impact.com vs Refersion
Two of twelve models named impact.com first on the direct prompt; zero named Refersion. impact.com was named by eleven of the twelve models and Refersion by eleven and impact.com carries 43 labels and Refersion 17, so the shares are not directly comparable.
Named in six categories this edition.
Named in three 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 affiliate and partner management page.
By framing
impact.comFirst choices, of twelve modelsRefersion
Across every category in the September 2026 Edition, impact.com and Refersion were named in the same answer thirty-six times, of the 242 answers naming impact.com and the 61 naming Refersion. In those answers Refersion took the first choice three times and impact.com five.
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 | | |
impact.com Refersion first choice named as an alternative argued againstblank: not namedEach cell is one answer, impact.com on the left and Refersion on the right.The direct prompt
impact.com first, Refersion not the choice
2 of 12 modelsRefersion was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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
impact.com2%#9 of 13Refersion2%#5 of 13impact.com11%#2 of 13Refersion2%#7 of 13impact.com44%#1 of 10Refersion0%#– of 10What the models said about impact.com
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid joining massive networks like Awin, CJ Affiliate, or Impact.com early on” Gemini 3.5 Flash · budget prompt · hard negative
“Enterprise platforms (PartnerStack, Impact) - Start at $1,000+/month” Mistral Small · budget prompt · hard negative
“The industry giant for enterprise partnerships. Incredible automation, contract management, and influencer integrations, though pricing can be premium” Gemini 3.5 Flash · scale prompt · first choice
“A Mid-Market/Enterprise DTC Brand | Impact.com | Centralizes traditional affiliates, influencers, and creators with modern tracking.” Gemini 3.5 Flash · comparative prompt · first choice
“Impact.com is the strongest all-around choice if you want one platform to manage multiple partner types at scale” Perplexity Sonar · direct prompt · first choice
What the models said about Refersion
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Avoid pricier ones like Refersion ($99+/month) unless scaling.” Grok 4.1 Fast · budget prompt · hard negative
“or e-comm-focused like Refersion/LeadDyno” Grok 4.1 Fast · paraphrase prompt · hard negative
“look cheap upfront but charge a 2% to 3% transaction fee on all affiliate-referred sales” Gemini 3.5 Flash · budget prompt · soft negative
“Offers a free plan and is considered one of the best affiliate marketing platforms for beginners.” Llama 4 Maverick · budget prompt · first choice
“Tier 1 Solution (like Impact, PartnerStack, Refersion, or Post Affiliate Pro)” Qwen 3.7 Flash · scale prompt · alternative
“Tapfiliate, Refersion, and FirstPromoter make it simple to get started” Claude Haiku 4.5 · budget 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.