Finout is a FinOps platform for cloud cost management, used to allocate and track costs across cloud, Kubernetes and services with virtual tags · finout.io ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Vantage is first at 65%.
Vantage is first at 55%. 0 of 14 models made it the first choice when asked directly.
IBM Apptio Cloudability is first at 54%.
“1. Finout - Best for: Enterprise teams with complex multi-cloud + SaaS spend above $200K/month”Kimi K2 · Comparative question · first choice
“Particularly useful when costs span cloud, Kubernetes, and other shared services that require virtual tagging or allocation rules.”Perplexity Sonar · Direct question · alternative
“worth comparing if shared costs, inconsistent tags, Kubernetes, and SaaS spend make allocation difficult”GPT-6 Luna · Direct question · alternative
“Finout focuses on creating a single "MegaBill" across all your infrastructure vendors.”Gemini 3.5 Flash · Paraphrase question · alternative
“criticized for being costly and not transparent, leading to recommendations to avoid it for large-scale deployments”Mistral Small · Negative question · warning
“Skip full FinOps platforms like CloudHealth, DoiT, nOps, Finout, or CAST AI”Grok 4.20 · Budget-constrained question · warning
“Tools with savings-share or percentage-of-spend pricing (e.g., some Finout, Vantage variants ...) can lead to "buyer beware" scenarios”Grok 4.20 · Negative question · warning
The products named in the same answers as Finout, over the 118 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 85 | 41 | View → | |
| 85 | 24 | View → | |
| 81 | 13 | View → | |
| 58 | 7 | View → | |
| 52 | 4 | View → | |
| 48 | 1 | View → | |
| 40 | 2 | View → | |
| 40 | 0 | View → | |
| 36 | 0 | View → | |
| 24 | 0 | View → |
What the models named instead of Finout →
A side-by-side page exists where both products are among a category's top eight.
Stated on Finout's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 112 of the 118 answers that named Finout and are not a share of its labels.
270 of the 341 domain citations in answers naming Finout came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 5 | 1 | 0 | 6 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 3 | 1 | 2 | 6 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 4 | 3 | 0 | 7 |
| Llama 4 Maverick | 0 | 0 | 4 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 1 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 2 | 0 | 4 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 202 | 3 | 2026-09-28 | FinOps | |
| Case study | 20 | 0 | 2026-06-25 | ||
| Webinar or virtual event | 19 | undated | |||
| Comparison | 16 | undated | FinOps | ||
| Template or tool | 16 | 0 | 2022-08-14 | ||
| Glossary or explainer | 8 | undated | |||
| Report or ebook | 7 | undated | |||
| Conference or event | 3 | undated |
As the event pages on finout.io state them, read September 28, 2026.
Every page finout.io 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.