# Drivetrain: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/hr/vendors/drivetrain

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workforce planning](https://www.gane.ai/index/hr/planning/workforce-planning/index.md) | 0% | 83 | 25% | 4 |

## And against it

- "lighter and more affordable but may lack depth for complex B2B modeling" (Grok 4.20, Workforce planning)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Drivetrain, from 6 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- resources.rework.com: 5
- cfoshortlist.com: 4
- guideflow.com: 3
- hrtechsaas.com: 3
- anywherer.com: 2
- charthop.com: 2
- culturro.com: 2
- disprz.ai: 2
- g2.com: 2
- marketsplash.com: 2

### Pages cited

- https://cfoshortlist.com/reports/best-workforce-planning-software: 4
- https://resources.rework.com/tools/workforce-management/best-workforce-planning-software-2026: 4
- https://hrtechsaas.com/blog/workforce-planning-software: 3
- https://anywherer.com/best-workforce-planning-software: 2
- https://culturro.com/hr-software/strategic-workforce-planning/for-mid-market: 2
- https://disprz.ai/blog/workforce-planning-software: 2
- https://guideflow.com/blog/headcount-planning-software: 2
- https://marketsplash.com/best-sales-headcount-planning-software: 2

## In its own words

What Drivetrain's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The AI-native FP&A platform (https://drivetrain.ai/)
- For: finance teams who've outgrown spreadsheets and rigid tools (https://drivetrain.ai/)
- Price stated: No fees to join (https://www.drivetrain.ai/partners)
- Integrations claimed: 800 (https://drivetrain.ai/); 8 (https://www.drivetrain.ai/use-cases/budgeting); 850 (https://www.drivetrain.ai/partners) (pages disagree)
- Certifications: SOC 1 Type II, SOC 2 Type II, ISO 27001, GDPR
- Hosting: USA
- Customers named: Quantum Metric, Arcobi, Diversis Capital, Blackthorn, Dental Intelligence, Starlet Group, Sirion, Teikametrics

## What it publishes

Every page drivetrain.ai exposes, read 2026-09-29: 417 addresses. By kind, pages and the last 90 days:

- blog: 173 pages, 0 in the last 90 days, latest undated
- case study: 13 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 18 pages, 0 in the last 90 days, latest undated
- report or ebook: 8 pages, 0 in the last 90 days, latest undated
- comparison: 50 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 12 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 0 in the last 90 days, latest undated

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.