Cello is a referral program product for B2B SaaS companies · cello.so ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Referral Rock is first at 42%.
Referral Rock is first at 21%. 1 of 14 models made it the first choice when asked directly.
Influitive AdvocateHub is first at 30%.
“SaaS product with in-app referrals and predictable billing → Cello.”Muse Glimmer 30B · Direct question · first choice
“Cello provides native in-app SDKs (React, iOS, Web) and handles global compliance and billing event synchronization.”Gemini 3.5 Flash · Direct question · alternative
“Choose Cello or GrowSurf if: You're a B2B SaaS company focused on product-led growth through in-product referrals.”MiniMax M2.5 · Direct question · alternative
“If you're a B2B SaaS company with a product-led growth model, Cello is likely the better technical fit.”Kimi K2 · Paraphrase question · alternative
No model argued against it.
The products named in the same answers as Cello, over the 42 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 36 | 16 | View → | |
| 27 | 5 | View → | |
| 15 | 0 | View → | |
| 12 | 4 | View → | |
| 11 | 2 | View → | |
| 10 | 1 | View → | |
| 9 | 3 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 7 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Cello's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 42 of the 42 answers that named Cello and are not a share of its labels.
129 of the 163 domain citations in answers naming Cello came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 122 | 55 | 2026-09-22 | Referrals | |
| Glossary or explainer | 48 | 11 | 2026-09-07 | ||
| Report or ebook | 29 | undated | |||
| Comparison | 20 | 9 | 2026-09-15 | ||
| Case study | 19 | 3 | 2026-09-16 | ||
| Template or tool | 2 | 1 | 2026-09-08 | ||
| Conference or event | 1 | 0 | 2025-10-07 |
Every page cello.so exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.