# Zervant: 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/finance/vendors/zervant

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Global e-invoicing compliance](https://www.gane.ai/index/finance/tax/global-e-invoicing-compliance/index.md) | 0% | 100 | 0% | 1 |
| [Invoicing software](https://www.gane.ai/index/finance/receivables/invoicing-software/index.md) | 0% | 78 | 0% | 1 |

## What the models said for it

- "Alternatives worth considering: Tools like Zervant, InvoiceNinja (self-hosted)" (Grok 4.20, Global e-invoicing compl)

## 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 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Zervant, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- capterra.com: 1
- g2.com: 1
- getswipe.in: 1
- github.com: 1
- omr.com: 1
- selecthub.com: 1
- solidinvoice.co: 1
- thecfoclub.com: 1
- trustpilot.com: 1

### Pages cited

- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-osusyyfey6euq: 1
- https://capterra.com/p/179253/PayPal-Invoicing/reviews: 1
- https://capterra.com/p/222215/Invoiced/reviews: 1
- https://g2.com/products/vat-it-e-invoicing/reviews/vat-it-e-invoicing-review-13761044: 1
- https://getswipe.in/blog/listing/10-best-invoicing-tools-for-small-business-owners-in-2026: 1
- https://github.com/MuhDur/invoicekit/blob/main/research/competitive-pricing.md: 1
- https://omr.com/en/reviews/category/e-invoice: 1
- https://selecthub.com/c/invoice-software: 1

## 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.