# Friendbuy: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 50 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/friendbuy

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Referral and partner programs](https://www.gane.ai/index/gtm/partner/referral-and-partner-programs/index.md) | 0% | 16 | 25% | 28 |
| [Loyalty, advocacy and referrals](https://www.gane.ai/index/gtm/marketing/loyalty-advocacy-and-referrals/index.md) | 0% | 21 | 23% | 22 |

## What the models said for it

- "Want a strong standalone referral engine for DTC? Friendbuy or Talkable." (GPT-5.4 mini, Referrals)
- "Start with ReferralCandy or Friendbuy—quick ROI with minimal effort." (Grok 4.20, Referrals)
- "A stronger shortlist candidate when testing, attribution, and managing multiple customer-growth programs matter." (GPT-6 Luna, Loyalty)
- "Heavy focus on referral funnel optimization, design customization, and compliance for high-volume brands." (Gemini 3.5 Flash, Loyalty)

## And against it

- "here are the tools you should avoid or scrutinize closely: ### 1. Friendbuy ... frequently flagged for 'contractual friction.'" (Muse Glimmer 30B, Referrals)
- "Often flagged for "contractual friction" and high-friction enterprise platforms with opaque pricing and long contracts." (Mistral Small, Referrals)
- "high-friction enterprise platform with opaque pricing and long contracts" (Mistral Small, Loyalty)
- "Avoid purely B2C tools like ReferralCandy or Friendbuy" (Grok 4.20, Referrals)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 1 | 3 |
| GPT-5.4 mini | 1 | 2 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 3 | 2 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.20 | 1 | 0 | 1 | 3 | 5 |
| Mistral Small | 0 | 0 | 2 | 2 | 4 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 3 | 2 | 0 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 2 | 2 | 1 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named Friendbuy, from 136 of the 144 answers that named it (only the models that return a source list).

### Domains cited

- extole.com: 65
- openloyalty.io: 58
- albato.com: 54
- capterra.com: 45
- g2.com: 44
- getapp.com: 44
- softwareadvice.com: 44
- friendbuy.com: 39 (its own site)
- geekflare.com: 32
- cello.so: 29

### Pages cited

- https://albato.com/blog/publications/best-referral-program-software: 54
- https://extole.com/blog/best-referral-software: 49
- https://openloyalty.io/insider/best-referral-software: 45
- https://geekflare.com/guides/best-referral-program-software: 32
- https://99minds.io/blog/referral-marketing-software: 25
- https://lji.io/guides/referral-program-software: 25
- https://softwaresuggest.com/referral-software: 25
- https://joy.so/blog/best-referral-program-software: 23

## The company

Friendbuy; https://friendbuy.com; Palos Verdes Estates, United States; founded 2010. From Wikidata, fetched 2026-09-14.

## In its own words

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

- Positioning: Referral, Loyalty & Influencer Marketing Platform (https://friendbuy.com/)
- For: leading ecommerce and B2B brands (https://friendbuy.com/)
- Integrations claimed: 7 (https://www.friendbuy.com/features/cashback); 6 (https://www.friendbuy.com/integrations) (pages disagree)
- Customers named: Outdoor Voices, SPANX, OLLY, Prose, woom, OluKai, Bathhouse, Pedalheads

## What it publishes

Every page friendbuy.com exposes, read 2026-09-29: 471 addresses. By kind, pages and the last 90 days:

- blog: 154 pages, 0 in the last 90 days, latest undated
- case study: 21 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- comparison: 7 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated

## 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.