Tesorio vs Cube
Three of fourteen models named Tesorio first on the direct prompt; three named Cube. Tesorio was named by eleven of the fourteen models and Cube by twelve and Tesorio carries 20 labels and Cube 21, so the shares are not directly comparable.
Named in seven categories this edition.
Named in eight 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 flow forecasting page.
By framing
TesorioFirst choices, of fourteen modelsCube
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 | | |
Tesorio Cube first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tesorio on the left and Cube on the right.The direct prompt
Tesorio first, Cube an alternative
3 of 14 modelsCube was named in the answer but not as the choice, or not at all.Cube first, Tesorio an alternative
3 of 14 modelsTesorio 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
3 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
Tesorio6%#5 of 15Cube6%#6 of 15What the models said about Tesorio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Tesorio is consistently positioned as the AR-native cash forecasting platform for B2B SaaS and mid-market finance teams.” Muse Glimmer 30B · direct prompt · first choice
“Best for: B2B SaaS and services companies ($20M to $1B ARR) where customer collections dictate liquidity.” Gemini 3.5 Flash · direct prompt · first choice
What the models said about Cube
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Spreadsheet-Native or Excel-Based Tools (e.g., ... heavy reliance in Cube, Vena, Datarails): Prone to manual errors” Grok 4.1 Fast · negative prompt · soft negative
“Best for mid-market finance teams ($10M–$300M revenue) that run planning in spreadsheets and want structure, automation, and AI analysis layered on top” Llama 4 Maverick · direct 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.