# Copilot: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Client onboarding platforms](https://www.gane.ai/index/gtm/customer/client-onboarding/index.md) | 0% | 50 | 0% | 1 |
| [Competitive intelligence tools](https://www.gane.ai/index/gtm/marketing/competitive-intelligence/index.md) | 0% | 93 | 100% | 1 |

## What the models said for it

- "Dedicated agency portals like Copilot (formerly Portal), ManyRequests" (Gemini 3.5 Flash, Client onboarding)

## And against it

- "Be cautious with AI assistants used alone" (GLM 4.7 FlashX, Competitive intel)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| 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 Copilot, from 9 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- onramp.ai: 3
- customerscore.io: 2
- docebo.com: 2
- g2.com: 2
- reddit.com: 2
- slite.com: 2
- softwareadvice.com: 2
- spotsaas.com: 2
- valuecase.com: 2
- aboutmartech.com: 1

### Pages cited

- https://customerscore.io/blog/best-client-onboarding-software: 2
- https://docebo.com/learning-network/blog/customer-onboarding-software: 2
- https://onramp.ai/blog/best-customer-onboarding-software-b2b-saas: 2
- https://reddit.com/r/CRM/comments/1t4f5cg/whats_everyone_using_for_client_onboarding_mine: 2
- https://aboutmartech.com/blog/client-onboarding-software: 1
- https://akitaapp.com/blog/best-customer-success-software: 1
- https://albato.com/blog/publications/best-customer-success-software: 1
- https://arrows.to/resources/guidecx-alternatives: 1

## 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.