2 categories · RankedMoogsoft
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| AIOps platforms | IT operations and endpoint | 0% | 20 of 93 | 22% | 18 | accepted challenger | |
| Incident management and on-call | IT operations and endpoint | 0% | 62 of 65 | 100% | 1 | under 10 labels · led by incident.io at 32% | newNew since September 2026: not ranked then, 0% now. |
Movement
By model
How each model treated Moogsoft across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 2 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Best fit: organizations that need strong alert de-duplication and incident clustering on top of existing monitoring tools.” Muse Glimmer 30B · AIOps · comparative prompt · alternative
“It's a good fit for mid-sized teams that need practical alert grouping and actionable insights” Mistral Small · AIOps · paraphrase prompt · alternative
“the lightweight alternative most often cited for mid-market is Moogsoft, now Dell APEX AIOps” Muse Glimmer 30B · AIOps · paraphrase prompt · alternative
“Choose BigPanda or Moogsoft if: You already have a complex stack of monitoring tools” Qwen 3.7 Flash · AIOps · comparative prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Users report stability issues — the platform tends to go down under high load” DeepSeek V4 Flash · AIOps · negative prompt · hard negative
“Standard support for Moogsoft Enterprise v9.1 and earlier ended April 16, 2026... labels it "Niche," based on lower satisfaction and market presence” GPT-6 Luna · AIOps · negative prompt · soft negative
“some comparisons flag setup complexity and narrower scope than full observability-first platforms” Perplexity Sonar · AIOps · negative prompt · soft negative
“Platforms like BMC Helix, Moogsoft, and Dell AIOps have user-noted setup challenges” Grok 4.20 · AIOps · negative prompt · soft negative
Named alongside
The products named in the same answers as Moogsoft, over the 59 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Moogsoft was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 55 of the 59 answers that named Moogsoft and are not a share of its labels.
Domains cited
210 of the 210 domain citations in answers naming Moogsoft came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
moogsoft.com is not in Google's top ten for any of the category's searches. In the answers, Moogsoft takes 0% of first choices and New Relic takes 17%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 590 a month (“moogsoft”)
- AI search demand for its name, est.
- 5 a month
- Organic visits to its site
- about 1,102 a month
- Searches its site ranks for
- 222 · 18 in the top three
- Sites linking to it
- 1,661
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 0 across its categories
- Named in
- 59 answers
- Its own site cited
- in 55 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 134 | 0 | 2023-10-19 | ||
| News or press | 47 | 0 | 2019-10-08 | ||
| Webinar or virtual event | 40 | 0 | 2021-08-09 | ||
| Conference or event | 40 | undated | |||
| Case study | 16 | undated | |||
| Report or ebook | 4 | undated | |||
| Comparison | 2 | undated | |||
| Template or tool | 1 | undated |
Most recent
- 2023-10-19Dell technologies acquires moogsoft blog
- 2023-07-12Correlation collaboration product enhancements blog
- 2023-07-065 takeaways from gartner blog
- 2023-05-255 immediate business benefits of leveraging domain agnostic aiops blog
- 2023-02-13Why aiops is worth the investment during an economic downturn blog
- 2023-01-04The state of aiops a new years message from chief moo phil tee blog
How it is countedHide how it is counted
Every page moogsoft.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Names read as Moogsoft
Follow Moogsoft
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Moogsoft is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- Industry Leading AIOps Platform for IT Operations
- For
- IT Operations
- Certifications
- SOC2Cloud Security Alliance STAR Level OneGDPR
- Customers named
- INRIXOptimizYahooGlobal Mobility-as-a-Service ProviderInternational Energy CompanySoftware Development ProviderLarge Financial InstitutionDigital Insurance Provider
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, hosting
What Moogsoft's own pages state, read October 5, 2026: moogsoft.com, moogsoft.com/security, moogsoft.com/solutions/msp, moogsoft.com/case-studies, moogsoft.com/partners. A claimed page can correct any of them.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Moogsoft's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Moogsoft, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Moogsoft by email, built from the raw record of the edition. It shows:
- where Moogsoft is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Moogsoft, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.