# Abacum vs Drivetrain: which do AI models recommend for FP&A platforms, October 2026

Finance AI Recommendation Index, October 2026 Edition, FP&A platforms. Three of fourteen models named Abacum first on the direct prompt; two named Drivetrain. Page: https://finance-ai-index.com/planning/fpa-platforms/abacum-vs-drivetrain/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Abacum | 7% | #5 of 18 | 6% | 16 | 9 of 14 |
| Drivetrain | 6% | #6 of 18 | 0% | 15 | 9 of 14 |

## The direct prompt, model by model

- GLM 4.7 FlashX: both first (first choices: Abacum, Drivetrain) (alternatives: Cube, Vena)
- Perplexity Sonar: abacum first (first choices: Abacum, Planful) (alternatives: Vena, Workday Adaptive Planning)
- GPT-6 Luna: abacum first (first choices: Abacum) (alternatives: Planful, Vena)
- DeepSeek V4 Flash: drivetrain first (first choices: Datarails, Drivetrain) (alternatives: Cube, Jirav, Planful, Prophix, Workday Adaptive Planning)
- Mistral Small: neither first, one named (first choices: Centage) (alternatives: Abacum, Drivetrain, Planful, Prophix, Vena)
- Kimi K2: neither first, one named (first choices: Cube) (alternatives: Aleph, Datarails, Drivetrain, Jirav, Vena)
- MiniMax M2.5: neither first, one named (first choices: Vena) (alternatives: Drivetrain, Parse)
- Muse Glimmer 30B: neither first, one named (first choices: Pigment) (alternatives: Abacum, Aleph, Centage, Cube, Datarails, Planful, Vena)
- Claude Haiku 4.5: neither named (first choices: Aleph, Cube) (alternatives: Pigment, Prophix, Workday Adaptive Planning)
- GPT-5.4 mini: neither named (first choices: Planful) (alternatives: Pigment, Vena)
- Gemini 3.5 Flash: neither named (first choices: Vena) (alternatives: Aleph, Bob Finance, Cube, Pigment, Planful)
- Grok 4.1 Fast: neither named (first choices: Vena) (alternatives: Centage, Cube, Datarails, Planful)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Vena) (alternatives: Aleph, Cube, Planful)

## What the models said about Abacum

- "older versions of Mosaic/Abacum... These replace spreadsheets entirely" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Drivetrain and Abacum stand out for their advanced features, scalability, and ease of implementation" (Mistral Small, paraphrase prompt, first choice)

## What the models said about Drivetrain

- "Drivetrain and Abacum stand out for their advanced features, scalability, and ease of implementation" (Mistral Small, paraphrase prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.