Maintenance and Operations Management Software
Parse
https://parse.gl
Data as of Aug 25, 2026 · Based on 3,055 AI responses · See how Parse measures this
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | Mobile-first platform praised for high technician adoption and real-time workflows. | 42% | |
| 2 | Mobile-first maintenance and asset tracking tool for field teams. | 41% | |
| 3 | Strong balance of preventive maintenance depth and intuitive usability. | 37% | |
| 4 | Data-focused maintenance platform integrating well with industrial environments. | 34% | |
| 5 | Enterprise-grade solution known for AI-driven automation and scaling portfolios. | 25% | |
| 6 | Comprehensive all-in-one platform favored for residential property maintenance and accounting. | 24% | |
| 7 | 24% | ||
| 8 | Visual facility management platform popular in education and government. | 18% | |
| 9 | Next-generation community management platform with advanced workflow automation. | 12% | |
| 10 | 12% | ||
| 11 | 9% | ||
| 12 | 8% | ||
| 13 | 7% | ||
| 14 | 7% | ||
| 15 | 7% | ||
| 16 | 7% | ||
| 17 | 7% | ||
| 18 | 7% | ||
| 19 | Primary resource for millwright certifications and industrial maintenance training. | 7% | |
| 20 | 6% | ||
| 21 | 6% | ||
| 22 | 6% | ||
| 23 | 5% | ||
| 24 | 4% | ||
| 25 | 4% |
Who wins on each AI
ChatGPT favors specialized CMMS tools for industrial needs, while Google AI Overviews shows a stronger preference for highly configured, multi-feature facility management platforms.
Sources AI cited
getmaintainx.com is the page AI reaches for most here, cited in 28% of analyzed answers.
Rose from #6 to #1 in this ranking between Oct 2025 and Aug 2026.
Fell from #1 to #3 in this ranking since Oct 2025.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 40% | 42% | ||
| 40% | 28% | ||
| 33% | 30% | ||
| 32% | 27% | ||
| 27% | 25% |
The two models disagree most about GoFMX (ChatGPT #20, Google #6) and ServiceChannel (ChatGPT #25, Google #16).
The landscape of maintenance management software is currently contested by National Center for Construction Education and Research (NCCER) and Brightly, both of whom hold the highest share of voice as of August 2026. These platforms have become central to how facilities managers and operations teams navigate the evolving needs of enterprise maintenance and training.
Across 3,055 AI responses, MaintainX is mentioned most, named in 42% of them, followed by UpKeep (41%) and Limble CMMS (37%).
Parse measures each brand's mention rate — the share of answers naming it — across 3,055 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
The landscape of maintenance management software is currently contested by National Center for Construction Education and Research (NCCER) and Brightly, both of whom hold the highest share of voice as of August 2026. These platforms have become central to how facilities managers and operations teams navigate the evolving needs of enterprise maintenance and training.
The response evolved from basic tool listing to emphasizing mobile-first user experience. Platforms like MaintainX and
UpKeep consistently hold top mentions across platforms and months.
Responses shifted from general property management tools to AI-powered maintenance ecosystems. AppFolio and
remain the steady leaders throughout the window.
As a property manager, what's the best software for managing maintenance requests?
Responses shifted from general property management tools to AI-powered maintenance ecosystems. AppFolio and
Buildium remain the steady leaders throughout the window.
The market map
Recommended by need