Eight of fourteen models named BILL first on the direct prompt; two named AvidXchange. BILL was named by fourteen of the fourteen models and AvidXchange by twelve and BILL carries 57 labels and AvidXchange 26, so the shares are not directly comparable.
Named in fifteen categories this edition.
Named in eight 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 business bill pay page.
Across every category in the October 2026 Edition, BILL and AvidXchange were named in the same answer sixty-three times, of the 477 answers naming BILL and the 174 naming AvidXchange. In those answers AvidXchange took the first choice four times and BILL fourteen.
| 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 |
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. Three of three in this category shown.
“What to Avoid on a Limited Budget... it starts at $29 to $79+ per user, per month” Gemini 3.5 Flash · budget prompt · hard negative
“BILL - Offers automated invoice capture and coding, configurable approvals, roles, and audit trails... Pricing starts at $45/user/month.” Llama 4 Maverick · budget prompt · first choice
“For a typical mid-market B2B company, BILL offers the best balance of features, vendor network, and automation capabilities.” MiniMax M2.5 · direct 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.
“Mid‑market and real‑estate verticals; strong AP automation ... AvidXchange is a strong contender.” GLM 4.7 FlashX · direct prompt · first choice
“My recommendation: Start with AvidXchange as it's specifically designed for mid-market businesses” GLM 4.7 FlashX · paraphrase prompt · first choice
“Start by evaluating AvidXchange and BILL.com side-by-side ... if you're a true mid-market company” Kimi K2 · paraphrase prompt · first choice
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.