Novata is ESG and carbon reporting software for private markets and mid-sized organizations · novata.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Greenly is first at 33%.
Greenly is first at 24%. 1 of 14 models made it the first choice when asked directly.
No model named it for this buyer.
“Novata is the strongest default choice for a mid-market B2B company that needs broad ESG reporting”Perplexity Sonar · Direct question · first choice
“Both KEY ESG and Novata focus heavily on streamlined ESG metric tracking tailored to investor and board requirements.”Gemini 3.5 Flash · Direct question · alternative
“Mid-Market / Agile ESG & Carbon Platforms (Often the best fit for 500 employees)”Gemini 3.5 Flash · Scale-constrained question · alternative
“a practical choice for startups, private companies, and portfolio businesses”Perplexity Sonar · Budget-constrained question · alternative
No model argued against it.
The products named in the same answers as Novata, over the 21 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 17 | 8 | View → | |
| 15 | 0 | View → | |
| 10 | 4 | View → | |
| 9 | 3 | View → | |
| 9 | 0 | View → | |
| 8 | 1 | View → | |
| 7 | 0 | View → | |
| 6 | 3 | View → | |
| 5 | 1 | View → | |
| 5 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Novata'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 19 of the 21 answers that named Novata and are not a share of its labels.
Seventy-two of the seventy-two domain citations in answers naming Novata 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 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 178 | 4 | 2026-09-24 | ESG and carbon reporting | |
| Podcast or video | 69 | 4 | 2026-09-21 | ||
| Webinar or virtual event | 40 | 0 | 2026-06-22 | Financial reporting | |
| Case study | 25 | 3 | 2026-08-18 | ||
| Report or ebook | 19 | 1 | 2026-09-03 | ||
| Template or tool | 3 | 0 | 2024-07-08 | ||
| Glossary or explainer | 3 | 0 | 2025-03-20 | ||
| Comparison | 2 | undated | |||
| News or press | 1 | undated |
Every page novata.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.