Upflow vs Tesorio
Four of fourteen models named Upflow first on the direct prompt; two named Tesorio. Upflow was named by nine of the fourteen models and Tesorio by thirteen and Upflow carries 11 labels and Tesorio 25, so the shares are not directly comparable.
Named in eight categories this edition.
Named in five 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
UpflowFirst choices, of fourteen modelsTesorio
Across every category in the November 2026 Edition, Upflow and Tesorio were named in the same answer fifty-four times, of the 220 answers naming Upflow and the 166 naming Tesorio. In those answers Tesorio took the first choice three times and Upflow thirteen.
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 | |
Upflow Tesorio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Upflow on the left and Tesorio on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Upflow first, Tesorio an alternative
3 of 14 modelsTesorio was named in the answer but not as the choice, or not at all.Tesorio first, Upflow not the choice
1 of 14 modelsUpflow 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
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
Tesorio8%#4 of 16Upflow0%#– of 16What the models said about Upflow
No label in this category carried a quote.
What the models said about Tesorio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Tesorio or Centime | Forecasts cash based on actual buyer payment trends, not due dates.” Gemini 3.5 Flash · 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.