1 category · RankedNovisto
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| ESG and carbon reporting | Equity and corporate | 10% | 3 of 76 | 7% | 27 | accepted challenger |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 3 | 1 | 0 | 4 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 1 | 0 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 1 | 3 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“For most mid‑market B2B companies, Novisto offers the best combination of multi‑framework support, audit readiness, and mid‑market pricing.” GLM 4.7 FlashX · ESG and carbon reporting · direct prompt · first choice
“Novisto is designed for mid-market organizations and private-market firms that need a structured, professional ESG reporting platform” Llama 4 Maverick · ESG and carbon reporting · direct prompt · first choice
“the best default choice is Novisto if your main goal is structured ESG reporting” Perplexity Sonar · ESG and carbon reporting · direct prompt · first choice
“Novisto — Best Overall for Mid-Market ESG Reporting” Kimi K2 · ESG and carbon reporting · direct prompt · first choice
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.
“Beware the enterprise tools (Novisto, Sphera, Workiva's full suite) \u2014 these are custom-quoted” DeepSeek V4 Flash · ESG and carbon reporting · budget prompt · hard negative
“users have reported complex setup processes and difficulties with data imports” GLM 4.7 FlashX · ESG and carbon reporting · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 55 of the 57 answers that named Novisto and are not a share of its labels.
Domains cited
255 of the 255 domain citations in answers naming Novisto came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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