# Sage: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 9 categories by 10 of 14 models. Page: https://www.gane.ai/index/finance/vendors/sage

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Accounting software](https://www.gane.ai/index/finance/accounting/accounting-software/index.md) | 0% | 67 | 60% | 10 |
| [ERP systems](https://www.gane.ai/index/finance/accounting/erp-systems/index.md) | 0% | 36 | 40% | 5 |
| [Global e-invoicing compliance](https://www.gane.ai/index/finance/tax/global-e-invoicing-compliance/index.md) | 0% | 91 | 33% | 3 |
| [FP&A platforms](https://www.gane.ai/index/finance/planning/fpa-platforms/index.md) | 0% | 73 | 50% | 2 |
| [B2B credit management](https://www.gane.ai/index/finance/receivables/b2b-credit-management/index.md) | 0% | 92 | 0% | 1 |
| [B2B payment acceptance](https://www.gane.ai/index/finance/receivables/b2b-payment-acceptance/index.md) | 0% | 95 | 0% | 1 |
| [Invoicing software](https://www.gane.ai/index/finance/receivables/invoicing-software/index.md) | 0% | 53 | 0% | 1 |
| [Revenue recognition](https://www.gane.ai/index/finance/accounting/revenue-recognition/index.md) | 0% | 83 | 100% | 1 |
| [Treasury management systems](https://www.gane.ai/index/finance/treasury/treasury-management-systems/index.md) | 0% | 125 | 0% | 1 |

## What the models said for it

- "prioritize tools that are PDP registered and NF525 certified, such as Pennylane, Indy, Sellsy, Tiime, Cegid, or Sage" (Mistral Small, Invoicing software)
- "Systems like Xero, QuickBooks Online, or Sage often have built-in Peppol Access Point connections" (Gemini 3.5 Flash, Global e-invoicing compl)
- "Budget-conscious with strong accounting: Sage Intacct or Acumatica" (Grok 4.20, ERP systems)
- "PDP registered (e.g., Pennylane, Indy, Sellsy, Tiime, Cegid, Sage)" (Mistral Small, Global e-invoicing compl)

## And against it

- "Avoid at all costs: FreshBooks (price lock-in), Sage 50 (support), and QuickBooks Online" (DeepSeek V4 Flash, Accounting software)
- "criticized in accounting communities as "garbage" or overly complex" (Grok 4.20, Accounting software)
- "Sage, Intuit, CCH, Thomson Reuters - all garbage." (Muse Glimmer 30B, Accounting software)
- "The search results provide some insights into accounting platforms that users have had negative experiences with or suggest avoiding. Some of the platforms mentioned include:

1. Sage" (Llama 4 Maverick, Accounting software)

## 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 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 2 | 0 | 2 | 4 |
| Mistral Small | 0 | 3 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 2 | 3 | 5 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 1 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Sage, from 45 of the 51 answers that named it (only the models that return a source list).

### Domains cited

- softwareadvice.com: 14
- reddit.com: 12
- capterra.com: 11
- g2.com: 9
- forbes.com: 8
- linkedin.com: 8
- netsuite.com: 8
- erpresearch.com: 7
- techrepublic.com: 7
- toolradar.com: 7

### Pages cited

- https://softwareadvice.com/accounting: 6
- https://certumsolutions.com/library/best-accounting-software-for-small-business-guide: 4
- https://erpresearch.com/en-us/best-erp: 4
- https://forbes.com/advisor/business/software/best-accounting-software-zx1fa1: 4
- https://reddit.com/r/Accounting/comments/qx01ed/which_erp_is_the_absolute_worst: 4
- https://zapier.com/blog/best-accounting-software: 4
- https://capterra.com/p/120109/Xero/reviews: 3
- https://cio.com/article/278677/enterprise-resource-planning-10-famous-erp-disasters-dustups-and-disappointments.html: 3

## In its own words

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

- Positioning: Sage Business Management Software and Solutions (https://sage.com/)
- For: finance teams (https://sage.com/)
- Price stated: Request pricing (https://sage.com/)
- Certifications: ISO 27001
- Customers named: Higginbotham, Cambio Communities, Worksighted, Operation Hope, LPGA, Byler Holdings, Orion Companies, Agemark Senior Living

## What it publishes

Every page sage.com exposes, read 2026-09-29: 354 addresses. By kind, pages and the last 90 days:

- blog: 86 pages, 0 in the last 90 days, latest undated
- case study: 22 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 3 pages, 0 in the last 90 days, latest undated
- conference or event: 7 pages, 0 in the last 90 days, latest undated
- report or ebook: 48 pages, 0 in the last 90 days, latest undated
- comparison: 7 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- news or press: 72 pages, 0 in the last 90 days, latest undated

## 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.