Tesorio vs Upflow
Two of fourteen models named Tesorio first on the direct prompt; one named Upflow. Tesorio was named by twelve of the fourteen models and Upflow by eleven and Tesorio carries 19 labels and Upflow 15, so the shares are not directly comparable.
Named in five 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 B2B credit management page.
By framing
TesorioFirst choices, of fourteen modelsUpflow
Across every category in the November 2026 Edition, Tesorio and Upflow were named in the same answer fifty-four times, of the 166 answers naming Tesorio and the 220 naming Upflow. In those answers Upflow took the first choice thirteen times and Tesorio three.
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 | |
Tesorio Upflow first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tesorio on the left and Upflow 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.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
9 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
Tesorio4%#5 of 13Upflow2%#8 of 13What 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.
“Skip these for lean budgets... Not ideal for a limited budget.” DeepSeek V4 Flash · budget prompt · soft negative
“or Tesorio if you also care a lot about forecasting and cash visibility” GPT-5.4 mini · direct prompt · first choice
What the models said about Upflow
No label in this category carried a quote.
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.