# Polaris: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/finance/vendors/polaris

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Professional services automation](https://www.gane.ai/index/finance/receivables/professional-services-automation/index.md) | 0% | 25 | 0% | 4 |

## What the models said for it

- "Polaris (Deltek) | IT services & MSPs | Industry-specific workflows" (GLM 4.7 FlashX, PSA)

## 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 | 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 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Polaris, from 11 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- teamwork.com: 9
- guideflow.com: 7
- operating.app: 7
- kantata.com: 6
- mgiresearch.com: 5
- productive.io: 5
- uplandsoftware.com: 5
- bigtime.net: 4
- birdviewpsa.com: 4
- rocketlane.com: 4

### Pages cited

- https://guideflow.com/blog/psa-software: 6
- https://operating.app/blog-posts/best-psa-tools-2026: 6
- https://teamwork.com/psa-software-guide/psa-software-examples-and-comparison: 6
- https://productive.io/blog/best-psa-software: 5
- https://mgiresearch.com/research/the-professional-services-automation-top-16-buyers-guide-2026: 4
- https://bigtime.net/blogs/psa-project-management: 3
- https://teamwork.com/blog/best-enterprise-project-management-software: 3
- https://uplandsoftware.com/psa/professional-services-automation/best-psa-software: 3

## Record

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