| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Referral and partner programs | Partner and channel | 2% | 10 of 107 | 6% | 16 | accepted challenger |
| Affiliate and partner management | Partner and channel | 0% | 17 of 87 | 0% | 17 | accepted challenger |
| Loyalty, advocacy and referrals | Marketing | 0% | 40 of 124 | 0% | 3 | under 10 labels · led by Smile.io at 24% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 4 | 1 | 0 | 6 |
| Perplexity Sonar | 0 | 2 | 1 | 0 | 3 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 2 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 4 | 1 | 0 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 2 | 2 | 1 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 1 | 2 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Top Recommendation: FirstPromoter ($49/month) - Most practical option for small businesses” MiniMax M2.5 · Referrals · budget prompt · first choice
“If you run SaaS, choose FirstPromoter (for deep billing logic)” Gemini 3.5 Flash · Referrals · comparative prompt · first choice
“if you're primarily a SaaS subscription business, FirstPromoter provides exceptional value with billing-aware tracking at a fraction of the cost” Mistral Small · Affiliate · direct prompt · alternative
“If budget is a constraint, FirstPromoter offers remarkably strong functionality at a fraction of the cost” DeepSeek V4 Flash · Affiliate · direct prompt · alternative
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.
“rely on cookies that get stripped by Safari ITP and ad blockers” Kimi K2 · Referrals · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 8 of the 87 answers that named FirstPromoter and are not a share of its labels.
Forty-two of the forty-two domain citations in answers naming FirstPromoter came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when FirstPromoter's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as FirstPromoter, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at firstpromoter.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.