Billie vs Fundbox
Two of fourteen models named Billie first on the direct prompt; one named Fundbox. Billie was named by thirteen of the fourteen models and Fundbox by nine and Billie carries 24 labels and Fundbox 14, 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 B2B BNPL and net terms page.
By framing
BillieFirst choices, of fourteen modelsFundbox
Across every category in the October 2026 Edition, Billie and Fundbox were named in the same answer seventeen times, of the 71 answers naming Billie and the 39 naming Fundbox. In those answers Fundbox took the first choice zero times and Billie one.
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 | | |
Billie Fundbox first choice named as an alternative argued againstblank: not namedEach cell is one answer, Billie on the left and Fundbox on the right.The direct prompt
Billie first, Fundbox an alternative
2 of 14 modelsFundbox was named in the answer but not as the choice, or not at all.Fundbox first, Billie not the choice
1 of 14 modelsBillie was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Billie4%#5 of 10Fundbox4%#6 of 10Billie0%#7 of 9Fundbox0%#– of 9What the models said about Billie
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Some users report that additional business verification is normal but adds friction... Some customers report slow or inflexible support handling.” Muse Glimmer 30B · negative prompt · soft negative
“be wary if you have complex billing structures, frequent entity changes, or need fast, flexible dispute resolution” DeepSeek V4 Flash · negative prompt · soft negative
“I'd recommend starting with Billie if you operate in Europe or Credit Key if you're US-focused.” GLM 4.7 FlashX · direct prompt · first choice
“Mondu and Billie are the top choices due to their B2B specialization and flexibility” Mistral Small · direct prompt · first choice
“Only work with 100% non-recourse providers (such as Resolve, Billie, or Two).” Gemini 3.5 Flash · negative prompt · first choice
What the models said about Fundbox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Generally not recommended for mid-market due to very high APRs (80–240%+) and limited AR automation” Kimi K2 · direct prompt · hard negative
“BBB complaint summary: 26 total complaints in the last 3 years... frustrations regarding unexpected automated payment system glitches and sudden strict restrictions on new credit line draws” Muse Glimmer 30B · negative prompt · soft negative
“Start with Resolve or Fundbox.” Qwen 3.7 Flash · direct prompt · first choice
“more of an embedded financing / capital platform, but it can power net terms and installment options in B2B commerce” GPT-5.4 mini · comparative prompt · alternative
“Fundbox offers robust B2B purchasing credits and Net Terms options for vendors” Qwen 3.7 Flash · 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.