Grid® for Predictive Maintenance Software plotting products by satisfaction and market presence

Highlighted products: Limble, SAP Asset Performance Management, Cryotos, Fiix CMMS, Fracttal One, eMaint, GE Vernova APM, and Nokia Warp 6.

Underlying data: [Grid® JSON](https://www.g2.com/categories/predictive-maintenance/grids.json?focus%5B%5D=limble&focus%5B%5D=sap-asset-performance-management&focus%5B%5D=cryotos&focus%5B%5D=fiix-cmms&focus%5B%5D=fracttal-one&focus%5B%5D=emaint&focus%5B%5D=ge-vernova-apm&focus%5B%5D=nokia-warp-6)

Mechmind

The OS for workshops. Visual planning, live customer updates, and OBD diagnostics. One price for the whole team.

Who Is the Company Behind Mechmind?

MicroAI Machine Intelligence

MicroAI Machine Intelligence continuously analyzes machine, sensor, process, and production data to establish a baseline for normal equipment behavior. The platform detects abnormal conditions, performance drift, maintenance risks, cycle-time losses, and operational changes that may affect availability, output, quality, energy use, or cost. Machine Intelligence helps operations and maintenance teams move from reactive monitoring toward predictive and condition-based decision-making. Core capabilities - Machine-health monitoring - Predictive maintenance - Anomaly detection - Behavioral baselining - Machine-health scoring - Root-cause investigation - Cycle-time analysis - OEE optimization - Equipment-performance monitoring - Maintenance-risk identification - Historical trend analysis - Energy monitoring - Mixed-fleet equipment intelligence - Natural-language investigation through AskAI

Who Is the Company Behind MicroAI Machine Intelligence?

  • Seller: MicroAI
  • Year Founded: 2018
  • HQ Location: Irving, US
  • Twitter: @MicroAI_AI
  • LinkedIn® Page: www.linkedin.com
    62 employees on LinkedIn®
  • Ownership: MicroAI

MultiSensor AI

MultiSensor AI (MSAI) is a Multi-Sensor Condition Intelligence Platform purpose-built for highly automated, power-dense, and uptime-critical industrial environments - including e-commerce and retail distribution centers, parcel and express courier hubs, cold storage facilities, airports, and data centers. MSAI Connect, the company's flagship platform, unifies thermal, visual, vibration, and environmental sensing into a single continuous condition monitoring solution. It operates as an intelligence layer above existing sensors, CMMS, BMS, DCIM, SCADA, and PLC systems - adding early degradation detection without replacing the infrastructure operators already rely on. What MSAI Connect Does MSAI Connect continuously captures and correlates multi-sensor data across critical assets to identify mechanical and electrical degradation patterns before failure conditions are reached. By corroborating signals across thermal imaging, machine vision, vibration, and environmental sensors, the platform delivers high-confidence alerts that give reliability and operations teams time to intervene during planned maintenance windows - converting emergency breakdowns into scheduled interventions. Core Capabilities - Continuous, 24/7 condition monitoring across motors, bearings, belts, conveyors, sorters, VFDs, switchgear, panels, UPS systems, compressors, chillers, and cooling infrastructure - Fixed-mount radiometric thermal monitoring for energized electrical equipment and high-throughput mechanical systems - AI baseline modeling and deviation detection for early anomaly identification - Multi-sensor corroboration that reduces false positives and alert fatigue - Real-time alerting via email, SMS, Slack, and integration with VMS, SCADA, and control room workflows - Edge-to-cloud architecture supporting single-site to multi-site enterprise deployments - Expert-guided signal calibration to preserve alert credibility and accelerate adoption The Problem We Solve Traditional condition monitoring - manual inspections, handheld thermography, vibration routes, threshold alarms, and single-modality monitoring tools - provides only moment-in-time visibility. Periodic sampling captures as little as 1–10% of operational time, leaving fast-developing electrical and mechanical faults invisible between cycles. In environments where detection windows are measured in hours or days, this visibility gap drives unplanned downtime, throughput loss, SLA penalties, safety exposure, and emergency maintenance costs. MSAI Connect closes that gap with continuous early threat detection across electrical, mechanical, and environmental domains. Business Outcomes Customers use MSAI Connect to protect uptime on single-point-of-failure assets, reduce reactive maintenance and emergency labor costs, extend component lifespan, lower fire and escalation risk in energized infrastructure, and improve maintenance capital efficiency. Documented outcomes include $12K–$24K avoided per downtime incident, full ROI within approximately one month in a Fortune 50 distribution facility, and a 62% reduction in asset failures with $550K in avoided downtime in industrial power infrastructure. Who It's For MSAI Connect is designed for operations leadership, reliability and maintenance engineers, controls and automation engineers, and facilities management teams running lean reliability functions. Deployment requires no new standard work and no dedicated reliability engineering staff - minimizing change management while accelerating time to value. MSAI Connect is the continuous intelligence layer for industrial uptime, asset reliability, predictive condition monitoring, and operational risk reduction.

Who Is the Company Behind MultiSensor AI?

  • Seller: MultiSensor AI
  • Company Website:
  • Year Founded: 1995
  • HQ Location: Houston, US
  • LinkedIn® Page: www.linkedin.com
    47 employees on LinkedIn®

Octave Tempo Control System Effectiveness (PAS PlantState Integrity)

Reserved Media is offering the premium domain name Octave.com for sale, emphasizing its value as a sophisticated online identity. The company targets businesses and individuals looking to establish credibility and trust through a valuable domain name. With a focus on the appreciation of premium domain names over time, Reserved Media positions this opportunity as an investment for potential clients. Interested parties can request quotes and get in touch regarding the purchase of the domain.

Who Is the Company Behind Octave Tempo Control System Effectiveness (PAS PlantState Integrity)?

OpenGov Enterprise Asset Management

Cities, counties, universities, school districts, and utilities use Cartegraph Asset Management to manage the operations and maintenance of their critical infrastructure assets. Available on desktop and mobile, teams use Cartegraph Asset Management to: - Optimize the performance of their pavement, water utilities, parks, facilities, and other infrastructure assets - Operate and maintain every infrastructure asset: indoors, outdoors, above and below ground - Create tasks and manage work orders for maintenance, inspections, storm cleanup, disaster response, and more - Capture resource usage, including labor hours, equipment, and materials - Manage requests from constituents, colleagues, and crew members - Monitor performance and KPIs with live dashboards and powerful reports - Run scenarios to build data-driven budgets, capital plans, and more - Automate workflows and reminders - Integrate with GIS, 311, fuel systems, and more - Reduce operating costs through smarter, data-driven decisions Use Cartegraph to manage every infrastructure asset, including pavement, signs, signalized intersections, guardrails, light fixtures, pavement markings, bridges, ADA ramps, sidewalks, trees, parks, playgrounds, facilities, HVAC equipment, roofing systems, electrical generators, indoor lighting, plumbing fixtures, treatment plants, backflows, hydrants, water mains, laterals, valves, meters, pumps, manholes, culverts, storm inlets, outlets, pipes, pumps, fleet, and more. Asset Management. Work Management. Resource Management. Request Management. Property Portfolio Management. Capital Improvement Planning. Budgeting Tools. Drive high-performance operations with Cartegraph.

Average Rating: 4.4/5.0

Total Reviews: 21

How Do G2 Users Rate OpenGov Enterprise Asset Management?

  • Has the product been a good partner in doing business?: 8.1/10 (Category avg: 9.0/10)

Who Is the Company Behind OpenGov Enterprise Asset Management?

  • Seller: OpenGov
  • Year Founded: 2012
  • HQ Location: San Jose, US
  • Twitter: @OpenGovInc
    4,451 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,011 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Government Administration
  • Company Size: 57% Medium, 29% Small

What Do G2 Reviewers Say About OpenGov Enterprise Asset Management?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the effective data management of OpenGov Enterprise Asset Management, enhancing their ability to manage work and infrastructure.
  • Users commend the effective inventory management features of OpenGov Enterprise Asset Management for optimizing work and infrastructure.
  • Users find OpenGov Enterprise Asset Management to be a great solution for managing work and infrastructure effectively.
  • Users appreciate the workflow efficiency of OpenGov Enterprise Asset Management for effective management of work and infrastructure.
  • Users value the efficient management of work and infrastructure provided by OpenGov Enterprise Asset Management.
Cons
  • Users express frustration with asset management issues, citing lack of support and integration problems causing significant setbacks.
  • Users face significant data management issues with OpenGov, including data loss and poor integration with existing systems.
  • Users face significant implementation challenges with OpenGov, resulting in wasted resources and ongoing integration problems.
  • Users report significant integration issues with GIS, leading to data loss and frustration during implementation.
  • Users experience significant integration problems with OpenGov, leading to data loss and ongoing unresolved issues.

What Are Recent G2 Reviews of OpenGov Enterprise Asset Management?

OPUS

Internet-based insurance agent administration system for policy underwriting.

Average Rating: 4.4/5.0

Total Reviews: 12

How Do G2 Users Rate OPUS?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.0/10)

Who Is the Company Behind OPUS?

Who Uses This Product?

  • Company Size: 54% Large, 31% Medium

What Are Recent G2 Reviews of OPUS?

What Are G2 Users Discussing About OPUS?

OverShield

OverShield is a cutting-edge software and service designed to safeguard your refrigeration systems. Powered by Artificial Intelligence and machine learning, OverShield analyzes data from strategically placed sensors on critical refrigeration components. It identifies anomalies in real time, alerting your on-call staff before issues escalate into threats to chamber temperature. When an anomaly is detected, our refrigeration experts investigate the cause, enabling proactive repairs to be scheduled during normal business hours. We believe protecting life-saving products is too important to leave to chance. With predictive technology, companies operating high-value refrigeration systems can prevent failures before they occur, ensuring peace of mind and product safety

Who Is the Company Behind OverShield?

Powerfleet

Powerfleet is an AI-powered operational intelligence platform that helps organizations run safer, more efficient, and more connected on-road and on-site operations. Designed for enterprises managing fleets, warehouses, yards, and mobile assets, Powerfleet unifies fragmented data from vehicles, material handling equipment, people, and systems into a single source of truth—so leaders can move from reactive management to proactive, data-driven decisions. At the core of Powerfleet is the Unity Data Platform, a cloud-based SaaS platform that ingests and harmonizes data from hundreds of sources, including Powerfleet devices, third-party telematics, cameras, sensors, OEM feeds, and enterprise systems. Instead of switching between dashboards and vendors, customers gain a single pane of glass with real-time, decision-grade insights across their entire operation. Powerfleet supports on-road operations with fleet management, compliance, maintenance, fuel, sustainability, and advanced video safety solutions. AI-powered Vision AI detects risky behaviors such as distraction, fatigue, and seatbelt non-compliance, triggering real-time alerts and automated workflows to help prevent incidents, reduce claims, and strengthen compliance. For on-site and in-warehouse environments, Powerfleet delivers intelligent safety and performance solutions for material handling equipment like forklifts and yard vehicles. These capabilities include operator access control, digital safety checklists, pedestrian proximity detection, impact video, utilization tracking, and predictive maintenance, helping organizations reduce injuries, optimize equipment usage, and standardize safety practices across sites. What truly differentiates Powerfleet is its ability to unify operations. The platform is vendor-agnostic and highly interoperable, allowing customers to consolidate data from mixed fleets, multiple OEMs, and existing business systems such as ERP, WMS, and TMS. Modular applications and open APIs make it easy to scale, adapt, and extend value without ripping and replacing current investments. Today, Powerfleet serves tens of thousands of customers across more than 100 countries, empowering industrial, logistics, and transportation organizations to unlock the full potential of their data. The result is clearer visibility, faster decisions, lower risk, and smarter operations, from warehouse floor to open road.

Average Rating: 2.8/5.0

Total Reviews: 3

How Do G2 Users Rate Powerfleet?

  • Has the product been a good partner in doing business?: 5.0/10 (Category avg: 9.0/10)

Who Is the Company Behind Powerfleet?

  • Seller: Powerfleet
  • Company Website:
  • Year Founded: 1993
  • HQ Location: Woodcliff Lake, New Jersey, United States
  • Twitter: @PowerfleetAIoT
    266 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    368 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Do G2 Reviewers Say About Powerfleet?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the intuitive user interface of Powerfleet, making navigation and usability straightforward and efficient.
Cons
  • Users report inaccurate tracking, citing delays in real-time updates that hinder effective monitoring.

What Are Recent G2 Reviews of Powerfleet?

PredCo

PredCo is an AI infrastructure platform for manufacturing enterprises and OEMs, centralizing data across plant systems and deploying AI in compliance, operations, and supply chain functions. It integrates with existing infrastructure like SCADA systems, ERP software, CMMS, historians, and document stores without requiring migration. The platform includes computer vision for real-time data processing, manufacturing-specific language models, contextual reasoning engines, geo-tagging, edge analytics, workflow automation, and diagram parsing. PredCo normalizes signals and resolves entities into single records within a unified data core, enabling solution configurations to reuse the centralized data layer. PredCo supports on-premise, air-gapped, private cloud, and sovereign hosting deployments.

Who Is the Company Behind PredCo?

  • Seller: PredCo
  • Year Founded: 2023
  • HQ Location: Hauz Khas, IN
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Predictive Maintenance

aiomatic provides an AI-driven predictive maintenance platform that helps manufacturers detect machine faults weeks before they lead to failures. By analyzing existing machine and process data, the software identifies anomalies, predicts potential damage such as bearing or motor issues, and supports maintenance teams with clear, actionable insights. This enables companies to reduce unplanned downtime, optimize maintenance cycles, and lower overall costs without the need for complex IT projects or extensive retrofitting.

Who Is the Company Behind Predictive Maintenance?

predictive-sigma

predictive-sigma is a technological platform based on Industrial IoT, Cloud computing, Artificial Intelligence and Big Data. It uses these technologies for the predictive maintenance of industrial assets through the monitoring and analysis of electrical parameters. In addition, it includes all the electrical behaviour of each of the assets connected to the platform.

Who Is the Company Behind predictive-sigma?

Process Optimization Agent

Built in the AI age, not retrofitted, UptimeAI surpasses the limitations of traditional APC and RTO. Process Optimization Agent utilizes advanced neural networks to model non-linear processes with unparalleled accuracy. It predicts shifts before they occur, making micro-adjustments to set points that stabilize operations, eliminate human error, and ensure your facility always operates at its ideal "Golden Run" state.

Who Is the Company Behind Process Optimization Agent?

  • Seller: UptimeAI
  • Year Founded: 2019
  • HQ Location: San Francisco, US
  • Twitter: @UptimeAI
    93 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    106 employees on LinkedIn®
  • Phone: info@uptimeai.com
Nathan Calabrese
NC
Researched and written by Nathan Calabrese
Updated October 3, 2024