# TaskRay: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/taskray

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Client onboarding platforms](https://www.gane.ai/index/gtm/customer/client-onboarding/index.md) | 0% | 42 | 25% | 4 |

## What the models said for it

- "Best if your revenue stack is 100% natively built on Salesforce" (Gemini 3.5 Flash, Client onboarding)
- "TaskRay or Precursive — Best for Salesforce-Centric Operations" (Gemini 3.5 Flash, Client onboarding)

## And against it

- "*Rocketlane*, *Taskray* (when bought by small teams)... can be overwhelming" (Gemini 3.5 Flash, Client onboarding)

## 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 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named TaskRay, from 7 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- onramp.ai: 6
- rocketlane.com: 6
- guidecx.com: 5
- monday.com: 4
- valuecase.com: 4
- aboutmartech.com: 2
- alignedup.com: 2
- customer-portals.com: 2
- ewebinar.com: 2
- lyniro.com: 2

### Pages cited

- https://guidecx.com/blog/10-best-customer-onboarding-platforms-for-2026: 4
- https://monday.com/blog/crm-and-sales/customer-onboarding-software: 4
- https://onramp.ai/blog/best-customer-onboarding-software-b2b-saas: 4
- https://rocketlane.com/blogs/customer-onboarding-tools: 4
- https://guidecx.com/compare/best-saas-onboarding-software: 3
- https://valuecase.com/articles/best-customer-onboarding-software-2026-for-saas-companies: 3
- https://aboutmartech.com/blog/rocketlane-vs-guidecx: 2
- https://customer-portals.com/articles/client-onboarding-software: 2

## Record

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