Stuut vs Kolleno
Three of fourteen models named Stuut first on the direct prompt; zero named Kolleno. Stuut was named by ten of the fourteen models and Kolleno by six and Stuut carries 18 labels and Kolleno 10, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories 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 cash application page.
By framing
StuutFirst choices, of fourteen modelsKolleno
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 |
Stuut Kolleno first choice named as an alternative argued againstblank: not namedEach cell is one answer, Stuut on the left and Kolleno on the right.The direct prompt
Stuut first, Kolleno not the choice
3 of 14 modelsKolleno was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 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
Stuut6%#5 of 14Kolleno6%#6 of 14Stuut11%#– of 8Kolleno0%#– of 8What the models said about Stuut
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“For most mid-market B2B companies, I'd recommend: 1. Stuut if you need fast implementation” Kimi K2 · direct prompt · first choice
“the AI-native platforms (Stuut, SINGOA, Monk) or Versapay often deliver the fastest ROI” DeepSeek V4 Flash · direct prompt · first choice
“If you need rapid deployment and high automation, consider Stuut or Emagia.” Mistral Small · comparative prompt · first choice
What the models said about Kolleno
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Choose Kolleno if you want the best balance of automation, SMB fit, and likely lower implementation complexity” Perplexity Sonar · budget prompt · first choice
“Upflow / Kolleno / Gaviti: Highly nimble, modern, and built specifically for scaling B2B mid-market companies.” Gemini 3.5 Flash · scale prompt · first choice
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.