| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| IT financial management | IT operations and endpoint | 4% | 7 of 159 | 16% | 25 | accepted challenger | |
| Cloud cost management | Cloud and infrastructure | 2% | 10 of 76 | 27% | 26 | criticized challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| SaaS management platforms | IT operations and endpoint | 0% | 57 of 64 | 38% | 8 | under 10 labels · led by Torii at 34% | |
| Enterprise architecture tools | IT operations and endpoint | 0% | 26 of 113 | 0% | 2 | under 10 labels · led by SAP LeanIX at 25% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-5.4 mini | 1 | 2 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 3 | 2 | 0 | 5 |
| Grok 4.20 | 0 | 2 | 1 | 1 | 4 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 2 | 4 | 1 | 8 |
| Llama 4 Maverick | 1 | 0 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 3 | 5 |
| Kimi K2 | 0 | 2 | 1 | 2 | 5 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 1 | 4 |
| MiniMax M2.5 | 1 | 2 | 0 | 1 | 4 |
| GPT-6 Luna | 0 | 2 | 1 | 1 | 4 |
| Muse Glimmer 30B | 1 | 0 | 4 | 3 | 8 |
Verbatim evidence the judge attached to positive labels.
“Flexera is the stronger choice for organizations operating across multiple clouds that need consistent cost governance, optimization and accountability” Muse Glimmer 30B · FinOps · comparative prompt · first choice
“For most mid-market B2B companies, Flexera One offers the best balance of capability, modular pricing, and fit for organizations at this scale” DeepSeek V4 Flash · IT financial mgmt · direct prompt · first choice
“Best for startups and mid-market teams that need fast multi-cloud visibility, a free tier with no time limit” Llama 4 Maverick · FinOps · paraphrase prompt · first choice
“If you need enterprise ITFM: start with IBM Apptio or Flexera.” GPT-5.4 mini · IT financial mgmt · comparative prompt · first choice
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.
“Verdict: Avoid if you have fewer than 5 engineers managing your infrastructure” Qwen 3.7 Flash · FinOps · negative prompt · hard negative
“Avoid if you do not have a dedicated team of 3-5 people for implementation” Qwen 3.7 Flash · IT financial mgmt · negative prompt · hard negative
“Best for hybrid IT at scale; costly for smaller orgs” Kimi K2 · IT financial mgmt · budget prompt · hard negative
“Avoid if you only need cloud cost, not ITAM” DeepSeek V4 Flash · FinOps · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 201 of the 211 answers that named Flexera One and are not a share of its labels.
481 of the 537 domain citations in answers naming Flexera One came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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.
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.
What Flexera One's own pages state, read September 28, 2026: learn.flexera.com/flexera-one-msps, learn.flexera.com/flexera-one-platform, learn.flexera.com/separator-flexera-one, learn.flexera.com/flexera-one-documentation, learn.flexera.com/sales-certification-itam-flexera-one. A claimed page can correct any of them.
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 Flexera One'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 Flexera One, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Flexera One by email, built from the raw record of the edition. It shows: