Tesorio vs Float
Three of twelve models named Tesorio first on the direct prompt; zero named Float. Tesorio was named by eleven of the twelve models and Float by twelve and Tesorio carries 22 labels and Float 27, so the shares are not directly comparable.
Named in five 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 twelve 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 flow forecasting page.
By framing
TesorioFirst choices, of twelve modelsFloat
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 | | | |
Tesorio Float first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tesorio on the left and Float on the right.The direct prompt
Tesorio first, Float an alternative
3 of 12 modelsFloat was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 12 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
Tesorio10%#2 of 14Float4%#5 of 14What the models said about Tesorio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Tesorio: Users report sync issues with ERP systems, invoicing delays, and missing features around payment recording and reporting” MiniMax M2.5 · negative prompt · soft negative
“1. Tesorio – Best for B2B SaaS & Tech Companies ... Choose Tesorio if you're in tech/SaaS and want the most accurate AR-based forecasting” Kimi K2 · direct prompt · first choice
“Tesorio is a good fit for mid-market SaaS and subscription businesses that need forecasting and AR automation in one platform” Claude Haiku 4.5 · direct prompt · first choice
What the models said about Float
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid if: Your business has peaks/troughs (e.g., retail, tourism). Users call it "hopeless" without heavy manual tweaks.” Grok 4.1 Fast · negative prompt · hard negative
“Float has been criticized for being "absolutely hopeless for seasonal business as it can only predict income based on the previous 3 months or manual guessing"a” Kimi K2 · negative prompt · soft negative
“Some tools, like Float or Fluidly, may not be suitable for rapidly growing or contracting businesses” Mistral Small · negative prompt · soft negative
“If I had to pick one best option for most budget-conscious small businesses, it would be Float” Perplexity Sonar · budget prompt · first choice
“If you want live operational cash visibility, look at Float or Dryrun.” GPT-5.4 mini · comparative prompt · first choice
“the best value is usually Float if you use Xero or QuickBooks Online” GPT-5.4 mini · budget 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.