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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Cube | 7% | #4 of 18 | 16% | 51 | 13 of 14 |
| Drivetrain | 6% | #6 of 18 | 0% | 15 | 9 of 14 |

## The direct prompt, model by model

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

## What the models said about Cube

- "Options to Avoid on a Limited Budget ... Cube — Starts around $1,250–$2,000/month" (DeepSeek V4 Flash, budget prompt, hard negative)
- "These are usually priced per *user*... For 10+ users, the cost will escalate rapidly" (Qwen 3.7 Flash, budget prompt, soft negative)
- "Best for: Lean finance teams ($20M–$150M in revenue) looking for rapid implementation... exceptionally fast "time-to-first-forecast"" (Gemini 3.5 Flash, paraphrase prompt, first choice)
- "Cube is the strongest default recommendation because it is repeatedly positioned as the best small-business FP&A option" (Perplexity Sonar, budget 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.