Cash flow forecasting · November 2026 Edition
Drivetrain vs Prophix One
Four of fourteen models named Drivetrain first on the direct prompt; three named Prophix One. Drivetrain was named by eight of the fourteen models and Prophix One by thirteen and Drivetrain carries 12 labels and Prophix One 21, so the shares are not directly comparable.
Named in six categories this edition.
Named in six categories this edition.
First-choice share9%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 22; printed, not drawn.
Labels1221A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Drivetrain reading right to left. Rank and label count are printed, not drawn.Tesorio was named alongside these two in eight of the fourteen direct answers. Agicap vs Drivetrain · Agicap vs Prophix One · Upflow vs Drivetrain
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DrivetrainFirst choices, of fourteen modelsProphix One
Direct43
Paraphrase00
Comparative00
Budget-constrained001 against Drivetrain
Scale-constrained11
Negative001 against Drivetrain
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Drivetrain and Prophix One stood in it.
| 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 | | |
Drivetrain Prophix One first choice named as an alternative argued againstblank: not namedEach cell is one answer, Drivetrain on the left and Prophix One on the right.The direct prompt
The plain question, one answer per model, grouped by where Drivetrain and Prophix One stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Muse Glimmer 30BDrivetrain, Prophix One alternatives: Abacum, Agicap, Chaser, Tesorio, Trovata, Upflow, Vena
Drivetrain first, Prophix One an alternative
3 of 14 modelsProphix One was named in the answer but not as the choice, or not at all.Grok 4.20Drivetrain alternatives: Agicap, Cash Flow Frog, CashAnalytics, Float, Prophix One, Vena
Kimi K2Agicap, Drivetrain alternatives: Chaser, Cube, Prophix One, Vena
GLM 4.7 FlashXDrivetrain alternatives: Agicap, Float, Prophix One, Vena
Prophix One first, Drivetrain not the choice
2 of 14 modelsDrivetrain was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Prophix One alternatives: Chaser, Cube, Tesorio, Trovata
Mistral SmallProphix One, Upflow alternatives: Chaser, Tesorio
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniKyriba alternatives: Agicap, Anaplan, Drivetrain
Perplexity SonarUpflow alternatives: Chaser, Prophix One, Tesorio
DeepSeek V4 FlashAgicap alternatives: Centime, Chaser, Prophix One, Tesorio, Upflow
Llama 4 MaverickChaser alternatives: Prophix One, Upflow, Vena
Qwen 3.7 FlashTesorio, Upflow alternatives: Prophix One, Trovata, Vena
MiniMax M2.5Centime, Upflow alternatives: Prophix One, Vena
GPT-6 LunaAgicap alternatives: Centime, Prophix One, Tesorio
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashCentime, Tesorio alternatives: Abacum, Agicap, Cube, Trovata
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Drivetrain0%#– of 11Prophix One0%#– of 11Mid-marketThe figures above
Drivetrain leads by two points.
Drivetrain9%#4 of 22Prophix One7%#6 of 22Enterprise
The order flips: Prophix One leads at enterprise.
Prophix One4%#6 of 16Drivetrain2%#– of 16What the models said about Drivetrain
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid for tight budgets: Enterprise tools like Drivetrain, Vena, or Anaplan” Grok 4.20 · budget prompt · hard negative
“FP&A platforms (e.g., Cube, Datarails, Jirav, Drivetrain, cfo.ai, Workday Adaptive Planning, Aleph) - may not be effective for 13-week cash flow forecasting.” Llama 4 Maverick · negative prompt · soft negative
“Drivetrain offers the best balance of mid-market fit, speed to implement, and scalability” Kimi K2 · direct prompt · first choice
“Drivetrain is likely your best bet due to its balance of sophistication and usability” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Prophix One
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Prophix One is built for mid-market teams that want cash forecasting connected to budgeting, planning, and financial close in one platform” Claude Haiku 4.5 · direct prompt · first choice
Also compared
Agicap vs DrivetrainAgicap vs Prophix OneUpflow vs DrivetrainUpflow vs Prophix OnePulse vs DrivetrainPulse vs Prophix OneDrivetrain vs Cash Flow FrogDrivetrain vs CentimeDrivetrain vs TesorioCash Flow Frog vs Prophix OneProphix One vs CentimeProphix One vs TesorioAll twenty-eight head-to-head pages and the full cash flow forecasting standing
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.