Novisto vs Plan A
One of fourteen models named Novisto first on the direct prompt; one named Plan A. Novisto was named by eleven of the fourteen models and Plan A by nine and Novisto carries 14 labels and Plan A 11, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the ESG and carbon reporting page.
By framing
NovistoFirst choices, of fourteen modelsPlan A
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | |||||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | ||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
Novisto Plan A first choice named as an alternative argued againstblank: not namedEach cell is one answer, Novisto on the left and Plan A on the right.The direct prompt
Novisto first, Plan A not the choice
1 of 14 modelsPlan A was named in the answer but not as the choice, or not at all.Plan A first, Novisto not the choice
1 of 14 modelsNovisto was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Novisto0%#– of 12Plan A0%#9 of 12Novisto3%#6 of 13Plan A3%#7 of 13What the models said about Novisto
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Data import issues, "finicky" Power BI, complex setup/navigation.” Grok 4.1 Fast · negative prompt · soft negative
“I'd suggest focusing on vendors like Greenly, Novisto, Tracera, or Watershed - they're scaled for your stage” MiniMax M2.5 · scale prompt · first choice
“Novisto — Best for mid-market and large companies doing ESG reporting” Muse Glimmer 30B · direct prompt · first choice
“Choose IBM Envizi or Novisto if: ... need a centralized "system of record" to manage data quality and governance” Qwen 3.7 Flash · comparative prompt · alternative
What the models said about Plan A
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Sweep or Plan A would be the top recommendations” MiniMax M2.5 · direct prompt · first choice
“1. Plan A – Best Overall for Mid-Market” Claude Haiku 4.5 · paraphrase prompt · first choice
“Greenly or Plan A are often positioned as accessible SMB/mid-market options with guided UX and automated data collection.” Perplexity Sonar · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.