Cleverbridge vs Gumroad
Eight of fourteen models named Cleverbridge first on the direct prompt; zero named Gumroad. Cleverbridge was named by thirteen of the fourteen models and Gumroad by twelve and Cleverbridge carries 29 labels and Gumroad 22, so the shares are not directly comparable.
Named in one category 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 fourteen 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 merchants of record page.
By framing
CleverbridgeFirst choices, of fourteen modelsGumroad
Across every category in the October 2026 Edition, Cleverbridge and Gumroad were named in the same answer nine times, of the 89 answers naming Cleverbridge and the 48 naming Gumroad. In those answers Gumroad took the first choice zero times and Cleverbridge two.
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 | | | ||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | |
Cleverbridge Gumroad first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cleverbridge on the left and Gumroad on the right.The direct prompt
Cleverbridge first, Gumroad not the choice
8 of 14 modelsGumroad was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 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
Cleverbridge2%#7 of 10Gumroad0%#10 of 10Cleverbridge17%#2 of 10Gumroad2%#8 of 10Cleverbridge32%#2 of 7Gumroad0%#– of 7What the models said about Cleverbridge
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Cleverbridge is the most enterprise-grade MoR on the market... Choose Cleverbridge if your sales team heavily drives deals via custom contracts” Gemini 3.5 Flash · direct prompt · first choice
“Cleverbridge is the top choice due to its strong B2B focus, billing complexity handling, and enterprise-grade capabilities” MiniMax M2.5 · direct prompt · first choice
“the best fit for higher‑touch, B2B‑focused sales cycles, invoicing, and complex enterprise procurement workflows” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Gumroad
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Important Note: Avoid Gumroad ... Gumroad is significantly more expensive for a budget-conscious company.” Qwen 3.7 Flash · budget prompt · hard negative
“For Stability: Avoid Gumroad if you need predictable T+1 payouts.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid for tiny budgets: ... Gumroad (8-10%)” Grok 4.1 Fast · budget prompt · hard negative
“such as Freemius, Gumroad, Lemon Squeezy, or Whop” Llama 4 Maverick · budget prompt · first choice
“Lowest-Risk Option for Testing: Gumroad ... Caveat: Much more expensive at scale.” Kimi K2 · budget prompt · alternative
“Gumroad is especially simple, but its Discover fee is substantial.” GPT-6 Luna · 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.