Seven of twelve models named BILL first on the direct prompt; zero named Melio. Both were named by all twelve models and BILL carries 51 labels and Melio 27, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in six 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 business bill pay page.
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“BBB rating 1.09/5 (108+ reviews), 188 complaints in 3 years. Common issues: payment delays/holds, poor customer support, unauthorized charges” Grok 4.1 Fast · negative prompt · hard negative
“BILL is widely adopted by nearly half a million businesses, with users citing improved visibility, faster reconciliation, and reduced manual work” Claude Haiku 4.5 · paraphrase prompt · first choice
“For most mid-market B2B companies, BILL is the top choice due to its scalability, broad payment options, and strong AP automation features.” Mistral Small · direct prompt · first choice
“BILL is the heavyweight market leader... It offers the most robust internal controls, audit trails, and customizable approval workflows.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Likely too lightweight for 500 employees needing controls and audit trails.” Kimi K2 · scale prompt · soft negative
“You run a small business (≤50 invoices/month) and want a friendly UI | Melio (Go plan: 5 free ACH payments).” GLM 4.7 FlashX · comparative prompt · first choice
“The best bill pay platform for businesses on a limited budget is Melio's Go plan, which is $0/month” Llama 4 Maverick · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.