Referral Factory vs Open Loyalty
Zero of twelve models named Referral Factory first on the direct prompt; one named Open Loyalty. Referral Factory was named by eight of the twelve models and Open Loyalty by nine and Referral Factory carries 12 labels and Open Loyalty 14, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the loyalty, advocacy and referrals page.
By framing
Referral FactoryFirst choices, of twelve modelsOpen Loyalty
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | |||||
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | |||||
| Mistral Small | | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 |
Referral Factory Open Loyalty first choice named as an alternative argued againstblank: not namedEach cell is one answer, Referral Factory on the left and Open Loyalty on the right.The direct prompt
Open Loyalty first, Referral Factory not the choice
1 of 12 modelsReferral Factory was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Referral Factory11%#3 of 11Open Loyalty0%#– of 11Referral Factory5%#6 of 18Open Loyalty2%#8 of 18Open Loyalty13%#3 of 18Referral Factory2%#– of 18What the models said about Referral Factory
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Lack of multi-channel support (Referral Factory) ... No dedicated support for the Starter plan” Llama 4 Maverick · negative prompt · soft negative
“I'd generally recommend Referral Factory if your primary goal is to launch and scale a customer referral program quickly” GPT-5.4 mini · paraphrase prompt · first choice
“I'd recommend Referral Factory if your main goal is to launch and scale a customer referral program quickly” Perplexity Sonar · paraphrase prompt · first choice
What the models said about Open Loyalty
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Open Loyalty is the best-fit option among the results for mid-market and enterprise companies” Perplexity Sonar · direct prompt · first choice
“API-first, composable toolkit for custom builds” Perplexity Sonar · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.