2 categories · RankedViral Loops
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Referral and partner programs | Partner and channel | 4% | 6 of 107 | 20% | 20 | accepted challenger |
| Loyalty, advocacy and referrals | Marketing | 0% | 105 of 124 | 25% | 4 | under 10 labels · led by Smile.io at 24% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 1 | 2 | 1 | 4 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 1 | 3 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Start with Viral Loops - it offers the best combination of affordability ($35/month), comprehensive features, and a solid free trial period.” GLM 4.7 FlashX · Referrals · budget prompt · first choice
“ReferralCandy or Viral Loops offer the best balance of features and ease of use” MiniMax M2.5 · Referrals · comparative prompt · first choice
“Viral Loops (≈$35/month) is the best all-around value” DeepSeek V4 Flash · Referrals · budget prompt · first choice
“Viral Loops for launches and waitlists” Perplexity Sonar · Referrals · comparative prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Multiple reports of billing issues ... 1-star reviews highlight "deceptive practices" and "waste of money."[” Grok 4.1 Fast · Referrals · negative prompt · hard negative
“aimed at B2C viral loops and pre-launch waitlists, not ongoing B2B referral operations” DeepSeek V4 Flash · Referrals · direct prompt · hard negative
“Prebuilt viral templates; fast launches but limited B2B attribution” GLM 4.7 FlashX · Loyalty · comparative prompt · soft negative
“*Caution for cash reward programs* — No automated fraud detection” DeepSeek V4 Flash · Referrals · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 4 of the 50 answers that named Viral Loops and are not a share of its labels.
Domains cited
Twenty-nine of the twenty-nine domain citations in answers naming Viral Loops came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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