| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cloud cost management | Cloud and infrastructure | 2% | 18 of 76 | 43% | 35 | criticized challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| IT financial management | IT operations and endpoint | 0% | 47 of 159 | 31% | 16 | criticized challenger |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| FinOps | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 69 → 18 of 76 |
| IT financial mgmt | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 47 of 159, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 3 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 4 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 2 | 1 | 3 |
| Mistral Small | 1 | 2 | 2 | 1 | 6 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 6 | 8 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 1 | 5 |
| Kimi K2 | 0 | 0 | 3 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 1 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 0 | 2 | 2 | 4 |
Verbatim evidence the judge attached to positive labels.
“A leader in the enterprise segment, known for robust multi-cloud cost management and optimization.” Mistral Small · FinOps · comparative prompt · first choice
“I'd suggest starting with CloudHealth or Spot if you have multi-cloud complexity” MiniMax M2.5 · FinOps · direct prompt · first choice
“If your company has a more complex environment or formal governance needs, CloudHealth by VMware is also a top contender.” Mistral Small · FinOps · paraphrase prompt · alternative
“Modern Cloud-Native Platforms such as CloudHealth by VMware, Flexera One, or newer entrants offer faster implementation” MiniMax M2.5 · IT financial mgmt · scale prompt · alternative
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.
“Slowed innovation post-acquisition, increased customer attrition, uncertain future... Avoid if: Multi-cloud heavy or need cutting-edge automation.” Grok 4.20 · FinOps · negative prompt · hard negative
“Avoid entering new long-term commitments. If you are already locked in, begin drafting a migration plan to alternative platforms.” Gemini 3.5 Flash · FinOps · negative prompt · hard negative
“Avoid percentage-of-spend pricing models (like CloudHealth, Cloudability, or Finout's enterprise tiers)” DeepSeek V4 Flash · FinOps · budget prompt · hard negative
“What to Avoid for Mid-Market ... enterprise-grade tools (typically $45K+/year)” DeepSeek V4 Flash · FinOps · direct 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 130 of the 147 answers that named VMware Tanzu CloudHealth and are not a share of its labels.
407 of the 407 domain citations in answers naming VMware Tanzu CloudHealth 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.
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 VMware Tanzu CloudHealth'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 VMware Tanzu CloudHealth, 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 VMware Tanzu CloudHealth by email, built from the raw record of the edition. It shows: