Sweep vs Novisto
Two of fourteen models named Sweep first on the direct prompt; two named Novisto. Sweep was named by fourteen of the fourteen models and Novisto by nine and Sweep carries 35 labels and Novisto 13, 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
SweepFirst choices, of fourteen modelsNovisto
Across every category in the November 2026 Edition, Sweep and Novisto were named in the same answer nineteen times, of the 76 answers naming Sweep and the 43 naming Novisto. In those answers Novisto took the first choice one time and Sweep two.
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 4.20 | | | | |||
| 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 | | |
Sweep Novisto first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sweep on the left and Novisto on the right.The direct prompt
Sweep first, Novisto an alternative
2 of 14 modelsNovisto was named in the answer but not as the choice, or not at all.Novisto first, Sweep an alternative
2 of 14 modelsSweep was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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
What the models said about Sweep
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“~$15,000/year, good for corporate decarbonization and CSRD compliance” GLM 4.7 FlashX · budget prompt · soft negative
“Start by requesting demos from Watershed and Sweep. These two cover the vast majority of mid-sized B2B needs” Qwen 3.7 Flash · paraphrase prompt · first choice
“Often the best fit for 500 employees): *Examples:* Watershed, Sweep, Position Green, Novata, Persefoni, Greenly.” Gemini 3.5 Flash · scale prompt · first choice
“My default pick: Sweep—if you want one platform for emissions, broader ESG disclosures, and value-chain data.” GPT-6 Luna · direct prompt · first choice
What 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.
“highly rated but typically require custom quotes and may be more suited to larger budgets” Mistral Small · budget prompt · soft negative
“Request demos from Persefoni (to test ease of use and cost) and Novisto (to test reporting capabilities).” Qwen 3.7 Flash · direct prompt · first choice
“I would recommend starting with Precoro ESG or Novisto based on their strong user ratings” MiniMax M2.5 · direct prompt · first choice
“Novisto is an ESG data and disclosure platform aimed at companies that need organized reporting workflows without the heaviest enterprise overhead” Claude Haiku 4.5 · direct 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.