# Toast Inc.: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/toast-inc

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Billing and subscription management](https://www.gane.ai/index/gtm/revops/billing-and-subscription-management/index.md) | 0% | 83 | 100% | 1 |

## And against it

- "See FTC action noted above for deceptive subscription and cancellation practices and hidden fees." (Muse Glimmer 30B, Billing)

## 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 | 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 | 1 | 1 |

## Sources returned with these answers

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

### Domains cited

- creem.io: 2
- ftc.gov: 2
- reddit.com: 2
- trustpilot.com: 2
- assets.stripeassets.com: 1
- bbb.org: 1
- bunny.com: 1
- capterra.com: 1
- consumer.ftc.gov: 1
- costbench.com: 1

### Pages cited

- https://creem.io/blog/7-best-subscription-billing-software-platforms: 2
- https://ftc.gov/news-events/news/press-releases/2026/10/ftc-states-take-action-against-toast-inc-over-hidden-unauthorized-fees-deceptive-subscription: 2
- https://assets.stripeassets.com/fzn2n1nzq965/1UTjHgMDX5bN7gyjQrCzyv/eb4a57358aabee1e649093b4fe71129e/The_Forrester_Wave__Recurring_Billing_Solutions__Q1_2025: 1
- https://bbb.org/us/ca/pleasanton/profile/marketing-software/vagaro-inc-1116-538573/customer-reviews: 1
- https://bunny.com/blog/replacing-chargebee-choose-the-billing-work-you-want-to-eliminate: 1
- https://capterra.com/p/122700/Recurly-Subscription-Billing: 1
- https://capterra.com/p/122700/Recurly-Subscription-Billing/reviews: 1
- https://capterra.com/p/131433/Chargebee/reviews: 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.